234 results on '"Storchi, Loriano"'
Search Results
2. Chemical bond analysis for the entire periodic table: Energy Decomposition and Natural Orbitals for Chemical Valence in the Four-Component Relativistic Framework
- Author
-
Sorbelli, Diego, Belanzoni, Paola, Storchi, Loriano, Bizzarri, Olivia, Bizzarri, Beatrice, Mosconi, Edoardo, and Belpassi, Leonardo
- Subjects
Physics - Chemical Physics - Abstract
Chemical bonding is a ubiquitous concept in chemistry and it provides a common basis for experimental and theoretical chemists to explain and predict the structure, stability and reactivity of chemical species. Among others, the Energy Decomposition Analysis (EDA, also known as the Extended Transition State method) in combination with Natural Orbitals for Chemical Valence (EDA-NOCV) is a very powerful tool for the analysis of the chemical bonds based on a charge and energy decomposition scheme within a common theoretical framework. While the approach has been applied in a variety of chemical contexts, the current implementations of the EDA-NOCV scheme include relativistic effects only at scalar level, so simply neglecting the spin-orbit coupling effects and de facto limiting its applicability. In this work, we extend the EDA-NOCV method to the relativistic four-component Dirac-Kohn-Sham theory that variationally accounts for spin-orbit coupling. Its correctness and numerical stability have been demonstrated in the case of simple molecular systems, where the relativistic effects play a negligible role, by comparison with the implementation available in the ADF modelling suite (using the non-relativistic Hamiltonian and the scalar ZORA approximation). As an illustrative example we analyse the metal-ethylene coordination bond in the group 6-element series (CO)$_5$TM-C$_2$H$_4$, with TM =Cr, Mo, W, Sg, where relativistic effects are likely to play an increasingly important role as one moves down the group. The method provides a clear measure (also in combination with the CD analysis) of the donation and back-donation components in coordination bonds, even when relativistic effects, including spin-orbit coupling, are crucial for understanding the chemical bond involving heavy and superheavy atoms., Comment: 49 pages, 2 figures
- Published
- 2023
3. Smart caching in a Data Lake for High Energy Physics analysis
- Author
-
Tedeschi, Tommaso, Ciangottini, Diego, Baioletti, Marco, Poggioni, Valentina, Spiga, Daniele, Storchi, Loriano, and Tracolli, Mirco
- Subjects
Computer Science - Distributed, Parallel, and Cluster Computing ,Computer Science - Databases ,Computer Science - Machine Learning ,Computer Science - Networking and Internet Architecture - Abstract
The continuous growth of data production in almost all scientific areas raises new problems in data access and management, especially in a scenario where the end-users, as well as the resources that they can access, are worldwide distributed. This work is focused on the data caching management in a Data Lake infrastructure in the context of the High Energy Physics field. We are proposing an autonomous method, based on Reinforcement Learning techniques, to improve the user experience and to contain the maintenance costs of the infrastructure.
- Published
- 2022
4. Frozen-Density Embedding for including environmental effects in the Dirac-Kohn-Sham theory: an implementation based on density fitting and prototyping techniques
- Author
-
De Santis, Matteo, Sorbelli, Diego, Vallet, Valerie, Gomes, Andre' Severo Pereira, Storchi, Loriano, and Belpassi, Leonardo
- Subjects
Physics - Chemical Physics - Abstract
The Frozen Density Embedding scheme represents an embedding method in which environmental effects onto a given subsystem are included by representing the other subsystems making up the surroundings quantum mechanically, by means of their electron densities. In the present paper, we extend the full 4-component relativistic Dirac-Kohn-Sham method, as implemented in the BERTHA code, to include environmental and confinement effects with the FDE scheme. This implementation has been enormously facilitated by BERTHA's python API (PyBERTHA), which provides a flexible framework of development by using all Python advantages in terms of code re-usability, portability while facilitating the interoperability with other FDE implementations available through the PyADF framework. The computational performance has been evaluated on a series of gold clusters (Au$_n$, with n=2,4,8) embedded into an increasing number of water molecules (5, 10, 20, 40 and 80 water molecules). We found that the procedure scales approximately linearly both with the size of the frozen surrounding environment (in line with the underpinnings of the FDE approach) and with the size of the active system (in line with the use of density fitting). Finally, we applied the code to a series of Heavy (Rn) and Super-Heavy elements (Cn, Fl, Og) embedded in a C_60 cage to explore the confinement effect induced by C_60 on their electronic structure. We compare the results from our simulations with more approximate models employed in the atomic physics literature, in which confinement is represented by a radial potential slightly affected by the nature of the central atom. Our results indicate that the specific interactions described by FDE are able to improve upon the cruder approximations currently employed, and thus provide a basis from which to generate more realistic radial potentials for confined atoms., Comment: 53 pages, 7 Figures
- Published
- 2022
- Full Text
- View/download PDF
5. Towards machine learning for microscopic mechanisms: a formula search for crystal structure stability based on atomic properties
- Author
-
Gajera, Udaykumar, Storchi, Loriano, Amoroso, Danila, Delodovici, Francesco, and Picozzi, Silvia
- Subjects
Condensed Matter - Materials Science - Abstract
Machine Learning (ML) techniques are revolutionizing the way to perform efficient materials modeling. Nevertheless, not all the ML approaches allow for the understanding of microscopic mechanisms at play in different phenomena. To address the latter aspect, we propose a combinatorial machine-learning approach to obtain physical formulas based on simple and easily-accessible ingredients, such as atomic properties. The latter are used to build materials features that are finally employed, through Linear Regression, to predict the energetic stability of semiconducting binary compounds with respect to zincblende and rocksalt crystal structures. The adopted models are trained using dataset built from first-principles calculations. Our results show that already one-dimensional (1D) formulas well describe the energetics; a simple grid-search optimization of the automatically-obtained 1D-formulas enhances the prediction performances at a very small computational cost. In addition, our approach allows to highlight the role of the different atomic properties involved in the formulas. The computed formulas clearly indicate that "spatial" atomic properties (i.e. radii indicating maximum probability densities for $s,p,d$ electronic shells) drive the stabilization of one crystal structure with respect to the other, suggesting the major relevance of the radius associated to the $p$-shell of the cation species., Comment: 11 pages and 5 figures with extra supplementary material
- Published
- 2022
- Full Text
- View/download PDF
6. Randentropy: a software to measure inequality in random systems
- Author
-
D'Amico, Guglielmo, Scocchera, Stefania, and Storchi, Loriano
- Subjects
Quantitative Finance - Statistical Finance ,Mathematics - Probability - Abstract
The software Randentropy is designed to estimate inequality in a random system where several individuals interact moving among many communities and producing dependent random quantities of an attribute. The overall inequality is assessed by computing the Random Theil's Entropy. Firstly, the software estimates a piecewise homogeneous Markov chain by identifying the changing-points and the relative transition probability matrices. Secondly, it estimates the multivariate distribution function of the attribute using a copula function approach and finally, through a Monte Carlo algorithm, evaluates the expected value of the Random Theil's Entropy. Possible applications are discussed as related to the fields of finance and human mobility
- Published
- 2021
7. Quantum-classical rate coefficient datasets of vibrational energy transfer in carbon monoxide based on highly accurate potential energy surface.
- Author
-
Hong, Qizhen, Storchi, Loriano, Coletti, Cecilia, Li, Jia, Sun, Quanhua, and Li, Jun
- Subjects
- *
POTENTIAL energy surfaces , *ENERGY transfer , *CARBON monoxide , *KRIGING , *LOW temperatures , *DOUBLE walled carbon nanotubes - Abstract
A merged potential energy surface (PES) is introduced for CO + CO collisions by combining a recent full-dimensional ab initio PES [Chen et al. J. Chem. Phys. 153, 054310 (2020)] and analytical long-range multipolar interactions. This merged PES offers a double advantage: it retains the precision of the ab initio PES in describing the van der Waals well and repulsive short range while providing an accurate physical description of long-range interaction; it significantly reduces the computational time required for trajectory integration since the long-range portion of the ab initio PES (involving numerous neural network fitting parameters) is now replaced by the analytical model potential. Based on the present merged PES, mixed Quantum-Classical (MQC) calculations, which capture quantum effects related to vibrational motion, align with a range of experimental data, including transport properties, vibrational energy transfer between CO and its isotoplogues, as well as rate coefficients for V–V and V–T/R processes. Notably, the original ab initio PES yields V–T/R rate coefficients at low temperatures that are significantly higher than the experimental data due to the artificial contribution of its unphysical long-range potential. In addition to conducting extensive MQC calculations to obtain raw data for V–V and V–T/R rate coefficients, we employ Gaussian process regression to predict processes lacking computed MQC data, thereby completing the considered V–V and V–T/R datasets. These extensive rate coefficient datasets, particularly for V–T/R processes, are unprecedented and reveal the significant role played by V–T/R processes at high temperatures, emphasizing the necessity of incorporating both V–V and V–T/R processes in the applications. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
8. Environmental effects with Frozen Density Embedding in Real-Time Time-Dependent Density Functional Theory using localized basis functions
- Author
-
De Santis, Matteo, Belpassi, Leonardo, Jacob, Christoph R., Gomes, André Severo Pereira, Tarantelli, Francesco, Visscher, Lucas, and Storchi, Loriano
- Subjects
Physics - Chemical Physics - Abstract
Frozen Density Embedding (FDE) represents a versatile embedding scheme to describe the environmental effect on the electron dynamics in molecular systems. The extension of the general theory of FDE to the real-time time-dependent Kohn-Sham method has previously been presented and implemented in plane-waves and periodic boundary conditions (Pavanello et al. J. Chem. Phys. 142, 154116, 2015). In the current paper, we extend our recent formulation of real-time time-dependent Kohn-Sham method based on localized basis set functions and developed within the Psi4NumPy framework (De Santis et al. J. Chem. Theory Comput. 2020, 16, 2410) to the FDE scheme. The latter has been implemented in its "uncoupled" flavor (in which the time evolution is only carried out for the active subsystem, while the environment subsystems remain at their ground state), using and adapting the FDE implementation already available in the PyEmbed module of the scripting framework PyADF. The implementation was facilitated by the fact that both Psi4NumPy and PyADF, being native Python API, provided an ideal framework of development using the Python advantages in terms of code readability and reusability. We demonstrate that the inclusion of the FDE potential does not introduce any numerical instability in time propagation of the density matrix of the active subsystem and in the limit of weak external field, the numerical results for low-lying transition energies are consistent with those obtained using the reference FDE calculations based on the linear response TDDFT. The method is found to give stable numerical results also in the presence of strong external field inducing non-linear effects.
- Published
- 2020
- Full Text
- View/download PDF
9. Smart Caching in a Data Lake for High Energy Physics Analysis
- Author
-
Tedeschi, Tommaso, Baioletti, Marco, Ciangottini, Diego, Poggioni, Valentina, Spiga, Daniele, Storchi, Loriano, and Tracolli, Mirco
- Published
- 2023
- Full Text
- View/download PDF
10. Inelastic N22+H22 collisions and quantum-classical rate coefficients: large datasets and machine learning predictions
- Author
-
Hong, Qizhen, Storchi, Loriano, Bartolomei, Massimiliano, Pirani, Fernando, Sun, Quanhua, and Coletti, Cecilia
- Published
- 2023
- Full Text
- View/download PDF
11. KServe inference extension for an FPGA vendor-free ecosystem
- Author
-
Ciangottini Diego, Bianchini Giulio, Mariotti Mirko, Spiga Daniele, Storchi Loriano, and Surace Giacomo
- Subjects
Physics ,QC1-999 - Abstract
Field Programmable Gate Arrays (FPGAs) are playing an increasingly important role in the sampling and data processing industry due to their intrinsically highly parallel architecture, low power consumption, and flexibility to execute custom algorithms. In particular, the use of FPGAs to perform Machine Learning (ML) inference is increasingly growing thanks to the development of High-Level Synthesis (HLS) projects that abstract the complexity of Hardware Description Language (HDL) programming. In this work we will describe our experience extending KServe predictors, an emerging standard for ML model inference as a service on kubernetes. This project will support a custom workflow capable of loading and serving models on-demand on top of FPGAs. A key aspect of the proposed approach is to make the firmware generation, often an obstacle to a widespread FPGA adoption, transparent. We will detail how the proposed system automates both the synthesis of the HDL code and the generation of the firmware, starting from a high-level language and user-friendly machine learning libraries. The ecosystem is then completed with the adoption of a common language for sharing user models and firmwares, that is based on a dedicated Open Container Initiative artifact definition, thus leveraging all the well established practices on managing resources on a container registry.
- Published
- 2024
- Full Text
- View/download PDF
12. A copula based Markov Reward approach to the credit spread in European Union
- Author
-
D'Amico, Guglielmo, Petroni, Filippo, Regnault, Philippe, Scocchera, Stefania, and Storchi, Loriano
- Subjects
Quantitative Finance - Computational Finance ,Quantitative Finance - Risk Management - Abstract
In this paper, we propose a methodology based on piece-wise homogeneous Markov chain for credit ratings and a multivariate model of the credit spreads to evaluate the financial risk in European Union (EU). Two main aspects are considered: how the financial risk is distributed among the European countries and how large is the value of the total risk. The first aspect is evaluated by means of the expected value of a dynamic entropy measure. The second one is solved by computing the evolution of the total credit spread over time. Moreover, the covariance between countries' total spread allows understand any contagions in EU. The methodology is applied to real data of 24 countries for the three major agencies: Moody's, Standard and Poor's, and Fitch. Obtained results suggest that both the financial risk inequality and the value of the total risk increase over time at a different rate depending on the rating agency and that the dependence structure is characterized by a strong correlation between most of European countries.
- Published
- 2019
13. The BondMachine, a moldable computer architecture
- Author
-
Mariotti, Mirko, Magalotti, Daniel, Spiga, Daniele, and Storchi, Loriano
- Published
- 2022
- Full Text
- View/download PDF
14. Combining the Fragment Molecular Orbital and GRID Approaches for the Prediction of Ligand–Metalloenzyme Binding Affinity: The Case Study of hCA II Inhibitors.
- Author
-
Paciotti, Roberto, Re, Nazzareno, and Storchi, Loriano
- Subjects
BINDING energy ,MOLECULAR orbitals ,HYDROPHOBIC interactions ,CARBONIC anhydrase ,MACHINE learning - Abstract
Polarization and charge-transfer interactions play an important role in ligand–receptor complexes containing metals, and only quantum mechanics methods can adequately describe their contribution to the binding energy. In this work, we selected a set of benzenesulfonamide ligands of human Carbonic Anhydrase II (hCA II)—an important druggable target containing a Zn
2+ ion in the active site—as a case study to predict the binding free energy in metalloprotein–ligand complexes and designed specialized computational methods that combine the ab initio fragment molecular orbital (FMO) method and GRID approach. To reproduce the experimental binding free energy in these systems, we adopted a machine-learning approach, here named formula generator (FG), considering different FMO energy terms, the hydrophobic interaction energy (computed by GRID) and logP. The main advantage of the FG approach is that it can find nonlinear relations between the energy terms used to predict the binding free energy, explicitly showing their mathematical relation. This work showed the effectiveness of the FG approach, and therefore, it might represent an important tool for the development of new scoring functions. Indeed, our scoring function showed a high correlation with the experimental binding free energy (R2 = 0.76–0.95, RMSE = 0.34–0.18), revealing a nonlinear relation between energy terms and highlighting the relevant role played by hydrophobic contacts. These results, along with the FMO characterization of ligand–receptor interactions, represent important information to support the design of new and potent hCA II inhibitors. [ABSTRACT FROM AUTHOR]- Published
- 2024
- Full Text
- View/download PDF
15. Homodimeric complexes of the 90–231 human prion: a multilayered computational study based on FMO/GRID-DRY approach
- Author
-
Paciotti, Roberto, Storchi, Loriano, and Marrone, Alessandro
- Published
- 2022
- Full Text
- View/download PDF
16. Reactivity of antitumor coinage metal-based N-heterocyclic carbene complexes with cysteine and selenocysteine protein sites
- Author
-
Tolbatov, Iogann, Marzo, Tiziano, Coletti, Cecilia, La Mendola, Diego, Storchi, Loriano, Re, Nazzareno, and Marrone, Alessandro
- Published
- 2021
- Full Text
- View/download PDF
17. Hampering the early aggregation of PrP-E200K protein by charge-based inhibitors: a computational study
- Author
-
Agamennone, Mariangela, Storchi, Loriano, Marrone, Alessandro, and Paciotti, Roberto
- Published
- 2021
- Full Text
- View/download PDF
18. Improved Quantum–Classical Treatment of N2–N2 Inelastic Collisions: Effect of the Potentials and Complete Rate Coefficient Data Sets
- Author
-
Hong, Qizhen, primary, Storchi, Loriano, additional, Sun, Quanhua, additional, Bartolomei, Massimiliano, additional, Pirani, Fernando, additional, and Coletti, Cecilia, additional
- Published
- 2023
- Full Text
- View/download PDF
19. Chemical bond analysis for the entire periodic table: energy decomposition and natural orbitals for chemical valence in the four-component relativistic framework
- Author
-
Sorbelli, Diego, primary, Belanzoni, Paola, additional, Storchi, Loriano, additional, Bizzarri, Olivia, additional, Bizzarri, Beatrice, additional, Mosconi, Edoardo, additional, and Belpassi, Leonardo, additional
- Published
- 2023
- Full Text
- View/download PDF
20. BERTHA and PyBERTHA: State of the Art for Full Four-Component Dirac-Kohn-Sham Calculations
- Author
-
Storchi, Loriano, primary, de Santis, Matteo, additional, and Belpassi, Leonardo, additional
- Published
- 2020
- Full Text
- View/download PDF
21. Automated Simulation of Gas-Phase Reactions on Distributed and Cloud Computing Infrastructures
- Author
-
Rampino, Sergio, Storchi, Loriano, Laganà, Antonio, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Gervasi, Osvaldo, editor, Murgante, Beniamino, editor, Misra, Sanjay, editor, Borruso, Giuseppe, editor, Torre, Carmelo M., editor, Rocha, Ana Maria A.C., editor, Taniar, David, editor, Apduhan, Bernady O., editor, Stankova, Elena, editor, and Cuzzocrea, Alfredo, editor
- Published
- 2017
- Full Text
- View/download PDF
22. Financial risk distribution in European Union
- Author
-
D’Amico, Guglielmo, Scocchera, Stefania, and Storchi, Loriano
- Published
- 2018
- Full Text
- View/download PDF
23. A database approach for materials selection for hydrogen storage in aerospace technology
- Author
-
Coppola, Carla Maria, Tolbatov, Iogann, Tranca, Ionut Claudiu, Coletti, Cecilia, Marrone, Alessandro, Storchi, Loriano, Profio, Pietro Di, Re, Nazzareno, Kazandjian, Mher V., Pellecchia, Antonello, Longo, Savino, Gaastra-Nedea, Silvia, Fernandez-Villace, Victor, and Longo, José
- Published
- 2019
- Full Text
- View/download PDF
24. Improved Quantum–Classical Treatment of N2–N2 Inelastic Collisions: Effect of the Potentials and Complete Rate Coefficient Data Sets.
- Author
-
Hong, Qizhen, Storchi, Loriano, Sun, Quanhua, Bartolomei, Massimiliano, Pirani, Fernando, and Coletti, Cecilia
- Published
- 2023
- Full Text
- View/download PDF
25. Relativistic quantum chemistry involving heavy atoms
- Author
-
De Santis, Matteo, Belapassi, Leonardo, Tarantelli, Francesco, and Storchi, Loriano
- Published
- 2018
- Full Text
- View/download PDF
26. Data related to: 'Inelastic N2+H2 collisions and quantum-classical rate coefficients: Large Datasets and Machine Learning predictions'
- Author
-
Qizhen Hong, Storchi, Loriano, Bartolomei, Massimiliano, Pirani, Fernando, Quanhua Sun, and Coletti, Cecilia
- Abstract
The Quantum-Classical and Machine Learning (Gaussian Process and Neural Network) rate coefficients of N2(vi)+H2(wi)->N2(vf)+H2(wf) for temperatures 100-7000K 
- Published
- 2023
- Full Text
- View/download PDF
27. Improved Quantum–Classical Treatment of N2–N2Inelastic Collisions: Effect of the Potentials and Complete Rate Coefficient Data Sets
- Author
-
Hong, Qizhen, Storchi, Loriano, Sun, Quanhua, Bartolomei, Massimiliano, Pirani, Fernando, and Coletti, Cecilia
- Abstract
In this study, complete (i.e., including all vibrational quantum numbers in an N2vibrational ladder) data sets of vibration-to-vibration and vibration-to-translation rate coefficients for N2–N2collisions are explicitly computed along with transport properties (shear and bulk viscosity, thermal conductivity, and self-diffusion) in the temperature range 100–9000 K. To reach this goal, we improved a mixed quantum–classical (MQC) dynamics approach by lifting the constraint of a Morse treatment of the vibrational wave function and intramolecular potential and permitting the use of more realistic and flexible representations. The new formulation has also allowed us to separately analyze the role of intra- and intermolecular potentials on the calculated rates and properties. Ab initiointramolecular potentials are indispensable for highly excited vibrational states, though the Morse potential still gives reasonable values up to v= 20. An accurate description of the long-range interaction and the van der Waals well is a requisite for the correct reproduction of qualitative and quantitative rate coefficients, particularly at low temperatures, making physically meaningful analytical representations still the best choice compared to currently available ab initiopotential energy surfaces. These settings were used to directly compute the MQC rates corresponding to a large number of initial vibrational quantum numbers, and the missing intermediate values were predicted using a machine learning technique (i.e., the Gaussian process regression approach). The obtained values are reliable in the wide temperature range employed and are therefore valuable data for many communities dealing with nonlocal thermal equilibrium conditions in different environments.
- Published
- 2023
- Full Text
- View/download PDF
28. DeepGRID: Deep Learning Using GRID Descriptors for BBB Prediction.
- Author
-
Storchi, Loriano, Cruciani, Gabriele, and Cross, Simon
- Published
- 2023
- Full Text
- View/download PDF
29. Environmental Effects with Frozen-Density Embedding in the Real-Time Time-Dependent Dirac-Kohn-Sham framework
- Author
-
de Santis, Matteo, Vallet, Valérie, Severo Pereira Gomes, André, Belpassi, Leonardo, Storchi, Loriano, Physico-Chimie Moléculaire Théorique (PCMT), Laboratoire de Physique des Lasers, Atomes et Molécules - UMR 8523 (PhLAM), Université de Lille-Centre National de la Recherche Scientifique (CNRS)-Université de Lille-Centre National de la Recherche Scientifique (CNRS), Istituto di Scienze e Tecnologie Chimiche 'Giulio Natta' (SCITEC), National Research Council of Italy | Consiglio Nazionale delle Ricerche (CNR), Dipartimento di Farmacia, Universita G. d Annunzio, Via dei Vestini, 66100 Chieti, Italy, ANR-11-LABX-0005,Cappa,Physiques et Chimie de l'Environnement Atmosphérique(2011), ANR-16-IDEX-0004,ULNE,ULNE(2016), ANR-19-CE29-0019,CompRIXS,Calcul de la diffusion inélastique résonante de rayons X pour toute la classification périodique(2019), Vallet, Valérie, Physiques et Chimie de l'Environnement Atmosphérique - - Cappa2011 - ANR-11-LABX-0005 - LABX - VALID, ULNE - - ULNE2016 - ANR-16-IDEX-0004 - IDEX - VALID, and Calcul de la diffusion inélastique résonante de rayons X pour toute la classification périodique - - CompRIXS2019 - ANR-19-CE29-0019 - AAPG2019 - VALID
- Subjects
[CHIM.THEO]Chemical Sciences/Theoretical and/or physical chemistry ,[CHIM.THEO] Chemical Sciences/Theoretical and/or physical chemistry ,[PHYS.PHYS.PHYS-CHEM-PH]Physics [physics]/Physics [physics]/Chemical Physics [physics.chem-ph] ,[PHYS.PHYS.PHYS-CHEM-PH] Physics [physics]/Physics [physics]/Chemical Physics [physics.chem-ph] - Abstract
International audience; Frozen Density Embedding (FDE)[1,2] represents a versatile embedding scheme which allows to model complex molecular systems by partitioning the total system into sub-units: the environmental effects onto a given subsystem is described by accounting quantum mechanically for the surrounding subsystems through their electron density.The accurate modeling of properties of matter when heavy elements are involved requires the inclusion of relativistic corrections. The Dirac-Kohn-Sham (DKS) method allows one to treat electron correlation and relativistic effects on the same footing.The response of electrons in atoms and molecules to an applied external electro-magnetic field can be efficiently treated employing Time-Dependent Density Functional Theory (TDDFT) in the real-time domain (RT-TDDFT)[3].We extend the full 4-component relativistic RT-TDDKS[4] method, as implemented in the BERTHA code, to include environmental and confinement effects with the FDE scheme (RT-TDDKS-in-DFT FDE)[5].Moreover, we demonstrate that the implementation of rather complex numerical algorithms can be enormously facilitated by BERTHA’s python API (PyBERTHA) which, besides all the well-known Python advantages, eases the interoperability with other FDE implementations available through the PyADF framework.References:1. Wesolowski, T. A.; Warshel, A. Frozen density functional approach for ab initio calculations of solvated molecules. J. Chem. Phys. 1993, 97, 8050–8053. 2. Höfener, S.; Gomes, A. S. P.; Visscher, L. Molecular properties via a subsystem density functional theory formulation: a common framework for electronic embedding. J. Chem Phys, 2012, 136(4), 044104.3. Lopata, K.; Govind, N. Modeling Fast Electron Dynamics with Real-Time Time-Dependent Density Functional Theory: Application to Small Molecules and Chromophores. J. Chem. Theory Comput. 2011, 7, 1344–13554. De Santis, M.; Storchi, L.; Belpassi, L.; Quiney, H. M.; Tarantelli, F. PyBERTHART: A Relativistic Real-Time Four-Component TDDFT Implementation Using Prototyping Techniques Based on Python. J. Chem. Theory Comput. 2020, 16, 2410–2429. 5. De Santis, M.; Sorbelli, D.; Vallet, V.; Gomes, A. S. P.; Storchi, L.; Belpassi, L. Frozen-Density Embedding for including environmental effects in the Dirac-Kohn-Sham theory: an implementation based on density fitting and prototyping techniques. https://doi.org/10.48550/arXiv.2205.05523
- Published
- 2022
30. Frozen-Density Embedding for Including Environmental Effects in the Dirac-Kohn–Sham Theory: An Implementation Based on Density Fitting and Prototyping Techniques
- Author
-
De Santis, Matteo, primary, Sorbelli, Diego, additional, Vallet, Valérie, additional, Gomes, André Severo Pereira, additional, Storchi, Loriano, additional, and Belpassi, Leonardo, additional
- Published
- 2022
- Full Text
- View/download PDF
31. Open-source and cloud-native solutions for managing and analyzing heterogeneous and sensitive clinical Data
- Author
-
Spiga, Daniele, primary, Ciangottini, Diego, additional, COSTANTINI, Alessandro, additional, Cutini, Sara, additional, Duma, Cristina, additional, Gasparetto, Jacopo, additional, Lubrano, Pasquale, additional, Martelli, Barbara, additional, Ronchieri, Elisabetta, additional, Salomoni, Davide, additional, Sergi, Giusy, additional, Storchi, Loriano, additional, and Tracolli, Mirco, additional
- Published
- 2022
- Full Text
- View/download PDF
32. Structural Reshaping of the Zinc-Finger Domain of the SARS-CoV-2 nsp13 Protein Using Bismuth(III) Ions: A Multilevel Computational Study
- Author
-
Tolbatov, Iogann, primary, Storchi, Loriano, additional, and Marrone, Alessandro, additional
- Published
- 2022
- Full Text
- View/download PDF
33. BERTHA: Implementation of a four-component Dirac–Kohn–Sham relativistic framework.
- Author
-
Belpassi, Leonardo, De Santis, Matteo, Quiney, Harry M., Tarantelli, Francesco, and Storchi, Loriano
- Subjects
PYTHON programming language ,NATURAL orbitals - Abstract
In this paper, we present and review the most recent computational advances in the BERTHA code. BERTHA can be regarded as the state of the art in fully relativistic four-component Dirac–Kohn–Sham (DKS) software. Thanks to the implementation of various parallelization and memory open-ended distribution schemes in combination with efficient "density fitting" algorithms, it greatly reduces the computational burden of four-component DKS calculations. We also report the newly developed OpenMP version of the code, that, together with the berthmod Python module, provides a significant leap forward in terms of usability and applicability of the BERTHA software. Some applications of the recently developed natural orbitals for chemical valence/charge displacement bonding analysis and the real-time time dependent DKS implementation are also reported. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
34. Automated Simulation of Gas-Phase Reactions on Distributed and Cloud Computing Infrastructures
- Author
-
Rampino, Sergio, primary, Storchi, Loriano, additional, and Laganà, Antonio, additional
- Published
- 2017
- Full Text
- View/download PDF
35. Computing Molecular Energy Surfaces on a Grid
- Author
-
Storchi, Loriano, Tarantelli, Francesco, Laganà, Antonio, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Gavrilova, Marina, editor, Gervasi, Osvaldo, editor, Kumar, Vipin, editor, Tan, C. J. Kenneth, editor, Taniar, David, editor, Laganá, Antonio, editor, Mun, Youngsong, editor, and Choo, Hyunseung, editor
- Published
- 2006
- Full Text
- View/download PDF
36. Homodimeric complexes of the 90-231 PrP-E200K Segment: a Multilayered Computational Study based on FMO/GRID-DRY approach
- Author
-
Paciotti, Roberto, Storchi, Loriano, and Marrone, Alessandro
- Abstract
Data file rated to "Homodimeric complexes of the 90-231 PrP-E200K Segment: a Multilayered Computational Study based on FMO/GRID-DRY approach"
- Published
- 2022
- Full Text
- View/download PDF
37. Toward machine learning for microscopic mechanisms: A formula search for crystal structure stability based on atomic properties
- Author
-
Gajera, Udaykumar, primary, Storchi, Loriano, additional, Amoroso, Danila, additional, Delodovici, Francesco, additional, and Picozzi, Silvia, additional
- Published
- 2022
- Full Text
- View/download PDF
38. Linear Algebra Computation Benchmarks on a Model Grid Platform
- Author
-
Storchi, Loriano, Manuali, Carlo, Gervasi, Osvaldo, Vitillaro, Giuseppe, Laganà, Antonio, Tarantelli, Francesco, Goos, G., editor, Hartmanis, J., editor, van Leeuwen, J., editor, Sloot, Peter M. A., editor, Abramson, David, editor, Bogdanov, Alexander V., editor, Gorbachev, Yuriy E., editor, Dongarra, Jack J., editor, and Zomaya, Albert Y., editor
- Published
- 2003
- Full Text
- View/download PDF
39. Randentropy: A Software to Measure Inequality in Random Systems
- Author
-
D’Amico, Guglielmo, primary, Scocchera, Stefania, additional, and Storchi, Loriano, additional
- Published
- 2022
- Full Text
- View/download PDF
40. Correction to: Relativistic quantum chemistry involving heavy atoms
- Author
-
De Santis, Matteo, Belpassi, Leonardo, Tarantelli, Francesco, and Storchi, Loriano
- Published
- 2018
- Full Text
- View/download PDF
41. Reinforcement Learning for Smart Caching at the CMS experiment
- Author
-
Tedeschi, Tommaso, primary, Tracolli, Mirco, additional, Ciangottini, Diego, additional, Spiga, Daniele, additional, Storchi, Loriano, additional, Baioletti, Marco, additional, and Poggioni, Valentina, additional
- Published
- 2021
- Full Text
- View/download PDF
42. Extending p Ka prediction accuracy: High-throughput p Ka measurements to understand p Ka modulation of new chemical series
- Author
-
Milletti, Francesca, Storchi, Loriano, Goracci, Laura, Bendels, Stefanie, Wagner, Bjoern, Kansy, Manfred, and Cruciani, Gabriele
- Published
- 2010
- Full Text
- View/download PDF
43. Cover Image
- Author
-
Tortorella, Sara, primary, Carosati, Emanuele, additional, Sorbi, Giulia, additional, Bocci, Giovanni, additional, Cross, Simon, additional, Cruciani, Gabriele, additional, and Storchi, Loriano, additional
- Published
- 2021
- Full Text
- View/download PDF
44. Combining machine learning and quantum mechanics yields more chemically aware molecular descriptors for medicinal chemistry applications
- Author
-
Tortorella, Sara, primary, Carosati, Emanuele, additional, Sorbi, Giulia, additional, Bocci, Giovanni, additional, Cross, Simon, additional, Cruciani, Gabriele, additional, and Storchi, Loriano, additional
- Published
- 2021
- Full Text
- View/download PDF
45. Strategies and performance of the CMS silicon tracker alignment during LHC Run 2
- Author
-
Tumasyan, Armen, Adam, Wolfgang, Andrejkovic, Janik Walter, Bergauer, Thomas, Blöch, Dominic, Chatterjee, Suman, Dragicevic, Marko, Escalante Del Valle, Alberto, Fruehwirth, Rudolf, Hinger, Viktoria, Jeitler, Manfred, Krammer, Natascha, Lechner, Lukas, Liko, Dietrich, Mikulec, Ivan, Paulitsch, Peter, Pitters, Florian Michael, Schieck, Jochen, Schöfbeck, Robert, Schwarz, Dennis, Steininger, Helmut, Templ, Sebastian, Waltenberger, Wolfgang, Wulz, Claudia-Elisabeth, Chekhovsky, Vladimir, Litomin, Aliaksandr, Makarenko, Vladimir, Beaumont, Willem, Darwish, Mohamed Rashad, De Wolf, Eddi A., Janssen, Tahys, Kello, Tomas, Lelek, Aleksandra, Rejeb Sfar, Haifa, Van Mechelen, Pierre, Van Putte, Senne, Van Remortel, Nick, Blekman, Freya, Bols, Emil Sørensen, D'Hondt, Jorgen, Delcourt, Martin, El Faham, Hesham, Lowette, Steven, Moortgat, Seth, Morton, Alexander, Müller, Denise, Sahasransu, Abanti Ranadhir, Tavernier, Stefaan, Van Doninck, Walter, Van Mulders, Petra, Allard, Yannick, Beghin, Diego, Bilin, Bugra, Clerbaux, Barbara, De Lentdecker, Gilles, Deng, Wendi, Favart, Laurent, Grebenyuk, Anastasia, Hohov, Dmytro, Kalsi, Amandeep Kaur, Khalilzadeh, Ali, Lee, Kyeongpil, Mahdavikhorrami, Mostafa, Makarenko, Inna, Moureaux, Louis, Pétré, Laurent, Popov, Andrey, Postiau, Nicolas, Robert, Frédéric, Song, Zixuan, Starling, Elizabeth, Thomas, Laurent, Vanden Bemden, Max, Vander Velde, Catherine, Vanlaer, Pascal, Vannerom, David, Wezenbeek, Liam, Yang, Yifan, Cornelis, Tom, Dobur, Didar, Knolle, Joscha, Lambrecht, Luka, Mestdach, Gianny, Niedziela, Marek, Roskas, Christos, Samalan, Amrutha, Skovpen, Kirill, Tytgat, Michael, Vermassen, Basile, Vit, Martina, Benecke, Anna, Bethani, Agni, Bruno, Giacomo, Bury, Florian Joel J., Caputo, Claudio, David, Pieter, Deblaere, Antoine, Delaere, Christophe, Donertas, Izzeddin Suat, Giammanco, Andrea, Jaffel, Khawla, Jain, Sandhya, Lemaitre, Vincent, Mondal, Kuntal, Prisciandaro, Jessica, Szilasi, Nicolas, Taliercio, Angela, Teklishyn, Maksym, Tran, Tu Thong, Vischia, Pietro, Wertz, Sébastien, Alves, Gilvan, Hensel, Carsten, Moraes, Arthur, Aldá Júnior, Walter Luiz, Alves Gallo Pereira, Miguel, Barroso Ferreira Filho, Mapse, Brandao Malbouisson, Helena, Carvalho, Wagner, Chinellato, Jose, Melo Da Costa, Eliza, Da Silveira, Gustavo Gil, De Jesus Damiao, Dilson, Fonseca De Souza, Sandro, Matos Figueiredo, Diego, Mora Herrera, Clemencia, Mota Amarilo, Kevin, Mundim, Luiz, Nogima, Helio, Rebello Teles, Patricia, Santoro, Alberto, Silva Do Amaral, Sheila Mara, Sznajder, Andre, Thiel, Mauricio, Torres Da Silva De Araujo, Felipe, Vilela Pereira, Antonio, Bernardes, Cesar Augusto, Calligaris, Luigi, Tomei, Thiago, De Moraes Gregores, Eduardo, De Souza Lemos, Dener, Mercadante, Pedro G., Novaes, Sergio F., Padula, Sandra, Aleksandrov, Aleksandar, Antchev, Georgy, Hadjiiska, Roumyana, Iaydjiev, Plamen, Misheva, Milena, Rodozov, Mircho, Shopova, Mariana, Sultanov, Georgi, Dimitrov, Anton, Ivanov, Todor, Litov, Leander, Pavlov, Borislav, Petkov, Peicho, Petrov, Anton, Cheng, Tongguang, Javaid, Tahir, Mittal, Monika, Wang, Hanwen, Yuan, Li, Ahmad, Muhammad, Bauer, Gerry, Dozen, Candan, Hu, Zhen, Martins, Jordan, Wang, Yi, Yi, Kai, Chapon, Emilien, Chen, Guo-Ming, Chen, He-Sheng, Chen, Mingshui, Iemmi, Fabio, Kapoor, Anshul, Leggat, Duncan, Liao, Hongbo, Liu, Zhenan, Milosevic, Vukasin, Monti, Fabio, Sharma, Ramkrishna, Tao, Junquan, Thomas-Wilsker, Joshuha, Wang, Jin, Zhang, Huaqiao, Zhao, Jingzhou, Agapitos, Antonis, An, Ying, Ban, Yong, Chen, Cheng, Levin, Andrew, Li, Qiang, Lyu, Xudong, Mao, Yajun, Qian, Si-Jin, Wang, Dayong, Wang, Qun, Xiao, Jie, Lu, Meng, You, Zhengyun, Gao, Xuyang, Okawa, Hideki, Lin, Zhen, Xiao, Meng, Avila, Carlos, Cabrera, Andrés, Florez, Carlos, Fraga, Jorge, Mejia Guisao, Jhovanny, Ramirez, Felipe, Ruiz Alvarez, José David, Salazar González, Camilo Andrés, Giljanovic, Duje, Godinovic, Nikola, Lelas, Damir, Puljak, Ivica, Antunovic, Zeljko, Kovac, Marko, Sculac, Toni, Brigljevic, Vuko, Ferencek, Dinko, Majumder, Devdatta, Mishra, Saswat, Roguljic, Matej, Starodumov, Andrei, Susa, Tatjana, Attikis, Alexandros, Christoforou, Konstantinos, Erodotou, Eleni, Ioannou, Aimilios, Kole, Gouranga, Kolosova, Marina, Konstantinou, Sotiroulla, Mousa, Jehad, Nicolaou, Charalambos, Ptochos, Fotios, Razis, Panos A., Rykaczewski, Hans, Saka, Halil, Finger, Miroslav, Finger Jr., Michael, Kveton, Antonin, Ayala, Edy, Carrera Jarrin, Edgar, Abdalla, Hassan, Assran, Yasser, Mahmoud, Mohammed, Mohammed, Yasser, Ahmed, Imtiaz, Bhowmik, Sandeep, Dewanjee, Ram Krishna, Ehataht, Karl, Kadastik, Mario, Nandan, Saswati, Nielsen, Christine, Pata, Joosep, Raidal, Martti, Tani, Laurits, Veelken, Christian, Eerola, Paula, Forthomme, Laurent, Kirschenmann, Henning, Osterberg, Kenneth, Voutilainen, Mikko, Bharthuar, Shudhashil, Brücken, Erik, Garcia Fuentes, Francisco Ignacio, Havukainen, Joona, Kim, Min Suk, Kinnunen, Ritva, Lampén, Tapio, Lassila-Perini, Kati, Lehti, Sami, Lindén, Tomas, Lotti, Mikko, Martikainen, Laura, Myllymäki, Mikael, Ott, Jennifer, Siikonen, Hannu, Tuominen, Eija, Tuominiemi, Jorma, Luukka, Panja-Riina, Petrow, Henri, Tuuva, Tuure, Amendola, Chiara, Besancon, Marc, Couderc, Fabrice, Dejardin, Marc, Denegri, Daniel, Faure, Jean-Louis, Ferri, Federico, Ganjour, Serguei, Givernaud, Alain, Gras, Philippe, Hamel de Monchenault, Gautier, Jarry, Patrick, Lenzi, Bruno, Locci, Elizabeth, Malcles, Julie, Rander, John, Rosowsky, André, Sahin, Mehmet Özgür, Savoy-Navarro, Aurore, Titov, Maksym, Yu, Geum Bong, Ahuja, Sudha, Beaudette, Florian, Bonanomi, Matteo, Buchot Perraguin, Axel, Busson, Philippe, Cappati, Alessandra, Charlot, Claude, Davignon, Olivier, Diab, Batoul, Falmagne, Guillaume, Ghosh, Shamik, Granier de Cassagnac, Raphael, Hakimi, Alexandre, Kucher, Inna, Motta, Jona, Nguyen, Matthew, Ochando, Christophe, Paganini, Pascal, Rembser, Jonas, Salerno, Roberto, Sarkar, Uttiya, Sauvan, Jean-Baptiste, Sirois, Yves, Tarabini, Alessandro, Zabi, Alexandre, Zghiche, Amina, Agram, Jean-Laurent, Andrea, Jeremy, Apparu, Dylan, Bloch, Daniel, Bonnin, Christian, Bourgatte, Guillaume, Brom, Jean-Marie, Chabert, Eric Christian, Charles, Laurent, Collard, Caroline, Dangelser, Eddy, Darej, Douja, Fontaine, Jean-Charles, Goerlach, Ulrich, Grimault, Clément, Gross, Laurent, Haas, Clément, Krauth, Marc, Le Bihan, Anne-Catherine, Nibigira, Emery, Ollivier-henry, Nicolas, Silva Jiménez, Esther, Van Hove, Pierre, Asilar, Ece, Baulieu, Guillaume, Beauceron, Stephanie, Bernet, Colin, Boudoul, Gaelle, Camen, Camille, Caponetto, Luigi, Carle, Aurélien, Chanon, Nicolas, Contardo, Didier, Dené, Pierre, Depasse, Pierre, Dupasquier, Thierry, El Mamouni, Houmani, Fay, Jean, Galbit, Geoffrey, Gascon, Susan, Gouzevitch, Maxime, Ille, Bernard, Laktineh, Imad Baptiste, Lattaud, Hugues, Lesauvage, Antoine, Lethuillier, Morgan, Lumb, Nicholas, Mirabito, Laurent, Nodari, Benedetta, Perries, Stephane, Shchablo, Konstantin, Sordini, Viola, Torterotot, Lucas, Touquet, Gaël, Vander Donckt, Muriel, Viret, Sébastien, Lomidze, Irakli, Toriashvili, Tengizi, Tsamalaidze, Zviad, Autermann, Christian Tobias, Botta, Valeria, Feld, Lutz, Karpinski, Waclaw, Kiesel, Maximilian Knut, Klein, Katja, Lipinski, Martin, Louis, Daniel, Meuser, Danilo, Pauls, Alexander, Pierschel, Gerhard, Rauch, Max Philip, Röwert, Nicolas, Schomakers, Christian, Schulz, Johannes, Teroerde, Marius, Wlochal, Michael, Dodonova, Alena, Eliseev, Dmitry, Erdmann, Martin, Fackeldey, Peter, Fischer, Benjamin, Ghosh, Saranya, Hebbeker, Thomas, Hoepfner, Kerstin, Ivone, Francesco, Mastrolorenzo, Luca, Merschmeyer, Markus Karl, Meyer, Arnd, Mocellin, Giovanni, Mondal, Spandan, Mukherjee, Swagata, Noll, Dennis, Novak, Andrzej, Pook, Tobias, Pozdnyakov, Andrey, Rath, Yannik, Reithler, Hans, Roemer, Jonas, Schmidt, Alexander, Schuler, Simon Christoph, Sharma, Archana, Vigilante, Lorenzo, Wiedenbeck, Sebastian, Zaleski, Shawn, Dziwok, Christian, Flügge, Günter, Haj Ahmad, Wael, Hlushchenko, Olena, Kreß, Thomas, Nowack, Andreas, Pistone, Claudia, Pooth, Oliver, Roy, Dennis Mario, Sert, Hale, Stahl, Achim, Ziemons, Tim Matthias, Zotz, Alexander, Aarup Petersen, Henriette, Aldaya Martin, Maria, Asmuss, Paul, Baxter, Samuel, Bayatmakou, Maryam, Behnke, Olaf, Bermúdez Martínez, Armando, Bertsche, David, Bhattacharya, Soham, Bin Anuar, Afiq Aizuddin, Borras, Kerstin, Brunner, David, Campbell, Alan, Cardini, Andrea, Cheng, Chun, Colombina, Federica, Consuegra Rodríguez, Sandra, Correia Silva, Gilson, Danilov, Vladyslav, De Silva, Malinda, Didukh, Leonid, Domínguez Damiani, Daniela, Eckerlin, Guenter, Eckstein, Doris, Estevez Banos, Luis Ignacio, Filatov, Oleg, Gallo, Elisabetta, Geiser, Achim, Giraldi, Angela, Grados Luyando, Juan Manuel, Grohsjean, Alexander, Guthoff, Moritz, Jafari, Abideh, Jomhari, Nur Zulaiha, Jung, Hannes, Mohamed, Ashraf Kasem Abdellatif, Kasemann, Matthias, Kaveh, Hessamoddin, Kleinwort, Claus, Krücker, Dirk, Lange, Wolfgang, Lidrych, Jindrich, Lipka, Katerina, Lohmann, Wolfgang, Mankel, Rainer, Maser, Holger, Melzer-Pellmann, Isabell-Alissandra, Mendizabal Morentin, Mikel, Metwally, Josry, Meyer, Andreas Bernhard, Meyer, Mareike, Mittag, Gregor, Mnich, Joachim, Muhl, Carsten, Mussgiller, Andreas, Otarid, Younes, Pérez Adán, Danyer, Pitzl, Daniel, Raspereza, Alexei, Reichelt, Oskar, Ribeiro Lopes, Beatriz, Rübenach, Jonas, Saggio, Alessia, Saibel, Andrej, Savitskyi, Mykola, Scham, Moritz, Scheurer, Valerie, Schütze, Paul, Schwanenberger, Christian, Shchedrolosiev, Mykyta, Shevchenko, Rostyslav, Sosa Ricardo, Rafael Eduardo, Stafford, Dominic, Stever, Reimer, Tonon, Nicolas, Van De Klundert, Merijn, Velyka, Anastasiia, Walsh, Roberval, Walter, David, Wen, Yiwen, Wichmann, Katarzyna, Wiens, Lucas, Wissing, Christoph, Wuchterl, Sebastian, Zuber, Adam, Aggleton, Robin, Albrecht, Steffen, Bein, Samuel, Benato, Lisa, Biskop, H., Buhmann, Peter, Connor, Patrick, De Leo, Ksenia, Eich, Melanie, Feindt, Finn, Fröhlich, Alexander, Garbers, Christoph, Garutti, Erika, Gunnellini, Paolo, Hajheidari, Mohammadtaghi, Haller, Johannes, Hinzmann, Andreas Dominik, Jabusch, Henrik Ronald, Kasieczka, Gregor, Klanner, Robert, Kogler, Roman, Kramer, Tobias, Kutzner, Viktor, Lange, Johannes, Lange, Torben, Lobanov, Artur, Malara, Andrea, Martens, S., Mrowietz, Malte, Niemeyer, Caroline Elisabeth Niniane, Nigamova, Aliya, Nissan, Yuval, Pena Rodriguez, Karla Josefina, Rieger, Oliver, Schleper, Peter, Schröder, Matthias, Schwandt, Joern, Sonneveld, Jory, Stadie, Hartmut, Steinbrück, Georg, Tews, Alexandra, Vormwald, Benedikt, Wellhausen, Joerg, Zoi, Irene, Ardila, Luis, Balzer, Matthias, Barvich, Tobias, Bechtel, Janek, Blank, Thomas, Brommer, Sebastian, Burkart, Maximilian, Butz, Erik, Caselle, Michele, Caspart, René, Chwalek, Thorsten, De Boer, Wim, Dierlamm, Alexander, Droll, Alexander, El Morabit, Karim, Faltermann, Nils, Giffels, Manuel, Gosewisch, Jan-Ole, Gottmann, Artur, Hartmann, Frank, Heidecker, Christoph, Husemann, Ulrich, Keicher, Philip, Koppenhöfer, Roland, Maier, Stefan, Metzler, Marius, Mitra, Soureek, Müller, Thomas, Neufeld, Marius, Neukum, Max, Nürnberg, Andreas, Quast, Gunter, Rabbertz, Klaus, Rauser, Johann, Sander, Oliver, Savoiu, Daniel, Schell, Daniel, Schnepf, Matthias, Seith, David, Shvetsov, Ivan, Simonis, Hans-Jürgen, Stanulla, J., Steck, Pia, Ulrich, Ralf, Van Der Linden, Jan, Von Cube, Ralf Florian, Wassmer, Michael, Weber, Marc, Weddigen, Anita, Wieland, Sebastian, Wittig, Florian, Wolf, Roger, Wozniewski, Sebastian, Wunsch, Stefan, Anagnostou, Georgios, Assiouras, Panagiotis, Daskalakis, Georgios, Geralis, Theodoros, Kazas, Ioannis, Kyriakis, Aristotelis, Loukas, Demetrios, Papadopoulos, Alkiviadis, Stakia, Anna, Diamantopoulou, Magda, Karasavvas, Dimitrios, Karathanasis, George, Kontaxakis, Pantelis, Koraka, Charis Kleio, Manousakis-Katsikakis, Arkadios, Panagiotou, Apostolos, Papavergou, Ioanna, Saoulidou, Niki, Theofilatos, Konstantinos, Tziaferi, Eirini, Vellidis, Konstantinos, Vourliotis, Emmanouil, Bakas, Georgios, Kousouris, Konstantinos, Papakrivopoulos, Ioannis, Tsipolitis, Georgios, Zacharopoulou, Anna, Zografos, Angelos, Adamidis, Kosmas, Bestintzanos, Ioannis, Evangelou, Ioannis, Foudas, Costas, Gianneios, Paraskevas, Katsoulis, Panagiotis, Kokkas, Panagiotis, Manthos, Nikolaos, Papadopoulos, Ioannis, Strologas, John, Csanad, Mate, Farkas, Krisztián, Gadallah, Mahmod Moussa Abdelkhalek, Lökös, Sándor, Major, Péter, Mandal, Koushik, Mehta, Ankita, Pasztor, Gabriella, Rádl, Attila József, Surányi, Olivér, Veres, Gabor Istvan, Balazs, Tamas, Bartók, Márton, Bencze, Gyorgy, Hajdu, Csaba, Horvath, Dezso, Márton, Krisztina, Sikler, Ferenc, Veszpremi, Viktor, Czellar, Sandor, Karancsi, János, Molnar, Jozsef, Szillasi, Zoltan, Teyssier, Daniel, Raics, Peter, Trocsanyi, Zoltan Laszlo, Ujvari, Balazs, Csorgo, Tamas Ferenc, Nemes, Frigyes, Novak, Tamas, Choudhury, Somnath, Komaragiri, Jyothsna Rani, Kumar, Deepak, Panwar, Lata, Tiwari, Praveen Chandra, Bahinipati, Seema, Das, Aloke Kumar, Kar, Chandiprasad, Mal, Prolay, Mishra, Tribeni, Mohanty, Rakesh, Muraleedharan Nair Bindhu, Vinaya Krishnan, Nayak, Aruna, Saha, Prafulla, Sur, Nairit, Swain, Sanjay Kumar, Vats, Diwakar, Bansal, Sunil, Beri, Suman Bala, Bhatnagar, Vipin, Chaudhary, Geetanjali, Chauhan, Sushil, Dhingra, Nitish, Gupta, Rajat, Kaur, Amandeep, Kaur, Manjit, Kaur, Sandeep, Kumari, Priyanka, Meena, Meena, Sandeep, Kaur, Singh, Jasbir, Ahmed, Asar, Bhardwaj, Ashutosh, Choudhary, Brajesh C., Gola, Mohit, Jain, Chakresh, Jain, Geetika, Keshri, Sumit, Kumar, Ashok, Naimuddin, Mohammad, Priyanka, Priyanka, Ranjan, Kirti, Saumya, Saumya, Shah, Aashaq, Bharti, Monika, Bhattacharya, Rajarshi, Bhattacharya, Satyaki, Bhowmik, Debabrata, Dutta, Shubham, Dutta, Suchandra, Gomber, Bhawna, Maity, Manas, Palit, Pritam, Rout, Prasant Kumar, Saha, Gourab, Sahu, Bisnupriya, Sarkar, Subir, Sharan, Manoj, Singh, Bipen, Thakur, Shalini, Behera, Prafulla Kumar, Behera, Subash Chandra, Kalbhor, Pritam, Muhammad, Alibordi, Pradhan, Raghunath, Pujahari, Prabhat Ranjan, Sharma, Ashish, Sikdar, Anup Kumar, Dutta, Dipanwita, Jha, Vishwajeet, Kumar, Vineet, Mishra, Dipak Kumar, Naskar, Kousik, Netrakanti, Pawan Kumar, Pant, Lalit Mohan, Shukla, Prashant, Aziz, Tariq, Dugad, Shashikant, Kumar, Mintu, Banerjee, Sudeshna, Chudasama, Ruchi, Guchait, Monoranjan, Karmakar, Saikat, Kumar, Sanjeev, Majumder, Gobinda, Mazumdar, Kajari, Mukherjee, Soumya, Alpana, Alpana, Dube, Sourabh, Kansal, Bhumika, Laha, Arnab, Pandey, Shubham, Rane, Aditee, Rastogi, Angira, Sharma, Seema, Bakhshiansohi, Hamed, Khazaie, Elham, Zeinali, Maryam, Abbas, Syed Mohsin, Chenarani, Shirin, Etesami, Seyed Mohsen, Khakzad, Mohsen, Mohammadi Najafabadi, Mojtaba, Grunewald, Martin, Abbrescia, Marcello, Aly, Reham, Aruta, Caterina, Cariola, P., Colaleo, Anna, Creanza, Donato, De Filippis, Nicola, De Palma, Mauro, De Robertis, Giuseppe, Di Florio, Adriano, Di Pilato, Antonio, Elmetenawee, Walaa, Fiore, Luigi, Gelmi, Andrea, Gul, Muhammad, Iaselli, Giuseppe, Ince, Merve, Lezki, Samet, Loddo, Flavio, Maggi, Giorgio, Maggi, Marcello, Margjeka, Ilirjan, Martiradonna, Sabino, Mastrapasqua, Vincenzo, Merlin, Jeremie Alexandre, Mongelli, Antonio, My, Salvatore, Nuzzo, Salvatore, Pellecchia, Antonello, Pompili, Alexis, Pugliese, Gabriella, Ramos, Dayron, Ranieri, Antonio, Selvaggi, Giovanna, Silvestris, Lucia, Simone, Federica Maria, Venditti, Rosamaria, Verwilligen, Piet, Abbiendi, Giovanni, Battilana, Carlo, Bonacorsi, Daniele, Borgonovi, Lisa, Brigliadori, Luca, Campanini, Renato, Capiluppi, Paolo, Castro, Andrea, Cavallo, Francesca Romana, Cuffiani, Marco, Dallavalle, Gaetano-Marco, Diotalevi, Tommaso, Fabbri, Fabrizio, Fanfani, Alessandra, Giacomelli, Paolo, Giommi, Luca, Grandi, Claudio, Guiducci, Luigi, Lo Meo, Sergio, Lunerti, Leonardo, Marcellini, Stefano, Masetti, Gianni, Navarria, Francesco, Perrotta, Andrea, Primavera, Federica, Rossi, Antonio, Rovelli, Tiziano, Siroli, Gian Piero, Albergo, Sebastiano, Costa, Salvatore, Di Mattia, Alessandro, Potenza, Renato, Saizu, Mirela Angela, Tricomi, Alessia, Tuve, Cristina, Barbagli, Giuseppe, Brianzi, Mirko, Cassese, Antonio, Ceccarelli, Rudy, Ciaranfi, R., Ciulli, Vitaliano, Civinini, Carlo, D'Alessandro, Raffaello, Fiori, Francesco, Focardi, Ettore, Latino, Giuseppe, Lenzi, Piergiulio, Lizzo, Mattia, Meschini, Marco, Paoletti, Simone, Seidita, Roberto, Sguazzoni, Giacomo, Viliani, Lorenzo, Benussi, Luigi, Bianco, Stefano, Piccolo, Davide, Bozzo, Marco, Ferro, Fabrizio, Mulargia, Roberto, Robutti, Enrico, Tosi, Silvano, Benaglia, Andrea, Boldrini, Giacomo, Brivio, Francesco, Cetorelli, Flavia, De Guio, Federico, Dinardo, Mauro Emanuele, Dini, Paolo, Gennai, Simone, Ghezzi, Alessio, Govoni, Pietro, Guzzi, Luca, Lucchini, Marco Toliman, Malberti, Martina, Malvezzi, Sandra, Massironi, Andrea, Menasce, Dario, Moroni, Luigi, Paganoni, Marco, Pedrini, Daniele, Pinolini, Bianca Sofia, Ragazzi, Stefano, Redaelli, Nicola, Tabarelli de Fatis, Tommaso, Valsecchi, Davide, Zuolo, Davide, Buontempo, Salvatore, Carnevali, Francesco, Cavallo, Nicola, De Iorio, Agostino, Fabozzi, Francesco, Iorio, Alberto Orso Maria, Lista, Luca, Meola, Sabino, Paolucci, Pierluigi, Rossi, Biagio, Sciacca, Crisostomo, Azzi, Patrizia, Bacchetta, Nicola, Bisello, Dario, Bortignon, Pierluigi, Bragagnolo, Alberto, Carlin, Roberto, Checchia, Paolo, Dorigo, Tommaso, Dosselli, Umberto, Gasparini, Fabrizio, Gasparini, Ugo, Grosso, Gaia, Hoh, Siew Yan, Layer, Lukas, Lusiani, Enrico, Margoni, Martino, Meneguzzo, Anna Teresa, Pazzini, Jacopo, Ronchese, Paolo, Rossin, Roberto, Simonetto, Franco, Strong, Giles, Tosi, Mia, Yarar, Hevjin, Zanetti, Marco, Zotto, Pierluigi, Zucchetta, Alberto, Zumerle, Gianni, Aimè, Chiara, Braghieri, Alessandro, Calzaferri, Simone, Fiorina, Davide, Gaioni, Luigi, Manghisoni, Massimo, Montagna, Paolo, Ratti, Lodovico, Ratti, Sergio P., Re, Valerio, Riccardi, Cristina, Riceputi, Elisa, Salvini, Paola, Traversi, Gianluca, Vai, Ilaria, Vitulo, Paolo, Asenov, Patrick, Baldinelli, Giorgio, Bianchi, Francesco, Bilei, Gian Mario, Bizzaglia, Sauro, Checcucci, Bruno, Ciangottini, Diego, Fanò, Livio, Farnesini, Lucio, Ionica, Maria, Lariccia, Paolo, Magherini, Matteo, Mantovani, Giancarlo, Mariani, Valentina, Menichelli, Mauro, Morozzi, Arianna, Moscatelli, Francesco, Passeri, Daniele, Piccinelli, Andrea, Placidi, Pisana, Presilla, Matteo, Rossi, Alessandro, Santocchia, Attilio, Spiga, Daniele, Storchi, Loriano, Tedeschi, Tommaso, Turrioni, Cristiano, Azzurri, Paolo, Bagliesi, Giuseppe, Basti, Andrea, Beccherle, Roberto, Bertacchi, Valerio, Bianchini, Lorenzo, Boccali, Tommaso, Bosi, Filippo, Bossini, Edoardo, Castaldi, Rino, Ciocci, Maria Agnese, D'Amante, Valeria, Dell'Orso, Roberto, Di Domenico, Maria Rosaria, Donato, Silvio, Giassi, Alessandro, Grippo, Maria Teresa, Ligabue, Franco, Magazzu, Guido, Manca, Elisabetta, Mandorli, Giulio, Massa, Maurizio, Mazzoni, Enrico, Messineo, Alberto, Moggi, Andrea, Morsani, Fabio, Palla, Fabrizio, Parolia, Shubhi, Raffaelli, Fabrizio, Ramirez-Sanchez, Gabriel, Rizzi, Andrea, Rolandi, Gigi, Roy Chowdhury, Suvankar, Scribano, Angelo, Shafiei, Negin, Spagnolo, Paolo, Tenchini, Roberto, Tonelli, Guido, Turini, Nicola, Venturi, Andrea, Verdini, Piero Giorgio, Barria, Patrizia, Campana, Mattia, Cavallari, Francesca, Del Re, Daniele, Di Marco, Emanuele, Diemoz, Marcella, Longo, Egidio, Meridiani, Paolo, Organtini, Giovanni, Pandolfi, Francesco, Paramatti, Riccardo, Quaranta, Claudio, Rahatlou, Shahram, Rovelli, Chiara, Santanastasio, Francesco, Soffi, Livia, Tramontano, Raffaella, Amapane, Nicola, Arcidiacono, Roberta, Argiro, Stefano, Arneodo, Michele, Bartosik, Nazar, Bellan, Riccardo, Bellora, Andrea, Berenguer Antequera, Jorge, Biino, Cristina, Cartiglia, Nicolo, Coli, Silvia, Cometti, Simona, Costa, Marco, Covarelli, Roberto, Dellacasa, Giulio, Demaria, Natale, Garbolino, Sara, Grippo, Michael, Kiani, Bilal, Legger, Federica, Mariotti, Chiara, Maselli, Silvia, Migliore, Ernesto, Monteil, Ennio, Monteno, Marco, Obertino, Maria Margherita, Ortona, Giacomo, Pacher, Luca, Pastrone, Nadia, Pelliccioni, Mario, Pinna Angioni, Gian Luca, Rivetti, A., Ruspa, Marta, Shchelina, Ksenia, Siviero, Federico, Sola, Valentina, Solano, Ada, Soldi, Dario, Staiano, Amedeo, Tornago, Marta, Trocino, Daniele, Vagnerini, Antonio, Belforte, Stefano, Candelise, Vieri, Casarsa, Massimo, Cossutti, Fabio, Da Rold, Alessandro, Della Ricca, Giuseppe, Sorrentino, Giulia, Vazzoler, Federico, Dogra, Sunil, Huh, Changgi, Kim, Bobae, Kim, Dong Hee, Kim, Gui Nyun, Kim, Jiwoong, Lee, Jeongeun, Lee, Seh Wook, Moon, Chang-Seong, Oh, Young Do, Pak, Sang Il, Radburn-Smith, Benjamin Charles, Sekmen, Sezen, Yang, Yu Chul, Kim, Hyunchul, Moon, Dong Ho, Francois, Brieuc, Kim, Tae Jeong, Park, Jiwon, Cho, Sungwoong, Choi, Suyong, Go, Yeonju, Hong, Byung-Sik, Lee, Kisoo, Lee, Kyong Sei, Lim, Jaehoon, Park, Jaebeom, Park, Sung Keun, Yoo, Jaehyeok, Goh, Junghwan, Gurtu, Atul, Kim, Hyunsoo, Kim, Yongsun, Almond, John, Bhyun, Ji Hwan, Choi, Junho, Jeon, Sihyun, Kim, Junho, Kim, Jae Sung, Ko, Sanghyun, Kwon, Hyejin, Lee, Haneol, Lee, Sangeun, Oh, Byung Hun, Oh, Minseok, Oh, Sung Bin, Seo, Hyonsan, Yang, Unki, Yoon, Inseok, Jang, Woojin, Kang, Da Young, Kang, Yechan, Kim, Seulgi, Ko, Byeonghak, Lee, Jason Sang Hun, Lee, Yunjae, Park, Inkyu, Roh, Youn, Ryu, Min Sang, Song, Donghyun, Watson, Ian, Yang, Seungjin, Ha, Seungkyu, Yoo, Hwi Dong, Choi, Minuk, Lee, Heewon, Lee, Yonghoon, Yu, Intae, Beyrouthy, Taha, Maghrbi, Yasser, Veckalns, Viesturs, Ambrozas, Marijus, Carvalho Antunes De Oliveira, Alexandra, Juodagalvis, Andrius, Rinkevicius, Aurelijus, Tamulaitis, Gintautas, Bin Norjoharuddeen, Nurfikri, Wan Abdullah, Wan Ahmad Tajuddin, Yusli, Mohd Nizam, Zolkapli, Zukhaimira, Benitez, Jose F., Castaneda Hernandez, Alfredo, León Coello, Moisés, Murillo Quijada, Javier Alberto, Sehrawat, Ashish, Valencia Palomo, Lizardo, Ayala, Gabriel, Castilla-Valdez, Heriberto, De La Cruz-Burelo, Eduard, Heredia-De La Cruz, Ivan, Lopez-Fernandez, Ricardo, Mondragon Herrera, Cesar Atzin, Perez Navarro, Daniel Alejandro, Sánchez Hernández, Alberto, Carrillo Moreno, Salvador, Oropeza Barrera, Cristina, Vazquez Valencia, Fabiola, Pedraza, Isabel, Salazar Ibarguen, Humberto Antonio, Uribe Estrada, Cecilia, Mijuskovic, Jelena, Raicevic, Natasa, Krofcheck, David, Butler, Philip H., Ahmad, Ashfaq, Asghar, Muhammad Irfan, Awais, Ali, Awan, Muhammad Imran Malik, Hoorani, Hafeez R., Khan, Wajid Ali, Shah, Mehar Ali, Shoaib, Muhammad, Waqas, Muhammad, Avati, Valentina, Grzanka, Leszek, Malawski, Maciej, Bialkowska, Helena, Bluj, Michal, Boimska, Bozena, Górski, Maciej, Kazana, Malgorzata, Szleper, Michal, Zalewski, Piotr, Bunkowski, Karol, Doroba, Krzysztof, Kalinowski, Artur, Konecki, Marcin, Krolikowski, Jan, Araujo, Mariana, Bargassa, Pedrame, Bastos, Diogo, Boletti, Alessio, Faccioli, Pietro, Gallinaro, Michele, Hollar, Jonathan, Leonardo, Nuno, Niknejad, Tahereh Sadat, Pisano, Matteo, Seixas, Joao, Toldaiev, Oleksii, Varela, Joao, Afanasiev, Serguei, Budkouski, Dzmitry, Golutvin, Igor, Gorbunov, Ilya, Karjavine, Vladimir, Korenkov, Vladimir, Lanev, Alexander, Malakhov, Alexander, Matveev, Viktor, Palichik, Vladimir, Perelygin, Victor, Savina, Maria, Seitova, Diana, Shalaev, Vladislav, Shmatov, Sergey, Shulha, Siarhei, Smirnov, Vitaly, Teryaev, Oleg, Voytishin, Nikolay, Yuldashev, Bekhzod S., Zarubin, Anatoli, Zhizhin, Ilia, Gavrilov, Genady, Golovtcov, Victor, Ivanov, Yury, Kim, Victor, Kuznetsova, Ekaterina, Murzin, Victor, Oreshkin, Vadim, Smirnov, Igor, Sosnov, Dmitry, Sulimov, Valentin, Uvarov, Lev, Volkov, Serguei, Vorobyev, Alexey, Andreev, Yuri, Dermenev, Alexander, Gninenko, Sergei, Golubev, Nikolai, Karneyeu, Anton, Kirpichnikov, Dmitrii, Kirsanov, Mikhail, Krasnikov, Nikolai, Pashenkov, Anatoli, Pivovarov, Grigory, Toropin, Alexander, Epshteyn, Vladimir, Gavrilov, Vladimir, Lychkovskaya, Natalia, Nikitenko, Alexander, Popov, Vladimir, Stepennov, Anton, Toms, Maria, Vlasov, Evgueni, Zhokin, Alexander, Aushev, Tagir, Bychkova, Oksana, Chadeeva, Marina, Parygin, Pavel, Popova, Elena, Rusinov, Vladimir, Selivanova, Daria, Andreev, Vladimir, Azarkin, Maksim, Dremin, Igor, Kirakosyan, Martin, Terkulov, Adel, Belyaev, Andrey, Boos, Edouard, Dubinin, Mikhail, Dudko, Lev, Ershov, Alexander, Gribushin, Andrey, Kaminskiy, Alexandre, Klyukhin, Vyacheslav, Kodolova, Olga, Lokhtin, Igor, Obraztsov, Stepan, Petrushanko, Sergey, Savrin, Viktor, Blinov, Vladimir, Dimova, Tatyana, Kardapoltsev, Leonid, Kozyrev, Aleksei, Ovtin, Ivan, Radchenko, Olesia, Skovpen, Yuri, Azhgirey, Igor, Bayshev, Igor, Elumakhov, Dmitry, Kachanov, Vassili, Konstantinov, Dmitri, Mandrik, Petr, Petrov, Vladimir, Ryutin, Roman, Slabospitskii, Sergei, Sobol, Andrei, Troshin, Sergey, Tyurin, Nikolay, Uzunian, Andrey, Volkov, Alexey, Babaev, Anton, Okhotnikov, Vitalii, Borshch, Vladislav, Ivantchenko, Vladimir, Tcherniaev, Evgueni, Adzic, Petar, Dordevic, Milos, Milenovic, Predrag, Milosevic, Jovan, Aguilar-Benitez, Manuel, Alcaraz Maestre, Juan, Álvarez Fernández, Adrian, Bachiller, Irene, Barrio Luna, Mar, Fernandez Bedoya, Cristina, Carrillo Montoya, Camilo Andres, Cepeda, Maria, Cerrada, Marcos, Colino, Nicanor, De La Cruz, Begona, Delgado Peris, Antonio, Fernández Ramos, Juan Pablo, Flix, Jose, Fouz, Maria Cruz, Gonzalez Lopez, Oscar, Goy Lopez, Silvia, Hernandez, Jose M., Josa, Maria Isabel, León Holgado, Jaime, Moran, Dermot, Navarro Tobar, Álvaro, Perez Dengra, Carlos, Pérez-Calero Yzquierdo, Antonio María, Puerta Pelayo, Jesus, Redondo, Ignacio, Romero, Luciano, Sánchez Navas, Sergio, Urda Gómez, Lourdes, Willmott, Carlos, de Trocóniz, Jorge F., Reyes-Almanza, Rogelio, Alvarez Gonzalez, Barbara, Cuevas, Javier, Erice, Carlos, Fernandez Menendez, Javier, Folgueras, Santiago, Gonzalez Caballero, Isidro, González Fernández, Juan Rodrigo, Palencia Cortezon, Enrique, Ramón Álvarez, Clara, Rodríguez Bouza, Víctor, Soto Rodríguez, Alejandro, Trapote, Andrea, Trevisani, Nicolò, Vico Villalba, Carlos, Brochero Cifuentes, Javier Andres, Cabrillo, Iban Jose, Calderon, Alicia, Curras, Esteban, Duarte Campderros, Jordi, Fernandez, Marcos, Fernandez Madrazo, Celia, Fernández Manteca, Pedro José, García Alonso, Andrea, Gomez, Gervasio, Gonzalez Sanchez, Javier, Jaramillo Echeverria, Richard William, Martinez Rivero, Celso, Martinez Ruiz del Arbol, Pablo, Matorras, Francisco, Matorras Cuevas, Pablo, Moya, David, Piedra Gomez, Jonatan, Prieels, Cédric, Rodrigo, Teresa, Ruiz-Jimeno, Alberto, Scodellaro, Luca, Vila, Ivan, Virto, A. L., Vizan Garcia, Jesus Manuel, Malagalage, Kithsiri, Kailasapathy, Balashangar, Sonnadara, Don Upul Jayasiri, Dhammage, Deshitha Chamikara Wickramarathna, Dharmaratna, Welathantri G. D., Liyanage, Kalpanie, Perera, Nimantha, Wickramage, Nadeesha, Aarrestad, Thea Klaeboe, Abbaneo, Duccio, Albert, Eric, Alimena, Juliette, Auffray, Etiennette, Auzinger, Georg, Baechler, Joachim, Baillon, Paul, Barinoff, Mikko, Barney, David, Batista Lopes, J., Bendavid, Joshua, Bergamin, Gianmario, Bianco, Michele, Blanchot, Georges, Bocci, Andrea, Boyer, F., Camporesi, Tiziano, Capeans Garrido, Maria, Caratelli, Alessandro, Carnesecchi, Riccardo, Ceresa, Davide, Cerminara, Gianluca, Chernyavskaya, Nadezda, Chhibra, Simranjit Singh, Christiansen, Jorgen, Cichy, Kamil, Cipriani, Marco, Cristella, Leonardo, D'Enterria, David, Dabrowski, Anne, Daguin, Jerome, David Tinoco Mendes, Andre, De Roeck, Albert, Defranchis, Matteo Maria, Deile, Mario, Detraz, S., Dobson, Marc, Dudek, Maciej, Dünser, Marc, Dupont, Niels, Elliott-Peisert, Anna, Emriskova, Natalia, Fallavollita, Francesco, Fasanella, Daniele, Figueiredo De Sá Sousa De Almeida, João Pedro, Filenius, Axel, Florent, Alice, Frank, Norbert, Franzoni, Giovanni, French, Thomas, Funk, Wolfgang, Giani, Simone, Gigi, Dominique, Gill, Karl, Glege, Frank, Gouskos, Loukas, Haranko, Mykyta, Hegeman, Jeroen, Hollos, Adam Erik, Hugo, Gabrielle, Innocente, Vincenzo, James, Thomas, Janot, Patrick, Kaplon, J., Kaspar, Jan, Kerekes, Z., Kieseler, Jan, Kloukinas, Kostas, Komm, Matthias, Koss, Natalia, Kottelat, Luc-Joseph, Kovács, Márk István, Kratochwil, Nicolaus, La Rosa, Alessandro, Lange, Clemens, Laurila, Santeri, Lecoq, Paul, Lenoir, P., Lintuluoto, Adelina, Long, Kenneth, Loos, Robert, Lourenco, Carlos, Maier, Benedikt, Malgeri, Luca, Mallios, Stavros, Mannelli, Marcello, Marchioro, Alessandro, Marini, Andrea Carlo, Mateos Domínguez, Irene, Meijers, Frans, Mersi, Stefano, Meschi, Emilio, Michelis, S., Millet, A., Moortgat, Filip, Mulders, Martijn, Onnela, Antti, Orfanelli, Styliani, Orsini, Luciano, Pakulski, Tymon, Pantaleo, Felice, Pape, Luc, Perez, Alexandre, Perez, Emmanuel, Perez Gomez, F., Pernot, Jean-Francois, Peruzzi, Marco, Petagna, Paolo, Petrilli, Achille, Petrucciani, Giovanni, Pfeiffer, Andreas, Piazza, Q., Pierini, Maurizio, Piparo, Danilo, Pitt, Michael, Postema, Hans, Qu, Huilin, Quast, Thorben, Rabady, Dinyar, Racz, Attila, Reales Gutiérrez, Guillermo, Rieger, Marcel, Rose, Pierre, Rovere, Marco, Sakulin, Hannes, Salfeld-Nebgen, Jakob, Scarfi, Simone, Schäfer, Christoph, Schwick, Christoph, Selvaggi, Michele, Silva, Pedro, Sinani, M., Snoeys, Walter, Sphicas, Paraskevas, Summers, Sioni, Tatar, Kaya, Tavares Rego, R., Tavolaro, Vittorio Raoul, Treille, Daniel, Tropea, Paola, Troska, Jan, Tsirou, Andromachi, Van Onsem, Gerrit Patrick, Vasey, François, Vichoudis, Paschalis, Wanczyk, Joanna, Wozniak, Kinga Anna, Zeuner, Wolfram Dietrich, Bertl, W., Caminada, Lea, Ebrahimi, Aliakbar, Erdmann, Wolfram, Horisberger, Roland, Ingram, Quentin, Kaestli, Hans-Christian, Kotlinski, Danek, Langenegger, Urs, Meier, Beat, Missiroli, Marino, Noehte, Lars, Rohe, Tilman, Streuli, Silvan, Androsov, Konstantin, Backhaus, Malte, Becker, Robert, Berger, Pirmin, Calandri, Alessandro, Da Silva Di Calafiori, Diogo Raphael, De Cosa, Annapaola, Dissertori, Günther, Dittmar, Michael, Djambazov, Lubomir, Donegà, Mauro, Dorfer, Christian, Eble, Florian, Gedia, Krunal, Glessgen, Franz, Gómez Espinosa, Tirso Alejandro, Grab, Christoph, Hits, Dmitry, Lustermann, Werner, Lyon, Anne-mazarine, Manzoni, Riccardo Andrea, Marchese, Luigi, Martin Perez, Cristina, Meinhard, Maren Tabea, Nessi-Tedaldi, Francesca, Niedziela, Jeremi, Pauss, Felicitas, Perovic, Vasilije, Pigazzini, Simone, Ratti, Maria Giulia, Reichmann, Michael, Reissel, Christina, Reitenspiess, Thomas, Ristic, Branislav, Röser, Ulf, Ruini, Daniele, Sanz Becerra, Diego Alejandro, Soerensen, Jan, Stampf, Vinzenz, Steggemann, Jan, Wallny, Rainer, Zhu, De Hua, Amsler, Claude, Bärtschi, Pascal, Bösiger, K., Botta, Cristina, Brzhechko, Danyyl, Canelli, Maria Florencia, Cormier, Kyle, De Wit, Adinda, Del Burgo, Riccardo, Heikkilä, Jaana Kristiina, Huwiler, Marc, Jin, Weijie, Jofrehei, Arash, Kilminster, Benjamin, Leontsinis, Stefanos, Liechti, Sascha Pascal, Macchiolo, Anna, Maier, R., Meiring, Peter, Mikuni, Vinicius Massami, Molinatti, Umberto, Neutelings, Izaak, Reimers, Arne, Robmann, Peter, Sanchez Cruz, Sergio, Schweiger, Korbinian, Takahashi, Yuta, Wolf, David, Adloff, Catherine, Kuo, Chia-Ming, Lin, Willis, Roy, Ashim, Sarkar, Tanmay, Yu, Shin-Shan, Ceard, Ludivine, Chao, Yuan, Chen, Kai-Feng, Chen, Po-Hsun, Hou, George Wei-Shu, Li, You-ying, Lu, Rong-Shyang, Paganis, Efstathios, Psallidas, Andreas, Steen, Arnaud, Wu, Hsin-yeh, Yazgan, Efe, Yu, Pei-rong, Asavapibhop, Burin, Asawatangtrakuldee, Chayanit, Srimanobhas, Norraphat, Boran, Fatma, Damarseckin, Serdal, Demiroglu, Zuhal Seyma, Dolek, Furkan, Dumanoglu, Isa, Eskut, Eda, Guler, Yalcin, Gurpinar Guler, Emine, Isik, Candan, Kara, Ozgun, Kayis Topaksu, Aysel, Kiminsu, Ugur, Onengut, Gulsen, Ozdemir, Kadri, Polatoz, Ayse, Simsek, Ali Eren, Tali, Bayram, Tok, Ufuk Guney, Turkcapar, Semra, Zorbakir, Ibrahim Soner, Isildak, Bora, Karapinar, Guler, Ocalan, Kadir, Yalvac, Metin, Akgun, Bora, Atakisi, Ismail Okan, Gulmez, Erhan, Kaya, Mithat, Kaya, Ozlem, Özçelik, Özlem, Tekten, Sevgi, Yetkin, Elif Asli, Cakir, Altan, Cankocak, Kerem, Komurcu, Yildiray, Sen, Sercan, Cerci, Salim, Hos, Ilknur, Kaynak, Berkan, Ozkorucuklu, Suat, Sunar Cerci, Deniz, Zorbilmez, Caglar, Grynyov, Boris, Levchuk, Leonid, Anthony, David, Bhal, Eshwen, Bologna, Simone, Brooke, James John, Bundock, Aaron, Clement, Emyr, Cussans, David, Flacher, Henning, Goldstein, Joel, Heath, Greg P., Heath, Helen F., Kreczko, Lukasz, Krikler, Benjamin, Paramesvaran, Sudarshan, Seif El Nasr-Storey, Sarah, Smith, Vincent J., Stylianou, Nicolas, Walkingshaw Pass, Katie, White, Robert, Bell, Ken W., Belyaev, Alexander, Brew, Christopher, Brown, Robert M., Cockerill, David J. A., Cooke, Charlotte, Coughlan, John A., Ellis, Katherine Victoria, Harder, Kristian, Harper, Sam, Holmberg, Mei-li, Linacre, Jacob, Manolopoulos, Konstantinos, Newbold, Dave M., Olaiya, Emmanuel, Petyt, David, Reis, Thomas, Schuh, Thomas, Shepherd-Themistocleous, Claire, Tomalin, Ian R., Williams, Thomas, Bainbridge, Robert, Bloch, Philippe, Bonomally, Shameena, Borg, Johan, Breeze, Shane, Brown, Christopher Edward, Buchmuller, Oliver, Cepaitis, Vilius, Chahal, Gurpreet Singh, Colling, David, Dauncey, Paul, Davies, Gavin, Della Negra, Michel, Fayer, Simon, Fedi, Giacomo, Hall, Geoffrey, Hassanshahi, Mohammad Hassan, Iles, Gregory, Langford, Jonathon, Lyons, Louis, Magnan, Anne-Marie, Malik, Sarah, Martelli, Arabella, Monk, David Gabriel, Nash, Jordan, Pesaresi, Mark, Raymond, David Mark, Richards, Alexander, Rose, Andrew, Scott, Edward, Seez, Christopher, Shtipliyski, Antoni, Tapper, Alexander, Uchida, Kirika, Virdee, Tejinder, Vojinovic, Milos, Wardle, Nicholas, Webb, Samuel Nathan, Winterbottom, Daniel, Coldham, Kathryn, Cole, Joanne, Ghorbani, Maziar, Khan, Akram, Kyberd, Paul, Reid, Ivan, Teodorescu, Liliana, Zahid, Sema, Abdullin, Salavat, Brinkerhoff, Andrew, Caraway, Bryan, Dittmann, Jay, Hatakeyama, Kenichi, Kanuganti, Ankush Reddy, McMaster, Brooks, Pastika, Nathaniel, Saunders, Mark, Sawant, Siddhesh, Sutantawibul, Chosila, Wilson, Jonathan, Bartek, Rachel, Dominguez, Aaron, Uniyal, Rishabh, Vargas Hernandez, Andres Mateus, Buccilli, Andrew, Cooper, Seth, Di Croce, Davide, Gleyzer, Sergei V., Henderson, Conor, Perez, Cilicia Uzziel, Rumerio, Paolo, West, Christopher, Akpinar, Alp, Albert, Andreas, Arcaro, Daniel, Cosby, Christopher, Demiragli, Zeynep, Fontanesi, Elisa, Gastler, Daniel, Hazen, Eric, May, Samuel, Peck, Andrew, Rohlf, James, Salyer, Kaitlin, Sperka, David, Spitzbart, Daniel, Suarez, Indara, Tsatsos, Anna, Yuan, Siqi, Zou, David, Benelli, Gabriele, Burkle, Bjorn, Coubez, Xavier, Cutts, David, Hadley, Mary, Heintz, Ulrich, Hinton, Nick, Hogan, Julie Managan, Honma, Alan, Korotkov, Andrei, Kwon, Taeun, Landsberg, Greg, Lau, Ka Tung, Li, Daniel, Lukasik, Michael, Luo, Jingyu, Narain, Meenakshi, Pervan, Nikolas, Sagir, Sinan, Simpson, Farrah, Spencer, Eric, Usai, Emanuele, Wong, Wing Yan, Yan, Xuli, Yu, David, Zhang, Wenyu, Bonilla, Johan, Brainerd, Christopher, Breedon, Richard, Calderon De La Barca Sanchez, Manuel, Cannaert, Ethan, Chertok, Maxwell, Conway, John, Cox, Peter Timothy, Erbacher, Robin, Haza, Grace, Hemer, David, Jensen, Frank, Kukral, Ota, Lander, Richard, Mulhearn, Michael, Pellett, Dave, Regnery, Brendan, Taylor, Devin, Thomson, John, Wei, Wei, Welton, Troy, Yao, Yao, Zhang, Fengwangdong, Bachtis, Michail, Cousins, Robert, Datta, Abhisek, Hamilton, David, Hauser, Jay, Ignatenko, Mikhail, Iqbal, Muhammad Ansar, Lam, Tyler, Nash, William Arthur, Regnard, Simon, Saltzberg, David, Stone, Brent, Valuev, Vyacheslav, Burt, Kira, Chen, Yuan, Clare, Robert, Gary, J. William, Gordon, Michael, Hanson, Gail, Karapostoli, Georgia, Long, Owen Rosser, Manganelli, Nicholas, Olmedo Negrete, Manuel, Si, Weinan, Wimpenny, Stephen, Zhang, Yi, Branson, James G., Chang, Philip, Cittolin, Sergio, Cooperstein, Stephane, Deelen, Nikkie, Diaz, Daniel, Duarte, Javier, Gerosa, Raffaele, Giannini, Leonardo, Gilbert, Dylan, Guiang, Jonathan, Kansal, Raghav, Krutelyov, Vyacheslav, Lee, Robert, Letts, James, Masciovecchio, Mario, Pieri, Marco, Sathia Narayanan, Balaji Venkat, Sharma, Vivek, Tadel, Matevz, Vartak, Adish, Würthwein, Frank, Xiang, Yifan, Yagil, Avraham, Amin, Nick, Campagnari, Claudio, Citron, Matthew, Dorsett, Alex, Dutta, Valentina, Incandela, Joe, Kilpatrick, Matthew, Kim, Jaebak, Kyre, Susanne, Marsh, Bennett, Mei, Hualin, Oshiro, Michael, Quinnan, Melissa, Richman, Jeffrey, Sarica, Ulascan, Setti, Francesco, Sheplock, James, Stuart, David, Wang, Sicheng, Bornheim, Adolf, Cerri, Olmo, Dutta, Irene, Lawhorn, Jay Mathew, Lu, Nan, Mao, Jiajing, Newman, Harvey B., Nguyen, Thong, Spiropulu, Maria, Vlimant, Jean-Roch, Wang, Christina, Xie, Si, Zhang, Zhicai, Zhu, Ren-Yuan, Alison, John, An, Sitong, Andrews, Michael Benjamin, Bryant, Patrick, Ferguson, Thomas, Harilal, Abhirami, Liu, Chuyuan, Mudholkar, Tanmay, Paulini, Manfred, Sanchez, Alejandro, Terrill, Wesley, Cumalat, John Perry, Ford, William T., Hassani, Abbas, MacDonald, Emily, Patel, Rishi, Perloff, Alexx, Savard, Claire, Stenson, Kevin, Ulmer, Keith, Wagner, Stephen Robert, Alexander, James, Bright-Thonney, Samuel, Cheng, Yangyang, Conway, Joseph, Cranshaw, Derek James, Fan, Jason, Hogan, Shaun, Lantz, Steve, Monroy, Jose, Padilla Fuentes, Yadira, Patterson, Juliet Ritchie, Quach, Dan, Reichert, Joseph, Reid, Michael, Riley, Daniel, Ryd, Anders, Smolenski, Karl, Strohman, Charles, Sun, Werner, Thom, Julia, Wittich, Peter, Zou, Rui, Albrow, Michael, Alyari, Maral, Apollinari, Giorgio, Apresyan, Artur, Apyan, Aram, Bakshi, Abhishek, Banerjee, Sunanda, Bauerdick, Lothar A. T., Berry, Douglas, Berryhill, Jeffrey, Bhat, Pushpalatha C., Burkett, Kevin, Butler, D., Butler, Joel Nathan, Canepa, Anadi, Cerati, Giuseppe Benedetto, Cheung, Harry, Chlebana, Frank, Cremonesi, Matteo, Derylo, Greg, Di Petrillo, Karri Folan, Dickinson, Jennet, Elvira, Victor Daniel, Feng, Yongbin, Freeman, Jim, Gecse, Zoltan, Ghosh, Arnab, Gingu, Cristinel, Gonzalez, Humberto, Gray, Lindsey, Green, Dan, Grünendahl, Stefan, Gutsche, Oliver, Harris, Robert M., Heller, Ryan, Herwig, Theodor Christian, Hirschauer, James, Jayatilaka, Bodhitha, Jindariani, Sergo, Johnson, Marvin, Joshi, Umesh, Klabbers, Pamela, Klijnsma, Thomas, Klima, Boaz, Kwok, Ka Hei Martin, Lammel, Stephan, Lei, Chi Meng, Lincoln, Don, Lipton, Ron, Liu, Tiehui, Madrid, Christopher, Maeshima, Kaori, Mantilla, Cristina, Mason, David, McBride, Patricia, Merkel, Petra, Mrenna, Stephen, Nahn, Steve, Ngadiuba, Jennifer, O'Dell, Vivian, Papadimitriou, Vaia, Pedro, Kevin, Pena, Cristian, Prokofyev, Oleg, Ravera, Fabio, Reinsvold Hall, Allison, Ristori, Luciano, Sexton-Kennedy, Elizabeth, Smith, Nicholas, Soha, Aron, Spalding, William J., Spiegel, Leonard, Stoynev, Stoyan, Strait, James, Taylor, Lucas, Tkaczyk, Slawek, Tran, Nhan Viet, Uplegger, Lorenzo, Vaandering, Eric Wayne, Voirin, Erik, Weber, Hannsjoerg Artur, Acosta, Darin, Avery, Paul, Bourilkov, Dimitri, Cadamuro, Luca, Cherepanov, Vladimir, Errico, Filippo, Field, Richard D., Guerrero, Daniel, Joshi, Bhargav Madhusudan, Kim, Mugeon, Koenig, Evan, Konigsberg, Jacobo, Korytov, Andrey, Lo, Kin Ho, Matchev, Konstantin, Menendez, Nicholas, Mitselmakher, Guenakh, Muthirakalayil Madhu, Arun, Rawal, Neha, Rosenzweig, Daniel, Rosenzweig, Suzanne, Rotter, John, Shi, Kun, Sturdy, Jared, Wang, Jian, Yigitbasi, Efe, Zuo, Xunwu, Adams, Todd, Askew, Andrew, Habibullah, Redwan, Hagopian, Vasken, Johnson, Kurtis F., Khurana, Raman, Kolberg, Ted, Martinez, German, Prosper, Harrison, Schiber, Catherine, Viazlo, Oleksandr, Yohay, Rachel, Zhang, Jingyu, Baarmand, Marc M., Butalla, Stephen, Elkafrawy, Tamer, Hohlmann, Marcus, Kumar Verma, Ravindra, Noonan, Daniel, Rahmani, Mehdi, Yumiceva, Francisco, Adams, Mark Raymond, Becerril Gonzalez, Hugo, Cavanaugh, Richard, Chen, Xuan, Dittmer, Susan, Evdokimov, Anatoly, Evdokimov, Olga, Gerber, Cecilia Elena, Hangal, Dhanush Anil, Hofman, David Jonathan, Merritt, Anna Henckel, Mills, Corrinne, Oh, Geonhee, Roy, Titas, Rudrabhatla, Sahithi, Tonjes, Marguerite, Varelas, Nikos, Viinikainen, Jussi, Wang, Xiao, Wu, Zhenbin, Ye, Zhenyu, Yoo, Jieun, Alhusseini, Mohammad, Dilsiz, Kamuran, Durgut, Süleyman, Gandrajula, Reddy Pratap, Köseyan, Ohannes Kamer, Merlo, Jean-Pierre, Mestvirishvili, Alexi, Nachtman, Jane, Ogul, Hasan, Onel, Yasar, Penzo, Aldo, Rude, Cory, Snyder, Christina, Tiras, Emrah, Amram, Oz, Blumenfeld, Barry, Corcodilos, Lucas, Davis, Jeffrey, De Havenon, Victor, Eminizer, Margaret, Feingold, Jared, Gritsan, Andrei, Kang, Andrei, Kyriacou, Savvas, Maksimovic, Petar, Martin, Christopher, Roskes, Jeffrey, Sullivan, Kyle, Swartz, Morris, Vámi, Tamás Álmos, You, Can, Abreu, Andrés, Anguiano, Justin, Baldenegro Barrera, Cristian, Baringer, Philip, Bean, Alice, Bylinkin, Alexander, Flowers, Zachary, Isidori, Tommaso, Khalil, Sadia, King, Jack, Krintiras, Georgios, Kropivnitskaya, Anna, Lazarovits, Margaret, Lindsey, Cole, Marquez, Juan, Minafra, Nicola, Murray, Michael, Nickel, Matthew, Rogan, Christopher, Royon, Christophe, Salvatico, Riccardo, Sanders, Stephen, Schmitz, Erich, Smith, Caleb, Tapia Takaki, Daniel, Wang, Quan, Warner, Zachary, Williams, Justin, Wilson, Graham, Duric, Senka, Ivanov, Andrew, Kaadze, Ketino, Kim, Doyeong, Maravin, Yurii, Mitchell, Tyler, Modak, Atanu, Nam, Kyungwook, Taylor, Russell, Rebassoo, Finn, Wright, Douglas, Adams, Eric, Baden, Drew, Baron, Owen, Belloni, Alberto, Eno, Sarah Catherine, Hadley, Nicholas John, Jabeen, Shabnam, Kellogg, Richard G., Koeth, Timothy, Mignerey, Alice, Nabili, Sara, Palmer, Christopher, Seidel, Markus, Skuja, Andris, Wang, Long, Wong, Kak, Abercrombie, Daniel, Andreassi, Guido, Bi, Ran, Brandt, Stephanie, Busza, Wit, Cali, Ivan Amos, Chen, Yi, D'Alfonso, Mariarosaria, Eysermans, Jan, Freer, Chad, Gomez Ceballos, Guillelmo, Goncharov, Maxim, Harris, Philip, Hu, Miao, Klute, Markus, Kovalskyi, Dmytro, Krupa, Jeffrey, Lee, Yen-Jie, Mironov, Camelia, Paus, Christoph, Rankin, Dylan, Roland, Christof, Roland, Gunther, Shi, Zhaozhong, Stephans, George, Wang, Jing, Wang, Zhangqier, Wyslouch, Bolek, Chatterjee, Rajdeep Mohan, Evans, Andrew, Hansen, Peter, Hiltbrand, Joshua, Jain, Shilpi, Krohn, Michael, Kubota, Yuichi, Mans, Jeremy, Revering, Michael, Rusack, Roger, Saradhy, Rohith, Schroeder, Neil, Strobbe, Nadja, Wadud, Mohammad Abrar, Acosta, John Gabriel, Cremaldi, Lucien Marcus, Oliveros, Sandra, Perera, Lalith, Summers, D., Avdeeva, Ekaterina, Bloom, Kenneth, Bryson, Miranda, Chauhan, Shubhanshu, Claes, Daniel R., Fangmeier, Caleb, Finco, Linda, Golf, Frank, Joo, Changwoo, Kravchenko, Ilya, Meier, Frank, Musich, Marco, Reed, Ian, Siado, Joaquin Emilo, Snow, Gregory R., Tabb, William, Yan, Furong, Zecchinelli, Angelo Giacomo, Agarwal, Garvita, Bandyopadhyay, Hirak, Hay, Lauren, Iashvili, Ia, Kharchilava, Avto, McLean, Christine, Nguyen, Duong, Pekkanen, Juska, Rappoccio, Salvatore, Williams, Ac, Alverson, George, Barberis, Emanuela, Haddad, Yacine, Hortiangtham, Apichart, Li, Jingyan, Madigan, Gabriel, Marzocchi, Badder, Morse, David Michael, Nguyen, Vivan, Orimoto, Toyoko, Parker, Ashley, Skinnari, Louise, Tishelman-Charny, Abraham, Wamorkar, Tanvi, Wang, Bingran, Wisecarver, Andrew, Wood, Darien, Bhattacharya, Saptaparna, Bueghly, James, Chen, Ziheng, Gilbert, Andrew, Gunter, Thoth, Hahn, Kristan Allan, Liu, Yihan, Odell, Nathaniel, Schmitt, Michael Henry, Sung, Kevin, Velasco, Mayda, Band, Reyer, Bucci, Rachael, Das, Abhishek, Dev, Nabarun, Goldouzian, Reza, Hildreth, Michael, Hurtado Anampa, Kenyi, Jessop, Colin, Lannon, Kevin, Lawrence, John, Loukas, Nikitas, Lutton, Dylan, Marinelli, Nancy, Mcalister, Ian, McCauley, Thomas, Mcgrady, Christopher, Mohrman, Kelci, Musienko, Yuri, Ruchti, Randy, Siddireddy, Prasanna, Townsend, Austin, Wayne, Mitchell, Wightman, Andrew, Zarucki, Mateusz, Zygala, Lara, Bylsma, Ben, Cardwell, Bryan, Durkin, Lloyd Stanley, Francis, Brian, Hill, Christopher, Nunez Ornelas, Martha, Wei, Kai, Winer, Brian L., Yates, Brent, Addesa, Francesca Maria, Bonham, Brandon, Das, Pallabi, Dezoort, Gage, Elmer, Peter, Frankenthal, Andre, Greenberg, Bennett, Haubrich, Nicholas, Higginbotham, Samuel, Kalogeropoulos, Alexis, Kopp, Gillian, Kwan, Stephanie, Lange, David, Marlow, Daniel, Mei, Kelvin, Ojalvo, Isabel, Olsen, James, Stickland, David, Tully, Christopher, Malik, Sudhir, Norberg, Scarlet, Ramirez Vargas, Juan Eduardo, Bakshi, Amandeep Singh, Barnes, Virgil E., Chawla, Ridhi, Das, Souvik, Gutay, Laszlo, Jones, Matthew, Jung, Andreas Werner, Karmarkar, Sushrut, Kondratyev, Dmitry, Koshy, Abraham Mathew, Liu, Miaoyuan, Negro, Giulia, Neumeister, Norbert, Paspalaki, Garyfallia, Piperov, Stefan, Purohit, Arnab, Schulte, Jan-Frederik, Stojanovic, Milan, Thieman, Jason, Wang, Fuqiang, Xiao, Rui, Xie, Wei, Dolen, James, Parashar, Neeti, Baty, Austin, Decaro, Matthew, Dildick, Sven, Ecklund, Karl Matthew, Freed, Sarah, Gardner, Parker, Geurts, Frank J. M., Kumar, Arun, Li, Wei, Liu, Hongyi, Nussbaum, Ted, Padley, Brian Paul, Redjimi, Radia, Shi, Wei, Stahl Leiton, Andre Govinda, Yang, Shuai, Zhang, Liuyao, Zhang, Yousen, Bodek, Arie, de Barbaro, Pawel, Demina, Regina, Dulemba, Joseph Lynn, Fallon, Colin, Ferbel, Thomas, Galanti, Mario, Garcia-Bellido, Aran, Hindrichs, Otto, Khukhunaishvili, Aleko, Ranken, Evan, Taus, Rhys, Bartz, E., Chiarito, Brandon, Chou, John Paul, Gandrakota, Abhijith, Gershtein, Yuri, Halkiadakis, Eva, Hart, Andrew, Heindl, Maximilian, Karacheban, Olena, Laflotte, Ian, Lath, Amitabh, Montalvo, Roy, Nash, Kevin, Osherson, Marc, Salur, Sevil, Schnetzer, Steve, Somalwar, Sunil, Stone, Robert, Thayil, Steffie Ann, Thomas, Scott, Wang, Hui, Acharya, Himal, Delannoy, Andrés G., Fiorendi, Sara, Spanier, Stefan, Bouhali, Othmane, Dalchenko, Mykhailo, Delgado, Andrea, Eusebi, Ricardo, Gilmore, Jason, Huang, Tao, Kamon, Teruki, Kim, Hyunyong, Luo, Sifu, Malhotra, Shivali, Mueller, Ryan, Overton, David, Rathjens, Denis, Safonov, Alexei, Akchurin, Nural, Damgov, Jordan, Hegde, Vinay, Kunori, Shuichi, Lamichhane, Kamal, Lee, Sung Won, Mengke, Tielige, Muthumuni, Samila, Peltola, Timo, Volobouev, Igor, Wang, Zhixing, Whitbeck, Andrew, Appelt, Eric, D'Angelo, Pasqualino, Greene, Senta, Gurrola, Alfredo, Johns, Willard, Melo, Andrew, Ni, Hong, Padeken, Klaas, Romeo, Francesco, Sheldon, Paul, Tuo, Shengquan, Velkovska, Julia, Arenton, Michael Wayne, Cox, Bradley, Cummings, Grace, Hakala, John, Hirosky, Robert, Joyce, Matthew, Ledovskoy, Alexander, Li, Ang, Neu, Christopher, Perez Lara, Carlos Eugenio, Tannenwald, Benjamin, White, Sebastian, Wolfe, Evan, Poudyal, Nabin, Black, Kevin, Bose, Tulika, Caillol, Cécile, Dasu, Sridhara, De Bruyn, Isabelle, Everaerts, Pieter, Fienga, Francesco, Galloni, Camilla, He, He, Herndon, Matthew, Herve, Alain, Hussain, Usama, Lanaro, Armando, Loeliger, Andrew, Loveless, Richard, Madhusudanan Sreekala, Jithin, Mallampalli, Abhishikth, Mohammadi, Abdollah, Pinna, Deborah, Savin, Alexander, Shang, Victor, Sharma, Varun, Smith, Wesley H., Teague, Dylan, Trembath-Reichert, Stephen, and Vetens, Wren
- Subjects
detector, alignment ,Physics::Instrumentation and Detectors ,CMS ,Legacy reprocessing ,Tracker ,measurement methods ,silicon ,Detector ,tracking detector, alignment ,MillePede-II ,CERN LHC Coll ,tracking detector: alignment ,semiconductor detector ,HipPy ,CMS, performance ,numerical calculations ,performance ,Alignment - Abstract
The strategies for and the performance of the CMS silicon tracking system alignment during the 2015-2018 data-taking period of the LHC are described. The alignment procedures during and after data taking are explained. Alignment scenarios are also derived for use in the simulation of the detector response. Systematic effects, related to intrinsic symmetries of the alignment task or to external constraints, are discussed and illustrated for different scenarios.
- Published
- 2021
- Full Text
- View/download PDF
46. Randentropy: A Software to Measure Inequality in Random Systems.
- Author
-
D'Amico, Guglielmo, Scocchera, Stefania, and Storchi, Loriano
- Subjects
RANDOM measures ,COPULA functions ,DISTRIBUTION (Probability theory) ,MARKOV processes ,COMPUTER software - Abstract
The software Randentropy is designed to estimate inequality in a random system where several individuals interact moving among many communities and producing dependent random quantities of an attribute. The overall inequality is assessed by computing the Random Theil's Entropy. Firstly, the software estimates a piecewise homogeneous Markov chain by identifying the change-points and the relative transition probability matrices. Secondly, it estimates the multivariate distribution function of the attribute using a copula function approach and finally, through a Monte Carlo algorithm, evaluates the expected value of the Random Theil's Entropy. Possible applications are discussed as related to the fields of finance and human mobility. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
47. BERTHA and PyBERTHA: State of the art for full four-component Dirac-kohn-sham calculations
- Author
-
Storchi, Loriano, De Santis, Matteo, and Belpassi, Leonardo
- Subjects
Four-component Dirac-Kohn-Sham - Abstract
While since mid-seventies it has been clearly shown that relativistic effects play a crucial role for the complete understanding of the chemistry of molecules especially when heavy elements are involved, still nowadays in most of the case the relativistic effects are introduced via approximate methods. The main motivation behind the introduction of such approximation, respect to the natural and most rigorous component (4c) formalism derived from the Dirac equation, is the computational burden. In the present paper we are proposing a review of the BERTHA code that, together with the recently introduced Python bindings, represents the state of the art for full 4c calculations both in term of performances as well as in terms of code usability.
- Published
- 2020
48. The Role of APOSTART in Switching between Sexuality and Apomixis in Poa pratensis
- Author
-
Marconi, Gianpiero, primary, Aiello, Domenico, additional, Kindiger, Bryan, additional, Storchi, Loriano, additional, Marrone, Alessandro, additional, Reale, Lara, additional, Terzaroli, Niccolò, additional, and Albertini, Emidio, additional
- Published
- 2020
- Full Text
- View/download PDF
49. Environmental Effects with Frozen-Density Embedding in Real-Time Time-Dependent Density Functional Theory Using Localized Basis Functions
- Author
-
De Santis, Matteo, primary, Belpassi, Leonardo, additional, Jacob, Christoph R., additional, Severo Pereira Gomes, André, additional, Tarantelli, Francesco, additional, Visscher, Lucas, additional, and Storchi, Loriano, additional
- Published
- 2020
- Full Text
- View/download PDF
50. Characterization of PD-L1 binding sites by a combined FMO/GRID-DRY approach
- Author
-
Paciotti, Roberto, primary, Agamennone, Mariangela, additional, Coletti, Cecilia, additional, and Storchi, Loriano, additional
- Published
- 2020
- Full Text
- View/download PDF
Catalog
Discovery Service for Jio Institute Digital Library
For full access to our library's resources, please sign in.