260 results
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2. Mathematics: some assembly needed.
- Author
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Stewart I
- Subjects
- Animals, Biomimetics methods, Body Size, Biomimetics trends, Mathematics, Paper
- Published
- 2007
- Full Text
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3. PREPARATION OF A CAM FOR THE SCANNING OF PAPER ELECTROPHEROGRAMS ON THE CHROMOSCAN DENSITOMETER.
- Author
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KENNY AP
- Subjects
- Humans, Automation, Blood Protein Electrophoresis, Densitometry, Equipment and Supplies, Mathematics, Paper
- Published
- 1965
- Full Text
- View/download PDF
4. Hegel, grandfather of disjunctivism.
- Author
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Sanguinetti, Federico
- Subjects
- *
HYPOTHESIS , *EPISTEMICS , *MATHEMATICS , *HEGELIANISM , *PAPER - Abstract
In this paper, I shall investigate whether Hegel can be considered as a sort of ancestor of McDowell's disjunctivism. If this hypothesis turns out to be plausible, then the paper offers two gains. On the one hand, it offers an innovative interpretation of the way in which Hegel conceives of our sensible epistemic access to the world. On the other hand, McDowell's own claim that his own theoretical proposal has a Hegelian sound is supported by a previously unexplored argument. I organize my analysis into three parts: I sketch McDowell's version of disjunctivism (Section 2); I analyze some passages from Hegel that I believe are important for showing some similarities between his and McDowell's argumentative strategy (Section 3); in the conclusion (Section 4), I highlight a number of core features that Hegel seems to share with McDowell's disjunctivism and I submit that they are sufficient to label Hegel the "grandfather" of McDowell's disjunctivism. [ABSTRACT FROM AUTHOR]
- Published
- 2020
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5. Word2Vec-Based Literary Networks - Challenges and Opportunities
- Author
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Marienberg-Millikowsky, Itay, Vilenchick, Dan, Scholger, Walter, Vogeler, Georg, Tasovac, Toma, Baillot, Anne, Raunig, Elisabeth, Scholger, Martina, Steiner, Elisabeth, Centre for Information Modelling, and Helling, Patrick
- Subjects
Paper ,Long Presentation ,word2vec ,meta-criticism (reflections on digital humanities and humanities computing) ,network analysis and graphs theory and application ,Computer science ,cultural analytics ,Literary studies ,literary network analysis ,text mining and analysis ,undogmatic reading ,FOS: Mathematics ,distant reading ,semantics ,Mathematics - Abstract
We propose and conceptualize an approach for literary network analysis that does not rely on co-appearance, but rather what can be called semantic context: characters are connected if they share a semantic neighborhood, or similar meaning-based contexts, even if they are distant in the text sequence.
- Published
- 2023
- Full Text
- View/download PDF
6. ASSESSMENT OF THE ENVIRONMENTAL SAFETY FACTORS OF PLAY-GROUNDS USING THE RANK CORRELATION METHOD
- Author
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V. Stadnik
- Subjects
Environmental safety ,paper ,стаття ,Statistics ,rank correlation, environmental safety, children's playgrounds, questionnaire, urban area ,рангова кореляція, екологічна безпека, дитячі майданчики, анкетування, урбанізована територія ,Rank correlation ,Mathematics - Abstract
The process of rapid development in modern cities has led to a significant number of playgrounds being located in confined areas, near roads with heavy vehicle traffic (including tram tracks), next to short-term parking spaces and refuse containers. Particular attention is paid to unauthorised parking which is caused by a lack of designated parking spaces. In addition, in residential areas of modern megacities there is a lot of infill development, which is an additional source of noise and dust. Thus, a significant number of playgrounds are located in areas with excessive anthropogenic load. The materials presented in the article describe the current condition of playgrounds in most big cities of Ukraine. Particular importance is attached to the factors which are connected with vehicle traffic, for example noise pollution, air dustiness and pollutant emissions. At the first stage, a list of factors affecting the environmental safety of children's playgrounds in urbanised areas was compiled and analysed. The next stage involves the development of a questionnaire and the direct assessment of the influencing factors by the experts involved. The article considers the factors that are rarely considered in the study of the impact of individual anthropogenic factors of the environment on public health, however, in modern conditions they cannot be neglected. The final stage consists of data processing and formation of conclusions. Using the method of rank correlation, the main factors of influence on the objects of research are identified. The results of the research stated in the article can be used in further study of the subject and in the development of methods to eliminate the influence of the most significant factors affecting the ecological safety of children's playgrounds., Процес швидкого розвитку сучасних міст призвів до того, що значна кількість дитячих майданчиків знаходиться на обмеженій території, поблизу автодоріг з інтенсивним рухом транспортних засобів (в тому числі з трамвайними коліями), поруч з місцями для короткочасних стоянок автомобілів та сміттєзбірниками. Окрема увага приділяється стихійним стоянкам, які утворюються через недостатню кількість спеціально призначених паркувальних місць. Крім того, у спальних районах мегаполісів спостерігається точкова забудова, яка є додатковим джерелом шуму та пилу. Таким чином, значна кількість дитячих майданчиків знаходиться на території з надмірним антропогенним навантаженням. Матеріали, що викладені у статті дають характеристику сучасному стану дитячих майданчиків більшості великих міст України. Особлива увага приділяється чинникам, які пов’язані з рухом транспортних засобів, тобто шумове забруднення, запиленість повітря та викиди забруднюючих речовин. На першому етапі було визначено перелік факторів, які впливають на екологічну безпеку дитячих майданчиків урбанізованих територій та проведено їх аналіз. Наступний етап включає розробку анкети та безпосередньо оцінка факторів впливу залученими експертами. У роботі розглядаються фактори, які досить рідко враховуються при дослідженні впливу окремих антропогенних чинників навколишнього середовища на здоров’я населення, тим не менш, у сучасних умовах ними не можна знехтувати. Завершальний етап складається з обробки даних та формування висновків. Використовуючи метод рангової кореляції, визначено основні фактори впливу на обєкти досліджень. Викладені у статті результати дослідження можуть бути використані при подальшому вивченні теми та при розробці методів усунення впливу найбільшзначущих факторів, які впливають на екологічну безпеку дитячих майданчиків.
- Published
- 2021
7. Stability analysis of the coexistence equilibrium of a balanced metapopulation model
- Author
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Nathan Muyinda, Bernard De Baets, and Shodhan Rao
- Subjects
0106 biological sciences ,Lyapunov function ,DYNAMICS ,PROMOTES ,Science ,GAME ,Metapopulation ,010603 evolutionary biology ,01 natural sciences ,Stability (probability) ,Article ,03 medical and health sciences ,symbols.namesake ,DISPERSAL ,Stability theory ,COMPETITIVE NETWORK ,Statistical physics ,SCISSORS ,030304 developmental biology ,Mathematics ,Ecological modelling ,Equilibrium point ,0303 health sciences ,Multidisciplinary ,COMPLEX ,CONSEQUENCES ,Invariance principle ,Ode ,INTRANSITIVITY ,Applied mathematics ,Mathematics and Statistics ,Ordinary differential equation ,symbols ,PAPER ,Medicine ,Theoretical ecology - Abstract
We analyze the stability of a unique coexistence equilibrium point of a system of ordinary differential equations (ODE system) modelling the dynamics of a metapopulation, more specifically, a set of local populations inhabiting discrete habitat patches that are connected to one another through dispersal or migration. We assume that the inter-patch migrations are detailed balanced and that the patches are identical with intra-patch dynamics governed by a mean-field ODE system with a coexistence equilibrium. By making use of an appropriate Lyapunov function coupled with LaSalle’s invariance principle, we are able to show that the coexistence equilibrium point within each patch is locally asymptotically stable if the inter-patch dispersal network is heterogeneous, whereas it is neutrally stable in the case of a homogeneous network. These results provide a mathematical proof confirming the existing numerical simulations and broaden the range of networks for which they are valid.
- Published
- 2021
8. MATHEMATICAL GAMES.
- Author
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Gardner, Martin
- Subjects
MATHEMATICS ,GAMES ,PAPER ,STRING ,PENCILS ,CAKE pans - Abstract
The article presents several mathematical games related to ellipse. This game is tracing a perfect ellipse. One example is the two thumbtacks that stick in a sheet of paper, putting a loop of string around them and keep the string taut with the point of a pencil. Moving a pencil around the tacks will trace a perfect ellipse. Another method can be demonstrated with a circular cake pan and a cardboard disk having half the diameter of the pan.
- Published
- 1961
- Full Text
- View/download PDF
9. Algebraic bounds on the Rayleigh–Bénard attractor
- Author
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Michael S. Jolly, Edriss S. Titi, Yu Cao, Jared P. Whitehead, Jolly, Michael S [0000-0002-7158-0933], Titi, Edriss S [0000-0002-5004-1746], Apollo - University of Cambridge Repository, Jolly, MS [0000-0002-7158-0933], and Titi, ES [0000-0002-5004-1746]
- Subjects
Paper ,General Mathematics ,General Physics and Astronomy ,global attractor ,Enstrophy ,01 natural sciences ,76F35 ,Attractor ,Periodic boundary conditions ,Boundary value problem ,0101 mathematics ,Algebraic number ,Rayleigh–Bénard convection ,math.AP ,Mathematical Physics ,Mathematics ,Rayleigh-Benard convection ,Plane (geometry) ,Applied Mathematics ,010102 general mathematics ,Mathematical analysis ,Statistical and Nonlinear Physics ,76E06 ,Nonlinear Sciences::Chaotic Dynamics ,010101 applied mathematics ,34D06 ,Homogeneous space ,Affine space ,synchronization ,35Q35 - Abstract
Funder: John Simon Guggenheim Memorial Foundation; doi: https://doi.org/10.13039/100005851, Funder: Einstein Visiting Fellow Program, The Rayleigh–Bénard system with stress-free boundary conditions is shown to have a global attractor in each affine space where velocity has fixed spatial average. The physical problem is shown to be equivalent to one with periodic boundary conditions and certain symmetries. This enables a Gronwall estimate on enstrophy. That estimate is then used to bound the L 2 norm of the temperature gradient on the global attractor, which, in turn, is used to find a bounding region for the attractor in the enstrophy–palinstrophy plane. All final bounds are algebraic in the viscosity and thermal diffusivity, a significant improvement over previously established estimates. The sharpness of the bounds are tested with numerical simulations.
- Published
- 2021
10. Modeling the steady-state ISV (in situ vitrification) process: A 3-D finite element analysis of coupled thermal-electric fields
- Author
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Langerman, M
- Published
- 1990
- Full Text
- View/download PDF
11. On the Relation Between Asymptotic Charges, the Failure of Peeling and Late-time Tails
- Author
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Dejan Gajic, Leonhard Kehrberger, Gajic, Dejan [0000-0002-8194-7145], Kehrberger, Leonhard M A [0000-0003-4485-8351], and Apollo - University of Cambridge Repository
- Subjects
Paper ,High Energy Physics - Theory ,late-time tails ,Physics and Astronomy (miscellaneous) ,gravitational radiation ,FOS: Physical sciences ,General Relativity and Quantum Cosmology (gr-qc) ,Mathematical Physics (math-ph) ,black holes ,General Relativity and Quantum Cosmology ,asymptotic analysis ,Mathematics - Analysis of PDEs ,High Energy Physics - Theory (hep-th) ,FOS: Mathematics ,wave equation ,peeling ,linearised gravity ,Mathematics ,Mathematical Physics ,Analysis of PDEs (math.AP) - Abstract
The last few years have seen considerable mathematical progress concerning the asymptotic structure of gravitational radiation in dynamical, astrophysical spacetimes. In this paper, we distil some of the key ideas from recent works and assemble them in a new way in order to make them more accessible to the wider general relativity community. We also announce some new physical findings in this process. First, we introduce the conserved $f(r)$-modified Newman--Penrose charges on asymptotically flat spacetimes, and we show that these charges provide a dictionary that relates asymptotics of massless, general spin fields in different regions: Asymptotic behaviour near $i^+$ ("late-time tails") can be read off from asymptotic behaviour towards $\mathcal I^+$, and, similarly, asymptotic behaviour towards $\mathcal I^+$ can be read off from asymptotic behaviour near $i^-$ or $\mathcal I^-$. Using this dictionary, we then explain how: (I) the quadrupole approximation for a system of $N$ infalling masses from $i^-$ causes the "peeling property towards $\mathcal I^+$" to be violated, and (II) this failure of peeling results in deviations from the usual predictions for tails in the late-time behaviour of gravitational radiation: Instead of the Price's law rate $r\Psi^{[4]}|_{\mathcal I^+}\sim u^{-6}$ as~$u\to\infty$, we predict that $r\Psi^{[4]}|_{\mathcal I^+}\sim u^{-4}$, with the coefficient of this latter decay rate being a multiple of the monopole and quadrupole moments of the matter distribution in the infinite past., Comment: 24 pages, 8 figures. Comments welcome!
- Published
- 2022
12. Data driven regularization by projection
- Author
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Otmar Scherzer, Andrea Aspri, Yury Korolev, Korolev, Y [0000-0002-6339-652X], Scherzer, O [0000-0001-9378-7452], Apollo - University of Cambridge Repository, Korolev, Yury [0000-0002-6339-652X], and Scherzer, Otmar [0000-0001-9378-7452]
- Subjects
Paper ,Variational regularization ,010103 numerical & computational mathematics ,Gram–Schmidt orthogonalization ,01 natural sciences ,Regularization (mathematics) ,Theoretical Computer Science ,Data-driven ,FOS: Mathematics ,Applied mathematics ,Mathematics - Numerical Analysis ,Gram–Schmidt process ,Schmidt orthogonalization ,Gram– ,0101 mathematics ,data driven regularization ,Mathematical Physics ,Mathematics ,Gram– ,Generality ,Training set ,Radon transform ,inverse problems ,Applied Mathematics ,47A52, 65J20, 65J22, 65F22 ,variational regularization ,regularization by projection ,Numerical Analysis (math.NA) ,Inverse problem ,Computer Science Applications ,010101 applied mathematics ,Signal Processing - Abstract
We study linear inverse problems under the premise that the forward operator is not at hand but given indirectly through some input-output training pairs. We demonstrate that regularization by projection and variational regularization can be formulated by using the training data only and without making use of the forward operator. We study convergence and stability of the regularized solutions in view of Seidman (1980 J. Optim. Theory Appl. 30 535), who showed that regularization by projection is not convergent in general, by giving some insight on the generality of Seidman’s nonconvergence example. Moreover, we show, analytically and numerically, that regularization by projection is indeed capable of learning linear operators, such as the Radon transform.
- Published
- 2022
- Full Text
- View/download PDF
13. The response of the accommodation system to digital and print images
- Author
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Rekha Hansraj, Minette Devenier, and Tuwani Rasengane
- Subjects
accommodation ,Cycles per minute ,amplitude of accommodation ,Accommodative response ,Wilcoxon signed-rank test ,business.industry ,paper ,RE1-994 ,Amplitude of accommodation ,ipad ,Tablet computer ,Ophthalmology ,Statistics ,accommodation facility ,Bland–Altman plot ,business ,Accommodation ,accommodation response ,Dioptre ,Mathematics - Abstract
Background: The transition from traditional print medium to a digital medium may affect the accommodative response (AR) because of the differences in the characteristics of the targets viewed. Aim: This study investigated how the accommodation system responded to targets displayed on a tablet computer compared to that on paper. Setting: The study was conducted amongst students at a university in South Africa. Methods: Using a quantitative, cross-sectional study the AR, amplitude of accommodation (AA), and accommodative facility (AF) were assessed with a target on an iPad and a paper-based one on a non-probability sample of 30 university students. Data was analysed using descriptive statistics and Bland Altman plots. Results: The median AR with a tablet was +0.25 dioptre (D) compared to +0.21 D with the paper-based target. This difference was neither statistically nor clinically significant. The median AA with a tablet computer target was 10.59 D and 9.85 D with a paper-based target. While this difference was statistically significant ( p = 0.002), Bland Altman analysis revealed comparable measurements with both types of targets. Both Wilcoxon Signed Ranks Test ( p = 0.462) and Bland Altman analysis found comparable medians for AF obtained with a target on paper (7.67 cycles per minute [cpm]) and a target on the tablet computer (7.17 cpm) to be comparable. Conclusion: The accuracy, strength and flexibility of accommodation were comparable for tablet computer and paper-based targets.
- Published
- 2021
14. Dimensional reduction based on peak fitting of Raman micro spectroscopy data improves detection of prostate cancer in tissue specimens
- Author
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Susan Prendeville, Jahg Wong, Theodorus H. van der Kwast, Andrée-Anne Grosset, Samuel Kadoury, Frederick Dallaire, Fred Saad, Noémi Roy, Michèle Orain, Kelly Aubertin, Alain Bergeron, Feryel Azzi, Hélène Hovington, Paul C. Boutros, Arthur Plante, Frederic Leblond, Mirela Birlea, Hervé Brisson, Yves Fradet, Nazim Benzerdjeb, François Daoust, Mathieu Latour, Tien Nguyen, Michael Fraser, Dominique Trudel, Roula Albadine, Robert G. Bristow, Bernard Têtu, and André Kougioumoutzakis
- Subjects
Paper ,Male ,Urologic Diseases ,Intraductal ,Biomedical Engineering ,Optical Physics ,Spectrum Analysis, Raman ,Noninfiltrating ,Biomaterials ,Machine Learning ,Prostate cancer ,symbols.namesake ,feature selection ,Prostate ,Opthalmology and Optometry ,medicine ,Humans ,Raman ,Mathematics ,Cancer ,Microscopy ,Intraepithelial neoplasia ,feature reduction ,business.industry ,Spectrum Analysis ,Prostate Cancer ,Carcinoma ,Area under the curve ,Prostatic Neoplasms ,Optics ,prostate cancer ,medicine.disease ,Atomic and Molecular Physics, and Optics ,Electronic, Optical and Magnetic Materials ,Intensity (physics) ,Support vector machine ,Carcinoma, Intraductal, Noninfiltrating ,medicine.anatomical_structure ,Area Under Curve ,Raman micro-spectroscopy ,symbols ,Nuclear medicine ,business ,Raman spectroscopy - Abstract
Significance Prostate cancer is the most common cancer among men. An accurate diagnosis of its severity at detection plays a major role in improving their survival. Recently, machine learning models using biomarkers identified from Raman micro-spectroscopy discriminated intraductal carcinoma of the prostate (IDC-P) from cancer tissue with a ≥85 % detection accuracy and differentiated high-grade prostatic intraepithelial neoplasia (HGPIN) from IDC-P with a ≥97.8 % accuracy. Aim To improve the classification performance of machine learning models identifying different types of prostate cancer tissue using a new dimensional reduction technique. Approach A radial basis function (RBF) kernel support vector machine (SVM) model was trained on Raman spectra of prostate tissue from a 272-patient cohort (Centre hospitalier de l'Universite de Montreal, CHUM) and tested on two independent cohorts of 76 patients [University Health Network (UHN)] and 135 patients (Centre hospitalier universitaire de Quebec-Universite Laval, CHUQc-UL). Two types of engineered features were used. Individual intensity features, i.e., Raman signal intensity measured at particular wavelengths and novel Raman spectra fitted peak features consisting of peak heights and widths. Results Combining engineered features improved classification performance for the three aforementioned classification tasks. The improvements for IDC-P/cancer classification for the UHN and CHUQc-UL testing sets in accuracy, sensitivity, specificity, and area under the curve (AUC) are (numbers in parenthesis are associated with the CHUQc-UL testing set): +4 % (+8 % ), +7 % (+9 % ), +2 % (6%), +9 (+9) with respect to the current best models. Discrimination between HGPIN and IDC-P was also improved in both testing cohorts: +2.2 % (+1.7 % ), +4.5 % (+3.6 % ), +0 % (+0 % ), +2.3 (+0). While no global improvements were obtained for the normal versus cancer classification task [+0 % (-2 % ), +0 % (-3 % ), +2 % (-2 % ), +4 (+3)], the AUC was improved in both testing sets. Conclusions Combining individual intensity features and novel Raman fitted peak features, improved the classification performance on two independent and multicenter testing sets in comparison to using only individual intensity features.
- Published
- 2021
15. Agrimath - Mathematical Proof of Methods Used in Agricultural Sciences
- Author
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Harbers, Jens
- Subjects
mathematics ,grassland sciences ,paper ,proof ,agriculture - Abstract
A brief idea
- Published
- 2021
- Full Text
- View/download PDF
16. Characterization of Mueller matrix elements for classifying human skin cancer utilizing random forest algorithm
- Author
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Thanh-Hai Le, Ngan Thanh Luu, Quoc Hung Phan, and Thi-Thu-Hien Pham
- Subjects
Paper ,Skin Neoplasms ,Optical Phenomena ,Biomedical Engineering ,Polarimetry ,Stokes–Mueller matrix formalism ,Biomaterials ,Humans ,Mueller calculus ,General ,Circular polarization ,Skin ,Mathematics ,Linear polarization ,business.industry ,Carcinoma ,Pattern recognition ,Polarization (waves) ,Atomic and Molecular Physics, and Optics ,Electronic, Optical and Magnetic Materials ,Random forest ,human skin cancer ,Data point ,classification ,Artificial intelligence ,business ,Classifier (UML) ,Algorithms ,random forest - Abstract
Significance: The Mueller matrix decomposition method is widely used for the analysis of biological samples. However, its presumed sequential appearance of the basic optical effects (e.g., dichroism, retardance, and depolarization) limits its accuracy and application. Aim: An approach is proposed for detecting and classifying human melanoma and non-melanoma skin cancer lesions based on the characteristics of the Mueller matrix elements and a random forest (RF) algorithm. Approach: In the proposal technique, 669 data points corresponding to the 16 elements of the Mueller matrices obtained from 32 tissue samples with squamous cell carcinoma (SCC), basal cell carcinoma (BCC), melanoma, and normal features are input into an RF classifier as predictors. Results: The results show that the proposed model yields an average precision of 93%. Furthermore, the classification results show that for biological tissues, the circular polarization properties (i.e., elements m44, m34, m24, and m14 of the Mueller matrix) dominate the linear polarization properties (i.e., elements m13, m31, m22, and m41 of the Mueller matrix) in determining the classification outcome of the trained classifier. Conclusions: Overall, our study provides a simple, accurate, and cost-effective solution for developing a technique for classification and diagnosis of human skin cancer.
- Published
- 2021
17. Validating TrueAllele® Interpretation of DNA Mixtures Containing up to Ten Unknown Contributors*
- Author
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Mark W. Perlin, Nasir Butt, David W Bauer, and Jennifer M Hornyak
- Subjects
Paper ,Validation study ,likelihood ratio ,low‐template DNA ,Dna evidence ,Genotype ,forensic science ,Bayesian probability ,Bayesian analysis ,Real-Time Polymerase Chain Reaction ,Sensitivity and Specificity ,probabilistic genotyping ,Pathology and Forensic Medicine ,Interpretation (model theory) ,genotype separation ,chemistry.chemical_compound ,genotype deconvolution ,Statistics ,Genetics ,Humans ,Low template dna ,Reliability (statistics) ,Alleles ,Mathematics ,DNA mixture ,Likelihood Functions ,Models, Genetic ,Reproducibility of Results ,DNA ,DNA Fingerprinting ,chemistry ,validation study ,Papers ,TrueAllele® system ,Criminalistics ,Software ,Microsatellite Repeats - Abstract
Most DNA evidence is a mixture of two or more people. Cybergenetics TrueAllele® system uses Bayesian computing to separate genotypes from mixture data and compare genotypes to calculate likelihood ratio (LR) match statistics. This validation study examined the reliability of TrueAllele computing on laboratory‐generated DNA mixtures containing up to ten unknown contributors. Using log(LR) match information, the study measured sensitivity, specificity, and reproducibility. These reliability metrics were assessed under different conditions, including varying the number of assumed contributors, statistical sampling duration, and setting known genotypes. The main determiner of match information and variability was how much DNA a person contributed to a mixture. Observed contributor number based on data peaks gave better results than the number known from experimental design. The study found that TrueAllele is a reliable method for analyzing DNA mixtures containing up to ten unknown contributors.
- Published
- 2019
18. Trunk and upper arm postures in paper mill work
- Author
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Svend Erik Mathiassen, Camilla Zetterberg, and Marina Heiden
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Adult ,Male ,Paper ,Percentile ,medicine.medical_specialty ,Movement ,Posture ,Physical Therapy, Sports Therapy and Rehabilitation ,Human Factors and Ergonomics ,Standard deviation ,Young Adult ,03 medical and health sciences ,0302 clinical medicine ,Physical medicine and rehabilitation ,Manufacturing Industry ,medicine ,Humans ,0501 psychology and cognitive sciences ,Safety, Risk, Reliability and Quality ,Engineering (miscellaneous) ,Group level ,Occupational Health ,050107 human factors ,Mathematics ,05 social sciences ,Work (physics) ,Torso ,Middle Aged ,030210 environmental & occupational health ,Trunk ,Arm ,Female ,Inclinometer - Abstract
The aim of this study was to assess postures and movements of the trunk and upper arm during paper mill work, and to determine the extent to which they differ depending on method of assessment. For each of 28 paper mill workers, postures and movements were assessed during three full shifts using inclinometer registration and observation from video. Summary metrics for each shift, e.g., 10th, 50th, and 90th posture percentile, were averaged across shifts and across workers. In addition, the standard deviation between workers, and the standard deviation between shifts within worker were computed. The results showed that trunk and arm postures during paper mill work were similar to other occupations involving manual materials handling, but the velocities of arm movements were lower. While postures determined by inclinometry and observation were similar on a group level, substantial differences were found between results obtained by the two methods for individual workers, particularly for extreme postures. Thus, measurements by either method on individuals or small groups should be interpreted with caution.
- Published
- 2019
19. RIEBALŲ ATSKYRIMO NUO POPIERIAUS EKSPERIMENTINIAI TYRIMAI / EXPERIMENTAL RESEARCH OF FAT SEPARATION FROM PAPER
- Author
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Kristina Bazienė and Martyna Pačekajūtė
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emulsion ,Technology ,Cooking process ,paper ,Science ,Mechanical Engineering ,Energy Engineering and Power Technology ,Management Science and Operations Research ,grease ,paper packaging ,waste ,Total fat ,Food science ,heat ,Olive oil ,Mathematics ,Research data - Abstract
The article analyzes the separation of fats from paper waste packaging. The method is based on interaction with boiling water and greaseproof paper. The cooking process is considered the formation of emulsions according to different slots. The research data are presented and discussed obtained from the analysis of ready-made samples. 20 different fat-coated paper samples have been prapared for research. Ten of them have been selected for printing paper, and another dozen cartons. The half of the samples analyzed are covered with vegetable fat, the remaining samples are vegetable fat. It was found that the carton samples were less opposed to the separation of fat. During the experiment, it was determined that by cooking the cardboard samples coated with olive oil for 5 minutes, 30% of the total fat content was removed. The most effective samples of this type were heated for a long time. Santrauka Straipsnyje nagrinėjamas riebalų atskyrimas nuo popieriaus pakuočių atliekų. Metodas remiasi verdančio vandens ir riebalų sąveika su suterštu popieriumi. Nagrinėjamas virimo procesas, emulsijų susidarymas atsižvelgiant į skirtingus laiko tarpsnius. Pateikiami ir aptariami tyrimų duomenys, kurie gauti išnagrinėjus pasiruoštus mėginius. Iš viso pasiruošta 20 skirtingų riebalais padengto popieriauspavyzdžių. Dešimčiai iš jų pasirinktas spausdinimo popierius, kita dešimtis– kartonas. Pusė analizuojamų mėginių padengti augalinių riebalų sluoksniu, likę mėginiai– gyvulinių riebalų sluoksniu. Pastebėta, kad kartono mėginiai mažiau priešinosi riebalų atskyrimui. Nustatyta, kad, 5 min. virinant kartono mėginius, padengtus alyvuogių aliejumi, pasišalino 30% viso riebalų kiekio. Efektyviausia tokio tipo mėginius virti ilgą laiką, nes, panardinus mėginius 15 min. į verdantį vandenį, pasišalino daugiau nei pusė buvusių riebalų kiekio– 55%. Reikšminiai žodžiai:atliekos, emulsija, popierius, popieriaus pakuotės, riebalai, šiluma, vanduo, virimas.
- Published
- 2019
20. Lorentz- and permutation-invariants of particles
- Author
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Ward Haddadin, Ben Gripaios, Christopher Lester, Haddadin, Ward [0000-0002-1217-4775], Apollo - University of Cambridge Repository, and Haddadin, W [0000-0002-1217-4775]
- Subjects
High Energy Physics - Theory ,Statistics and Probability ,Paper ,Pure mathematics ,Lorentz transformation ,minimal algebra generators ,FOS: Physical sciences ,General Physics and Astronomy ,01 natural sciences ,mathematical physics ,Permutation ,symbols.namesake ,High Energy Physics - Phenomenology (hep-ph) ,0103 physical sciences ,Invariant (mathematics) ,010306 general physics ,Hironaka decomposition ,Mathematics ,Hilbert–Poincaré series ,010308 nuclear & particles physics ,Computer Science::Information Retrieval ,Statistical and Nonlinear Physics ,Mathematical Physics (math-ph) ,Permutation group ,Invariant theory ,invariant theory ,High Energy Physics - Phenomenology ,High Energy Physics - Theory (hep-th) ,Modeling and Simulation ,symbols ,Symmetry (geometry) ,invariant polynomial generators ,Identical particles - Abstract
A theorem of Weyl tells us that the Lorentz (and parity) invariant polynomials in the momenta of $n$ particles are generated by the dot products. We extend this result to include the action of an arbitrary permutation group $P \subset S_n$ on the particles, to take account of the quantum-field-theoretic fact that particles can be indistinguishable. Doing so provides a convenient set of variables for describing scattering processes involving identical particles, such as $pp \to jjj$, for which we provide an explicit set of Lorentz and permutation invariant generators., Comment: 18 pages, 3 Tables
- Published
- 2021
21. fNIRS-derived neurocognitive ratio as a biomarker for neuropsychiatric diseases
- Author
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Ata Akin and Acibadem University Dspace
- Subjects
Paper ,medicine.medical_specialty ,neurocognitive ratio ,Neuroscience (miscellaneous) ,fNIRS ,global efficiency ,Audiology ,Nuclear magnetic resonance ,Statistical significance ,medicine ,Radiology, Nuclear Medicine and imaging ,Default mode network ,Partial correlation ,Mathematics ,Radiological and Ultrasound Technology ,business.industry ,functional connectivity ,Cognition ,medicine.disease ,Research Papers ,neuropsychiatric diseases ,Schizophrenia ,Principal component analysis ,Biomarker (medicine) ,business ,Neurocognitive ,Stroop effect ,cognitive quotient - Abstract
SignificanceClinical use of fNIRS derived features has always suffered low sensitivity and specificity due to signal contamination from background systemic physiological fluctuations. This article provides an algorithm to extract cognition related features by eliminating the effect of background signal contamination; hence, improves the classification accuracy.AimThe aim in this study is to investigate the classification accuracy of an fNIRS derived biomarker based on global efficiency. To this end, fNIRS data were collected during a computerized Stroop Task from healthy controls, and patients with migraine, obsessive compulsive disorder, and schizophrenia.ApproachFunctional connectivity (FC) maps were computed from [HbO] time series data for Neutral, Congruent and Incongruent stimuli using the partial correlation approach. Reconstruction of FC matrices with optimal choice of principal components yielded two independent networks: Cognitive Mode Network (CM) and Default Mode Network(DM).ResultsGlobal Efficiency (GE) values computed for each FC matrix after applying principal component analysis yielded strong statistical significance leading to a higher specificity and accuracy. A new index, Neurocognitive Ratio (NCR), was computed by multiplying the Cognitive Quotients (CQ) and ratio of GE of CM to GE of DM. When mean values of NCR over all stimuli were computed, they showed high sensitivity (100%), specificity (95.5%), and accuracy (96.3%) for all subjects groups.Conclusions can reliable be used as a biomarker to improve the classification of healthy to neuropsychiatric patients.
- Published
- 2021
22. Sine-Gordon on a wormhole
- Author
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Michał Kowalczyk, Piotr Bizoń, Maciej Dunajski, Michał Kahl, and Apollo - University of Cambridge Repository
- Subjects
Paper ,General Physics and Astronomy ,FOS: Physical sciences ,soliton resolution conjecture ,General Relativity and Quantum Cosmology (gr-qc) ,01 natural sciences ,General Relativity and Quantum Cosmology ,Mathematics - Analysis of PDEs ,35C08 ,0103 physical sciences ,Convergence (routing) ,Attractor ,FOS: Mathematics ,0101 mathematics ,Wormhole ,010306 general physics ,Nonlinear Sciences::Pattern Formation and Solitons ,Mathematical Physics ,nonlinear dispersive equations ,Mathematical physics ,Mathematics ,Conjecture ,Nonlinear Sciences - Exactly Solvable and Integrable Systems ,Spacetime ,Degree (graph theory) ,Computer Science::Information Retrieval ,Applied Mathematics ,010102 general mathematics ,Statistical and Nonlinear Physics ,asymptotic stability of solitons ,Radius ,Mathematical Physics (math-ph) ,Soliton ,Exactly Solvable and Integrable Systems (nlin.SI) ,Analysis of PDEs (math.AP) - Abstract
In an attempt to understand the soliton resolution conjecture, we consider the Sine-Gordon equation on a spherically symmetric wormhole spacetime. We show that within each topological sector (indexed by a positive integer degree $n$) there exists a unique linearly stable soliton, which we call the $n$-kink. We give numerical evidence that the $n$-kink is a global attractor in the evolution of any smooth, finite energy solutions of degree $n$. When the radius of the wormhole throat $a$ is large enough, the convergence to the $n$-kink is shown to be governed by internal modes that slowly decay due to the resonant transfer of energy to radiation. We compute the exact asymptotics of this relaxation process for the $1$-kink using the Soffer-Weinstein weakly nonlinear perturbation theory., Comment: 19 pages, 10 figures, final version
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- 2021
23. Equivariant neural networks for inverse problems
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Christian Etmann, Brynjulf Owren, Carola-Bibiane Schönlieb, Elena Celledoni, Ferdia Sherry, Matthias J. Ehrhardt, Schönlieb, Carola-Bibiane [0000-0003-0099-6306], Sherry, Ferdia [0000-0003-4809-7254], Apollo - University of Cambridge Repository, and Ehrhardt, Matthias J [0000-0001-8523-353X]
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Paper ,FOS: Computer and information sciences ,Computer Science - Machine Learning ,cs.LG ,Rotational symmetry ,02 engineering and technology ,Iterative reconstruction ,Convolutional neural network ,030218 nuclear medicine & medical imaging ,Theoretical Computer Science ,Machine Learning (cs.LG) ,03 medical and health sciences ,0302 clinical medicine ,Invariant (mathematics) ,Mathematical Physics ,Mathematics ,Artificial neural network ,business.industry ,Applied Mathematics ,Deep learning ,021001 nanoscience & nanotechnology ,image reconstruction ,neural networks ,Computer Science Applications ,Algebra ,Signal Processing ,Equivariant map ,equivariance ,variational regularisation ,Artificial intelligence ,Symmetry (geometry) ,0210 nano-technology ,business - Abstract
Funder: Cantab Capital Institute for the Mathematics of Information, Funder: Alan Turing Institute; doi: https://doi.org/10.13039/100012338, In recent years the use of convolutional layers to encode an inductive bias (translational equivariance) in neural networks has proven to be a very fruitful idea. The successes of this approach have motivated a line of research into incorporating other symmetries into deep learning methods, in the form of group equivariant convolutional neural networks. Much of this work has been focused on roto-translational symmetry of R d , but other examples are the scaling symmetry of R d and rotational symmetry of the sphere. In this work, we demonstrate that group equivariant convolutional operations can naturally be incorporated into learned reconstruction methods for inverse problems that are motivated by the variational regularisation approach. Indeed, if the regularisation functional is invariant under a group symmetry, the corresponding proximal operator will satisfy an equivariance property with respect to the same group symmetry. As a result of this observation, we design learned iterative methods in which the proximal operators are modelled as group equivariant convolutional neural networks. We use roto-translationally equivariant operations in the proposed methodology and apply it to the problems of low-dose computerised tomography reconstruction and subsampled magnetic resonance imaging reconstruction. The proposed methodology is demonstrated to improve the reconstruction quality of a learned reconstruction method with a little extra computational cost at training time but without any extra cost at test time.
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- 2021
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24. A traveling wave bifurcation analysis of turbulent pipe flow
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Maximilian Engel, Christian Kuehn, and Björn de Rijk
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34D15, 35C07, 37C29, 37N10, 76D05, 76F06 ,Applied Mathematics ,turbulence ,500 Naturwissenschaften und Mathematik::510 Mathematik::510 Mathematik ,Fluid Dynamics (physics.flu-dyn) ,General Physics and Astronomy ,FOS: Physical sciences ,Statistical and Nonlinear Physics ,Paper ,bifurcations ,heteroclinic loop ,pipe flow ,reaction-diffusion-advection system ,traveling waves ,geometric singular perturbation theory ,34D15 ,35C07 ,37C29 ,37N10 ,76D05 ,76F06 ,Physics - Fluid Dynamics ,Dynamical Systems (math.DS) ,ddc ,Physics::Fluid Dynamics ,reaction–diffusion–advection system ,FOS: Mathematics ,Mathematics - Dynamical Systems ,ddc:510 ,Mathematical Physics ,Mathematics - Abstract
Using various techniques from dynamical systems theory, we rigorously study an experimentally validated model by [Barkley et al 2015 Nature 526 550–3], which describes the rise of turbulent pipe flow via a PDE system of reduced complexity. The fast evolution of turbulence is governed by reaction-diffusion dynamics coupled to the centerline velocity, which evolves with advection of Burgers’ type and a slow relaminarization term. Applying to this model a spatial dynamics ansatz and geometric singular perturbation theory, we prove the existence of a heteroclinic loop between a turbulent and a laminar steady state and establish a cascade of bifurcations of various traveling waves mediating the transition to turbulence. The most complicated behaviour can be found in an intermediate Reynolds number regime, where the traveling waves exhibit arbitrarily long periodic-like dynamics indicating the onset of chaos. Our analysis provides a systematic mathematical approach to identifying the transition to spatio–temporal turbulent structures that may also be applicable to other models arising in fluid dynamics.
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- 2021
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25. Interpolated functional manifold for functional near-infrared spectroscopy analysis at group level
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Shender-María Ávila-Sansores, Gustavo Rodríguez-Gómez, Felipe Orihuela-Espina, Ilias Tachtsidis, and Consejo Nacional de Ciencia y Tecnología (CONACYT) de México
- Subjects
Paper ,Classical group ,Surface (mathematics) ,topology ,Jaccard index ,Mean squared error ,Neuroscience (miscellaneous) ,01 natural sciences ,law.invention ,010309 optics ,03 medical and health sciences ,0302 clinical medicine ,0903 Biomedical Engineering ,law ,0103 physical sciences ,functional near-infrared spectroscopy ,Radiology, Nuclear Medicine and imaging ,Radial basis function ,Mathematics ,manifold ,Radiological and Ultrasound Technology ,1004 Medical Biotechnology ,functional connectivity ,Research Papers ,Group analysis ,connectivity analysis ,1109 Neurosciences ,Manifold (fluid mechanics) ,Algorithm ,030217 neurology & neurosurgery ,Interpolation - Abstract
Significance: Solutions for group-level analysis of connectivity from fNIRS observations exist, but groupwise explorative analysis with classical solutions is often cumbersome. Manifold-based solutions excel at data exploration, but there are infinite surfaces crossing the observations cloud of points. Aim: We aim to provide a systematic choice of surface for a manifold-based analysis of connectivity at group level with small surface interpolation error. Approach: This research introduces interpolated functional manifold (IFM). IFM builds a manifold from reconstructed changes in concentrations of oxygenated ΔcHbO2 and reduced ΔcHbR hemoglobin species by means of radial basis functions (RBF). We evaluate the root mean square error (RMSE) associated to four families of RBF. We validated our model against psychophysiological interactions (PPI) analysis using the Jaccard index (JI). We demonstrate the usability in an experimental dataset of surgical neuroergonomics. Results: Lowest interpolation RMSE was 1.26e − 4 ± 1.32e − 8 for ΔcHbO2 [A.U.] and 4.30e − 7 ± 2.50e − 13 [A.U.] for ΔcHbR. Agreement with classical group analysis was JI = 0.89 ± 0.01 for ΔcHbO2. Agreement with PPI analysis was JI = 0.83 ± 0.07 for ΔcHbO2 and JI = 0.77 ± 0.06 for ΔcHbR. IFM successfully decoded group differences [ANOVA: ΔcHbO2: F ( 2,117 ) = 3.07; p
- Published
- 2020
26. Scanning electron diffraction tomography of strain
- Author
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William R. B. Lionheart, Robert Tovey, Martin Benning, Duncan N. Johnstone, Carola-Bibiane Schönlieb, Paul A. Midgley, Sean M. Collins, Tovey, Robert [0000-0001-5411-2268], Lionheart, William R B [0000-0003-0971-4678], Benning, Martin [0000-0002-6203-1350], Apollo - University of Cambridge Repository, Johnstone, Duncan [0000-0003-3663-3793], and Midgley, Paul [0000-0002-6817-458X]
- Subjects
Paper ,Diffraction ,strain mapping ,math.NA ,FOS: Physical sciences ,010103 numerical & computational mathematics ,01 natural sciences ,transverse ray transform ,Theoretical Computer Science ,Diffraction tomography ,Strain engineering ,FOS: Mathematics ,Precession electron diffraction ,Mathematics - Numerical Analysis ,Tensor ,0101 mathematics ,Mathematical Physics ,cs.NA ,Mathematics ,Condensed Matter - Materials Science ,scanning precession electron diffraction ,Applied Mathematics ,Materials Science (cond-mat.mtrl-sci) ,Infinitesimal strain theory ,computed tomography ,Numerical Analysis (math.NA) ,Inverse problem ,cond-mat.mtrl-sci ,Computer Science Applications ,Computational physics ,010101 applied mathematics ,strain tomography ,Signal Processing ,tensor tomography ,Tomography ,4D-STEM - Abstract
Strain engineering is used to obtain desirable materials properties in a range of modern technologies. Direct nanoscale measurement of the three-dimensional strain tensor field within these materials has however been limited by a lack of suitable experimental techniques and data analysis tools. Scanning electron diffraction has emerged as a powerful tool for obtaining two-dimensional maps of strain components perpendicular to the incident electron beam direction. Extension of this method to recover the full three-dimensional strain tensor field has been restricted though by the absence of a formal framework for tensor tomography using such data. Here, we show that it is possible to reconstruct the full non-symmetric strain tensor field as the solution to an ill-posed tensor tomography inverse problem. We then demonstrate the properties of this tomography problem both analytically and computationally, highlighting why incorporating precession to perform scanning precession electron diffraction may be important. We establish a general framework for non-symmetric tensor tomography and demonstrate computationally its applicability for achieving strain tomography with scanning precession electron diffraction data.
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- 2020
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27. Determination of Bisphenol A in Paper Products by Synchronous Fluorescence Spectoscopy and Estimation of Daily Exposure
- Author
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Vanessa Cristina de Oliveira Souza, Matheus Gallimberti, Andres D. Campiglia, Fernando Barbosa, and Bruno Alves Rocha
- Subjects
Detection limit ,endocrine disruptor ,education.field_of_study ,Bisphenol A ,Chromatography ,Food contact ,Daily intake ,bisphenol A ,paper ,Population ,synchronous fluorescence ,General Chemistry ,ESPECTROSCOPIA ,chemistry.chemical_compound ,chemistry ,exposure ,Daily exposure ,Geometric mean ,education ,Mathematics ,Synchronous fluorescence ,daily intake - Abstract
In this study, a simple and fast procedure was developed and validated for the determination of bisphenol A (BPA) in paper products using synchronous fluorescence spectroscopy. The method was used for the determination of BPA in thirteen types of paper products, including thermal receipt papers, lottery tickets, bus tickets, business cards, mailing envelopes, flyers, napkins, printing paper, food contact paper, kitchen rolls, toilet paper, newspapers, and magazines. BPA was found in 98% of thermal receipt papers (n = 341) at concentrations ranging from below the limit of quantification (LOQ) to 27.7 mg g−1 with a geometric mean of 14.6 mg g−1 and a median of 17.7 mg g−1. The detection rate for other paper products was 96%, with BPA concentrations ranging from below the LOQ to 379 µg g−1 and a median of 17.3 µg g−1. The estimated daily intake for the adjusted bodyweight of BPA (calculated at median concentrations) through dermal absorption from handling papers was 14.5 and 1070 ng day−1 for the general population and occupationally-exposed individuals, respectively. The proposed analytical method is simple, fast, and cost-effective for the determination of BPA in paper samples. Moreover, an estimated daily exposure of Brazilians to BPA through dermal absorption from handling different types of papers is shown.
- Published
- 2020
28. Universality in COVID-19 spread in view of the Gompertz function
- Author
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Tokuro Fukui, Yusuke Namekawa, and Akira Ohnishi
- Subjects
Paper ,Physics ,2019-20 coronavirus outbreak ,Coronavirus disease 2019 (COVID-19) ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,J56 ,Gompertz function ,Double exponential function ,Ptep/J56 ,General Physics and Astronomy ,01 natural sciences ,010305 fluids & plasmas ,Universality (dynamical systems) ,A51 ,Ptep/D23 ,0103 physical sciences ,Statistics ,D23 ,Ptep/A51 ,AcademicSubjects/SCI01970 ,010306 general physics ,Scaling ,Mathematics - Abstract
We demonstrate that universal scaling behavior is observed in the current coronavirus (SARS-CoV-2) spread, the COVID-19 pandemic, in various countries. We analyze the numbers of infected people who tested positive (cases) in selected eleven countries (Japan, USA, Russia, Brazil, China, Italy, Indonesia, Spain, South Korea, UK, and Sweden). By using the double exponential function called the Gompertz function, fG(x) = exp(−e−x), the number of cases is well described as N(t) = N0fG(γ(t − t0)), where N0, 7 and t0 are the final number of cases, the damping rate of the infection probability and the peak time of the daily number of new cases, dN(t)/dt, respectively. The scaled data of cases in most of the analyzed countries are found to collapse onto a common scaling function fG(x) with x = γ(t − t0) being the scaling variable in the range of fG(x) ± 0.05. The recently proposed indicator so-called the K value, the increasing rate of cases in one week, is also found to show universal behavior. The mechanism for the Gompertz function to appear is discussed from the time dependence of the produced pion numbers in nucleus-nucleus collisions, which is also found to be described by the Gompertz function.
- Published
- 2020
29. Representation and reconstruction of covariance operators in linear inverse problems
- Author
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Eardi Lila, Simon R. Arridge, John A. D. Aston, Lila, Eardi [0000-0002-9199-392X], Arridge, Simon [0000-0003-1292-0210], and Apollo - University of Cambridge Repository
- Subjects
FOS: Computer and information sciences ,Paper ,magnetoencephalography ,principal component analysis ,Sample (statistics) ,Statistics - Applications ,Theoretical Computer Science ,Methodology (stat.ME) ,Applications (stat.AP) ,Representation (mathematics) ,Mathematical Physics ,Statistics - Methodology ,Mathematics ,Dynamic functional connectivity ,inverse problems ,Applied Mathematics ,4901 Applied Mathematics ,4904 Pure Mathematics ,Covariance ,Inverse problem ,Computer Science Applications ,Term (time) ,Covariance operator ,Signal Processing ,Principal component analysis ,49 Mathematical Sciences ,dynamic functional connectivity ,Algorithm ,covariance operator - Abstract
We introduce a framework for the reconstruction and representation of functions in a setting where these objects cannot be directly observed, but only indirect and noisy measurements are available, namely an inverse problem setting. The proposed methodology can be applied either to the analysis of indirectly observed functional images or to the associated covariance operators, representing second-order information, and thus lying on a non-Euclidean space. To deal with the ill-posedness of the inverse problem, we exploit the spatial structure of the sample data by introducing a flexible regularizing term embedded in the model. Thanks to its efficiency, the proposed model is applied to MEG data, leading to a novel approach to the investigation of functional connectivity., 40 pages
- Published
- 2020
30. Human mortality at extreme age
- Author
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Léo R. Belzile, Dmitrii Zholud, Holger Rootzén, and Anthony C. Davison
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FOS: Computer and information sciences ,demography ,limit ,extreme value theory ,media_common.quotation_subject ,Science ,Gompertz function ,human life ,semi-supercentenarian ,Upper and lower bounds ,Statistics - Applications ,International database ,Statistics ,Applications (stat.AP) ,Extreme value theory ,Constant force ,Survival analysis ,Sampling frame ,Research Articles ,media_common ,Mathematics ,Multidisciplinary ,paper ,Longevity ,62P10 (Primary) 62F40, 62N01 (Secondary) ,exponential hazard - Abstract
We use a combination of extreme value theory, survival analysis and computer-intensive methods to analyze the mortality of Italian and French semi-supercentenarians for whom there are validated records. After accounting for the effects of the sampling frame, there appears to be a constant rate of mortality beyond age 108 years and no difference between countries and cohorts. These findings are consistent with previous work based on the International Database on Longevity and suggest that any physical upper bound for humans is so large that it is unlikely to be approached. There is no evidence of differences in survival between women and men after age 108 in the Italian data and the International Database on Longevity; however survival is lower for men in the French data., Comment: 17 pages, 7 figures
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- 2020
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31. Gastric cancer diagnosis using hyperspectral imaging with principal component analysis and spectral angle mapper
- Author
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Ningliang Liu, Weisong Yi, Yaxiong Guo, and Houmin Jiang
- Subjects
Paper ,hyperspectral imaging ,diagnosis ,Biomedical Engineering ,01 natural sciences ,Standard deviation ,Imaging ,010309 optics ,Biomaterials ,Chemometrics ,Stomach Neoplasms ,0103 physical sciences ,medicine ,Humans ,Mathematics ,Principal Component Analysis ,Spectroscopy, Near-Infrared ,Pixel ,business.industry ,gastric cancer ,Near-infrared spectroscopy ,Hyperspectral imaging ,Cancer ,Pattern recognition ,medicine.disease ,Atomic and Molecular Physics, and Optics ,Electronic, Optical and Magnetic Materials ,Imaging spectroscopy ,Principal component analysis ,spectral angle mapper ,Artificial intelligence ,business - Abstract
Significance: Hyperspectral imaging (HSI) is an emerging optical technique that has a double function of spectroscopy and imaging. Aim: Near-infrared hyperspectral imaging (NIR-HSI) (900 to 1700 nm) with the help of chemometrics was investigated for gastric cancer diagnosis. Approach: Mean spectra and standard deviation of normal and cancerous pixels were extracted. Principal component analysis (PCA) was used to compress the dimension of hypercube data and select the optimal wavelengths. Moreover, spectral angle mapper (SAM) was utilized as chemometrics to discriminate gastric cancer from normal. Results: Major spectral difference of cancerous and normal gastric tissue was observed around 975, 1215, and 1450 nm by comparison. A total of six wavelengths (i.e., 975, 1075, 1215, 1275, 1390, and 1450 nm) were then selected as optimal wavelengths by PCA. The accuracy using SAM is up to 90% according to hematoxylin–eosin results. Conclusions: These results suggest that NIR-HSI has the potential as a cutting-edge optical diagnostic technique for gastric cancer diagnosis with suitable chemometrics.
- Published
- 2019
32. Science in agriculture: an increasing role in the new land of plenty.
- Author
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Paul, Harry W.
- Abstract
In France Cybèle has more worshippers than Christ. Higher agricultural education A perusal of nineteenth-century scientific literature, especially the journals, soon reveals the large role that science was capable of playing in agriculture and the degree to which farmers and all sorts of politicians were coming to rely on scientists to tell them how to increase production. The patron saint of French agricultural education is Mathieu de Dombasle, who opened near Nancy the first serious agricultural school in 1824. This noble failure encouraged the engineers Polonceau and Auguste Bella to found in 1828, with royal support, the more scientifically oriented Institution royale agronomique de Grignon, near Paris. In 1848 the Second Republic created a national organization of agricultural education: seventy departmental farm-schools to produce good farm workers; regional schools of agriculture; and, capstone of the system, the Institut national agronomique de Versailles. In line with policies in most western countries, the Third Republic promoted scientific agriculture on a scale unprecedented in French history. An autonomous Ministry of Agriculture emerged in 1881 from the clutches of the ministries in which it had been held captive for most of the century. Nineteen different ministers of agriculture served the forty-two governments that ruled France from 1881 to 1914. Given the composition of the Chamber of Deputies, it is not surprising that the ministry fell victim to a near monopoly by lawyers and doctors. [ABSTRACT FROM AUTHOR]
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- 1985
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33. The industrial connection of University science.
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Paul, Harry W.
- Abstract
Technical progress is a function of bourgeois money. The functions of the faculties of science in the later nineteenth century were teaching, research, and service to agriculture, industry, and government at municipal, departmental, and national levels. An extra duty of faculties, resulting from the organization of a unified system of education and the historical connection between lycée and faculty, was their time-consuming responsibility for the baccalaureate examinations, a particularly heavy burden in large towns. The examination figures for the University of Paris in 1893–4 show the problem. Fortunately a light teaching load gave the French university scientist some time for research. Probably the most striking feature of the provincial faculties of science was the development of a system of institutes of applied science, each of which was usually headed by a leading scientist interested in regional industry and agriculture. The careers of Pasteur in Lille, Schützenberger in Mulhouse and in Paris, Haller in Nancy, Sabatier in Toulouse, and the Berthelots and Le Chatelier in Paris provide a paradigm of the activity of the academic scientist whose research was intimately connected with the economic life of the region and the nation. In developing institutes of applied science and technology the University saw itself as fulfilling a vital social function. [ABSTRACT FROM AUTHOR]
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- 1985
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34. A mathematical description of the acoustic coupling of the mass/spring model
- Author
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Kao, David, Graham, Deryn, Knight, Brian, and Pericleous, Koulis
- Subjects
- *
ACOUSTICAL engineering , *STRESS waves , *MATHEMATICAL models , *MATHEMATICS - Abstract
Abstract: This paper describes hybrid mathematical model which couples the mechanics of the mass/spring model to the acoustic wave propagation model for use in generating the acoustic signal emitted by complex structures of paper fibres under strain. A discussion of the coupling method is presented including remarks on the errors encountered intrinsic to the discretisation scheme. The numerical results of a vibrating rubber band and a vibrating paper fibre are compared to their experimental counterparts. The fundamental frequencies of the acoustic signals are compared showing a close agreement between the experimental and numerical results. [Copyright &y& Elsevier]
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- 2007
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35. Some sixth-order variants of Ostrowski root-finding methods
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Chun, Changbum and Ham, YoonMee
- Subjects
- *
PAPER , *EQUATIONS , *ALGEBRA , *MATHEMATICS - Abstract
Abstract: In this paper, we present some sixth-order class of modified Ostrowski’s methods for solving nonlinear equations. Per iteration each class member requires three function and one first derivative evaluations, and is shown to be at least sixth-order convergent. Several numerical examples are given to illustrate the performance of some of the presented methods. [Copyright &y& Elsevier]
- Published
- 2007
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36. Strichartz Estimates for Schrödinger Equations with Non-degenerate Coefficients*.
- Author
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Yu Miao
- Subjects
- *
ESTIMATES , *ESTIMATION theory , *PAPER , *EQUATIONS , *MATHEMATICS - Abstract
In the present paper, the full range Strichartz estimates for homogeneous Schrödinger equations with non-degenerate and non-smooth coefficients are proved. For inhomogeneous equation, the non-endpoint Strichartz estimates are also obtained. [ABSTRACT FROM AUTHOR]
- Published
- 2007
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37. Explicit examples of nonsolvable weakly hyperbolic operators with real coefficients.
- Author
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Pravda-Starov, Karel
- Subjects
- *
PAPER , *DIMENSIONS , *MATHEMATICS , *MATHEMATICAL research , *MATHEMATICS education , *HYPERBOLIC groups , *EXAMPLE - Abstract
We give in this paper two explicit examples of nonsolvable weakly hyperbolic operators with real coefficients in two-space-dimensions. [ABSTRACT FROM AUTHOR]
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- 2007
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38. A rank-based algorithm of differential expression analysis for small cell line data with statistical control
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Xu Lin, Lu Ao, Zheng Guo, Xiangyu Li, Jun He, Xianlong Wang, Hao Cai, Qingzhou Guan, Yunyan Gu, Lishuang Qi, and You Guo
- Subjects
0301 basic medicine ,Paper ,differentially expressed genes ,technical replicates ,Statistical power ,within-sample relative expression orderings ,03 medical and health sciences ,0302 clinical medicine ,Cell Line, Tumor ,Neoplasms ,Humans ,Molecular Biology ,Gene ,Mathematics ,Oligonucleotide Array Sequence Analysis ,Gene knockdown ,Gene Expression Profiling ,Rank (computer programming) ,Statistical process control ,Fold change ,Expression (mathematics) ,Gene Expression Regulation, Neoplastic ,small-scale cell line data ,030104 developmental biology ,030220 oncology & carcinogenesis ,Data Interpretation, Statistical ,Significance analysis of microarrays ,Algorithm ,Algorithms ,Information Systems - Abstract
To detect differentially expressed genes (DEGs) in small-scale cell line experiments, usually with only two or three technical replicates for each state, the commonly used statistical methods such as significance analysis of microarrays (SAM), limma and RankProd (RP) lack statistical power, while the fold change method lacks any statistical control. In this study, we demonstrated that the within-sample relative expression orderings (REOs) of gene pairs were highly stable among technical replicates of a cell line but often widely disrupted after certain treatments such like gene knockdown, gene transfection and drug treatment. Based on this finding, we customized the RankComp algorithm, previously designed for individualized differential expression analysis through REO comparison, to identify DEGs with certain statistical control for small-scale cell line data. In both simulated and real data, the new algorithm, named CellComp, exhibited high precision with much higher sensitivity than the original RankComp, SAM, limma and RP methods. Therefore, CellComp provides an efficient tool for analyzing small-scale cell line data.
- Published
- 2017
39. Realization of systems with CCD-based measurements
- Author
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Looze, Douglas P.
- Subjects
- *
MATHEMATICS , *SCIENCE , *PAPER , *CYBERNETICS - Abstract
Abstract: This paper considers systems that have a measurement that is computed from the post-processing of a short duration image. The measurement can be regarded as the integral of a linear function of the state variables of the system. The input to the system is assumed to be generated with a zero-order hold whose sampling frequency is the same as that of the measurement. The paper presents a discrete-time finite dimensional state variable model for such systems. [Copyright &y& Elsevier]
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- 2005
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40. The most-cited statistical papers.
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Ryan, ThomasP. and Woodall, WilliamH.
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- *
BIBLIOGRAPHICAL citations , *PAPER , *STATISTICS , *MATHEMATICS , *LIFE sciences , *SCIENCE - Abstract
We attempt to identify the 25 most-cited statistical papers, providing some brief commentary on each paper on our list. This list consists, to a great extent, of papers that are on non-parametric methods, have applications in the life sciences, or deal with the multiple comparisons problem. We also list the most-cited papers published in 1993 or later. In contrast to the overall most-cited papers, these are predominately papers on Bayesian methods and wavelets. We briefly discuss some of the issues involved in the use of citation counts. [ABSTRACT FROM AUTHOR]
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- 2005
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41. Claw Conditions for Heavy Cycles in Weighted Graphs.
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Fujisawa, Jun
- Subjects
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GRAPHIC methods , *GEOMETRICAL drawing , *NEGATIVE numbers , *MATHEMATICS , *WEIGHT (Physics) , *PAPER - Abstract
A graph is called a weighted graph when each edge e is assigned a nonnegative number w( e), called the weight of e. For a vertex v of a weighted graph, d w( v) is the sum of the weights of the edges incident with v. For a subgraph H of a weighted graph G, the weight of H is the sum of the weights of the edges belonging to H. In this paper, we give a new sufficient condition for a weighted graph to have a heavy cycle. A 2-connected weighted graph G contains either a Hamilton cycle or a cycle of weight at least c, if G satisfies the following conditions: In every induced claw or induced modified claw F of G, (1) max{ d w( x), d w( y)}≥ c/2 for each non-adjacent pair of vertices x and y in F, and (2) all edges of F have the same weight. [ABSTRACT FROM AUTHOR]
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- 2005
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42. A new transformer differential protection approach on the basis of space-vectors examination.
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Guzmn Daz, Pablo Arboleya, and Javier Gmez-Aleixandre
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VECTOR analysis ,PAPER ,MATHEMATICS ,CYBERNETICS - Abstract
Abstract Transformer differential protection is exposed to faulty operation related to abnormal operation conditions (inrush, overexcitation, etc.). In this paper a new approach to improve the relay security and dependability is proposed, based on the space-vector analysis of the differential signal, and on their time characteristic shapes in Parks plane. The approach is supported by an introductory formulation and later validated. The technique has been shown to be robust and very simple for the purpose of detecting internal faults. [ABSTRACT FROM AUTHOR]
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- 2005
43. Enveloping monoidal quandles
- Author
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Kamada, Seiichi and Matsumoto, Yukio
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MONODROMY groups , *GROUP theory , *PAPER , *MATHEMATICS - Abstract
A quandle is a set with a self-distributive binary operation satisfying a certain condition. Here we construct a monoid (a semi-group with the identity) associated with a quandle. This monoid has a structure of a quandle, which contains the original quandle as a sub-quandle. We call it the enveloping monoidal quandle. The purpose of this paper is to introduce the notion of the enveloping monoidal quandle, and to investigate it. [Copyright &y& Elsevier]
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- 2005
- Full Text
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44. The relation between Hill's equation and individual muscle properties
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Thaller, S. and Wagner, H.
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MATHEMATICS , *PAPER , *BEHAVIOR , *CONDUCT of life - Abstract
In this paper we deal with movement-independent individual muscle properties derived from Hill''s equation. Relations between these properties are found by theoretical considerations. We define a dimensionless quantity that turns out to play a major role in characterizing individual muscle properties, and we analyse normalization and symmetry behaviour of the parameters in Hill''s equation. This leads to a systematic, transparent, and useful overview of mathematical relations involving muscle parameters. We examine the experimentally determined parameters of 62 subjects to find additional empirical relations between the muscle properties described by the parameters of Hill''s equation. In the light of the theoretical end empirical results we investigate the connections between maximum efficiency, endurance, and fibre composition. [Copyright &y& Elsevier]
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- 2004
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45. Distinguished representatives for equivalent labelled stratified graphs and applications
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Ţăndăreanu, Nicolae
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SET theory , *AGGREGATED data , *PAPER , *MATHEMATICS - Abstract
Abstract: The concept of labelled stratified graph (LSG) was introduced in Ţăndăreanu (Knowledge Inform. Syst. 2(4) (2000) 438) in connection with that of knowledge base with output (KBO). The aim of this paper is to present a distinct facet of this concept. We prove several algebraic properties for LSGs and we conclude that a LSG can be used independently of a KBO. In order to realize this aim we define a partial order on the set of all LSGs over a labelled graph G, an equivalence relation on and a partial order on the factor set. The set endowed with becomes a join semilattice with greatest element. Each equivalence class contains an unique LSG, which is named distinguished representative of C. This is the least element of. Particularly we obtain the distinguished representative for the supremum of two classes (DRS) and the greatest distinguished LSG (the least LSG of the greatest element of, denoted GD). Two applications are presented, one for DRS and one for GD. Several opens problems are briefly exposed in the last section. [Copyright &y& Elsevier]
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- 2004
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46. Quantum K-theory on flag manifolds, finite-difference Toda lattices and quantum groups.
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Givental, Alexander and Lee, Yuan-Pin
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COORDINATES ,MATHEMATICS ,ANALYTIC geometry ,MEETINGS ,PAPER ,FORUMS - Abstract
This article discusses Quantum K-theory on flag manifolds, finite-difference Toda lattices and quantum groups. The results of the paper were completed in the Summer 98 and reported by the authors at a number of conferences and seminars. In this version of the paper researchers decided to leave the material of Section 5 in the form close to the preliminary text written in 1998. In particular, researchers did not try to match the quantum group description of finite-difference Toda lattices given in Section 5 with the construction that has become standard since then due to the paper by writer P. Etingof.
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- 2003
- Full Text
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47. The r-Hunter-Saxton equation, smooth and singular solutions and their approximation
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Colin J. Cotter, Tristan Pryer, Jacob Deasy, Cotter, Colin J [0000-0001-7962-8324], Apollo - University of Cambridge Repository, and Engineering & Physical Science Research Council (EPSRC)
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Paper ,singular solutions ,GEODESIC-FLOW ,Work (thermodynamics) ,General Mathematics ,Mathematics, Applied ,HYPERBOLIC VARIATIONAL EQUATION ,Mathematics::Analysis of PDEs ,General Physics and Astronomy ,FOS: Physical sciences ,01 natural sciences ,Piecewise linear function ,37K06 ,Mathematics - Analysis of PDEs ,0102 Applied Mathematics ,37K05 ,FOS: Mathematics ,Hunter–Saxton equation ,Applied mathematics ,Initial value problem ,Lie symmetries ,0101 mathematics ,nlin.SI ,math.AP ,Mathematical Physics ,Mathematics ,Science & Technology ,Nonlinear Sciences - Exactly Solvable and Integrable Systems ,Physics ,Applied Mathematics ,010102 general mathematics ,4901 Applied Mathematics ,4904 Pure Mathematics ,Statistical and Nonlinear Physics ,Action (physics) ,Symmetry (physics) ,Physics, Mathematical ,010101 applied mathematics ,35Q53 ,Nonlinear Sciences::Exactly Solvable and Integrable Systems ,nonlinear PDEs ,Physical Sciences ,49 Mathematical Sciences ,37K58 ,Exactly Solvable and Integrable Systems (nlin.SI) ,Analysis of PDEs (math.AP) - Abstract
In this work we introduce the r-Hunter-Saxton equation, a generalisation of the Hunter-Saxton equation arising as extremals of an action principle posed in L_r. We characterise solutions to the Cauchy problem, quantifying the blow-up time and studying various symmetry reductions. We construct piecewise linear functions and show that they are weak solutions to the r-Hunter-Saxton equation., Revised after referee comments
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- 2019
48. Development of a Paper-Based Sensor Compatible with a Mobile Phone for the Detection of Common Iron Formulas Used in Fortified Foods within Resource-Limited Settings
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Marcela Gaytán-Martínez, Dylan J. Rigsby, Anna W. Waller, Juan E. Andrade, and Marco Toc
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Paper ,paper-based assay ,Wheat flour ,fortification ,lcsh:TX341-641 ,02 engineering and technology ,01 natural sciences ,Sensitivity and Specificity ,Ferrous Fumarate ,Article ,Ferrous ,iron ,sensor ,mobile app ,medicine ,Humans ,Fortified Food ,Mathematics ,Detection limit ,Nutrition and Dietetics ,Chromatography ,010401 analytical chemistry ,Paper based ,021001 nanoscience & nanotechnology ,Mobile Applications ,0104 chemical sciences ,Mobile phone ,Food, Fortified ,0210 nano-technology ,lcsh:Nutrition. Foods and food supply ,Limited resources ,Cell Phone ,Food Analysis ,Iron Compounds ,Food Science ,medicine.drug - Abstract
A lack of quality control tools limits the enforcement of fortification policies. In alignment with the World Health Organization&rsquo, s ASSURED criteria (affordable, sensitive, specific, user-friendly, rapid and robust, equipment-free, and deliverable), a paper-based assay that interfaces with a smartphone application for the quantification of iron fortificants is presented. The assay is based on the Ferrozine colorimetric method. The reaction started after deposition of the 5 µ, L aqueous sample and drying. After developing color, pixel intensity values were obtained using a smartphone camera and image processing software or a mobile application, Nu3px. From these values, the actual iron concentration from ferrous sulfate and ferrous fumarate was calculated. The limits of detection, quantification, linearity, range, and errors (systematic and random) were ascertained. The paper-based values from real samples (wheat flour, nixtamalized corn flour, and infant formula) were compared against atomic emission spectroscopy. The comparison of several concentrations of atomic iron between the spectrophotometric and paper-based assays showed a strong positive linear correlation (y = 47.01x + 126.18, R2 = 0.9932). The dynamic range (5.0&ndash, 100 µ, g/mL) and limit of detection (3.691 µ, g/mL) of the paper-based assay are relevant for fortified food matrices. Random and systematic errors were 15.9% and + 8.65 µ, g/g food, respectively. The concept can be applied to limited-resource settings to measure iron in fortified foods.
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- 2019
49. Individual differences in cognitive processing for roughness rating of fine and coarse textures
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Astrid M. L. Kappers, Yoshihiro Tanaka, Makiko Natsume, AMS - Sports and Work, Sensorimotor Control, Human Technology Interaction, Control Systems Technology, and Dynamics and Control
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Male ,Tribology ,Glass/chemistry ,Physiology ,Sensory Physiology ,Individuality ,Social Sciences ,Surface finish ,Correlation ,Cognition ,Mathematical and Statistical Techniques ,0302 clinical medicine ,Friction/physiology ,Statistics ,Medicine and Health Sciences ,Psychology ,Tactile Sensation ,Materials ,Cognition/physiology ,Mathematics ,Skin ,0303 health sciences ,Multidisciplinary ,Physics ,Classical Mechanics ,Sensory Systems ,Curve Fitting ,Touch Perception ,Somatosensory System ,Physical Sciences ,Curve fitting ,Engineering and Technology ,Medicine ,Sensory Perception ,Female ,Research Article ,Adult ,Paper ,Friction ,Adolescent ,Surface Properties ,Amorphous Solids ,Science ,Materials Science ,Material Properties ,Research and Analysis Methods ,Texture (geology) ,Vibration ,Fingers ,03 medical and health sciences ,Young Adult ,Animals ,Humans ,Texture ,Spatial analysis ,Touch Perception/physiology ,030304 developmental biology ,Sandpaper ,Mechanical Engineering ,Biology and Life Sciences ,Fingers/physiology ,Cognitive Science ,Glass ,Particle size ,Mathematical Functions ,030217 neurology & neurosurgery ,Neuroscience - Abstract
Previous studies have demonstrated that skin vibration is an important factor affecting the roughness perception of fine textures. For coarse textures, the determining physical factor is much less clear and there are indications that this might be participant-dependent. In this paper, we focused on roughness perception of both coarse and fine textures of different materials (glass particle surfaces and sandpapers). We investigated the relationship between subjective roughness ratings and three physical parameters (skin vibration, friction coefficient, and particle size) within a group of 30 participants. Results of the glass particle surfaces showed both spatial information (particle size) and temporal information (skin vibration) had a high correlation with subjective roughness ratings. The former correlation was slightly but significantly higher than the latter. The results also indicated different weights of temporal information and spatial information for roughness ratings among participants. Roughness ratings of a different material (sandpaper versus glass particles) could be either larger, similar or smaller, indicating differences among individuals. The best way to describe our results is that in their perceptual evaluation of roughness, different individuals weight temporal information, spatial information, and other mechanical properties differently.
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- 2019
50. Ofset Baskıda Kaplanmamış Kağıtlarla Üretim İçin En Uygun Seçeneğin Çok Kriterli Karar Verme Metodu İle Belirlenmesi
- Author
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Şükrü Özakhun, Zafer Özomay, and Cem Aydemir
- Subjects
Paper ,Çok Kriterli Karar Verme ,Ofset Baskı ,TOPSİS ,Pharmaceutical Science ,Multi criteria decision ,Offset Printing ,Complementary and alternative medicine ,Multiple Criteria Decision Analysis ,Pharmacology (medical) ,Kağıt ,TOPSIS ,Humanities ,Mathematics - Abstract
msufbd Baskı sonucunun görselkalitesi büyük ölçüde baskı altı malzemesi ve mürekkebin optimum birleşmesürecine bağlıdır. Kağıdın yapısal özellikleri, baskının kayıpsız ve istenenrenk değeri ile elde edilebilmesi bakımından son derece önemlidir. Kağıt vekarton heterojen ve değiştirilebilir malzemeler olduğundan, yapısal özellikleriölçmek ve bu özelliklerin basılabilirlik parametreleri üzerindeki etkilerinibelirlemek gereklidir. Bu çalışmada, belli bir ürün grubunda yaygın olarakkullanılan ve farklı özelliklere sahip 90 g/m2 alternatif kağıtlarseçilmiştir. 5 alternatif kağıt, uzama, kuvvet, temas açısı ve yüzey enerjileritest cihazlarıyla ölçümlenmiştir. Ofset baskı ile, mürekkep miktarları sabittutmak suretiyle cyan, magenta, sarı ve siyah mürekkep kağıda aktarılmıştır.Yoğunluk ve renk değerleri için mürekkepler ölçümlenip, ardından ışık haslığıtesti gerçekleştirilerek renk ölçümleri tekrarlanmıştır. Renk ve kâğıtözelliklerinde farklılıklar çok kriterli karar verme yöntemleri ilekarşılaştırılarak grafik olarak verilmiştir. Baskıda en uygun kağıdı belirlemekiçin çok kriterli bir karar verme yöntemi olan TOPSİS (Alternatifler Arasındanİdeal Seçimin Belirlenmesi) yöntemi kullanılarak baskıya en uygun kağıtbelirlenmiştir. The visual quality ofthe print result is largely dependent on the optimum level of coalescenceprocess of the underprint material and the ink. The structural characteristicsof the paper are extremely important in that the print can be obtained withoutloss and with the desired colour value. Since paper and cardboard areheterogeneous and interchangeable materials, it is necessary to measure thestructural properties and determine their effect on the printability parametersof these properties. In this study, 90 g/m2 alternative papers, which are widely used in a certain product group and have differentcharacteristics, are selected. 5 alternative papers were selected, elongation, strength, contact angle and surface energies were determined with thecalibrated test devices. With offset printing, the ink is transferred to thepaper by keeping the ink quantities constant with the cyan, magenta, yellow andblack lines. Inks were measured for density and colour measurements followed bylight fastness test and colour measurements were repeated. Differences incolour and paper properties are compared with multi-criteria decision makingmethods and given graphically. The optimal paper was selected using the TOPSIS (Techniquefor Order Preference by Similarity to Ideal Solutions) method, which is amulti-criteria decision-making method for choosing the most appropriate paperfor production. 633805
- Published
- 2019
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