28 results on '"Martini, Barbara"'
Search Results
2. Federated Learning in Dynamic and Heterogeneous Environments: Advantages, Performances, and Privacy Problems.
- Author
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Liberti, Fabio, Berardi, Davide, and Martini, Barbara
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ARTIFICIAL intelligence ,MACHINE learning ,FEDERATED learning ,DATA privacy ,COMMUNICATION infrastructure - Abstract
Federated Learning (FL) represents a promising distributed learning methodology particularly suitable for dynamic and heterogeneous environments characterized by the presence of Internet of Things (IoT) devices and Edge Computing infrastructures. In this context, FL allows you to train machine learning models directly on edge devices, mitigating data privacy concerns and reducing latency due to transmitting data to central servers. However, the heterogeneity of computational resources, the variability of network connections, and the mobility of IoT devices pose significant challenges to the efficient implementation of FL. This work explores advanced techniques for dynamic model adaptation and heterogeneous data management in edge computing scenarios, proposing innovative solutions to improve the robustness and efficiency of federated learning. We present an innovative solution based on Kubernetes which enables the fast application of FL models to Heterogeneous Architectures. Experimental results demonstrate that our proposals can improve the performance of FL in IoT and edge environments, offering new perspectives for the practical implementation of decentralized intelligent systems. [ABSTRACT FROM AUTHOR]
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- 2024
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3. Experimental Evaluation of an IoT-Based Platform for Maritime Transport Services
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Noto, Sandro, primary, Gharbaoui, Molka, additional, Falcitelli, Mariano, additional, Martini, Barbara, additional, Castoldi, Piero, additional, and Pagano, Paolo, additional
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- 2023
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4. NFV-SDN Doctoral Symposium
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Gedia, Dewang, Martini, Barbara, Parzyjegla, Helge, Caltais, Georgiana, Cerroni, Walter, Contoli, Chiara, Dusia, Ayush, Faynberg, Igor, Gharbaoui, Molka, Alex Lachos Perez, Danny, Meuser, Tobias, De La Oliva, Antonio, Olmezoglu, Can, Razo, Miguel, Schembra, Giovanni, Salsano, Stefano, Tutschku, Kurt, Zhang, Yang, Gedia, Dewang, Martini, Barbara, Parzyjegla, Helge, Caltais, Georgiana, Cerroni, Walter, Contoli, Chiara, Dusia, Ayush, Faynberg, Igor, Gharbaoui, Molka, Alex Lachos Perez, Danny, Meuser, Tobias, De La Oliva, Antonio, Olmezoglu, Can, Razo, Miguel, Schembra, Giovanni, Salsano, Stefano, Tutschku, Kurt, and Zhang, Yang
- Abstract
We are pleased to welcome you to the 3rd symposium dedicated to PhD students which is taking place during the 8th IEEE NFV-SDN conference. The NFV-SDN Doctoral Symposium is committed to fostering collaboration amongst PhD students and experts from all communities researching and working in the areas of Network Function Virtualization (NFV) and Software Defined Networks (SDN). It offers a unique opportunity for PhD students to present their latest research results, discuss new research ideas, and to gather valuable expert feedback on their work from experienced researchers from both industry and academia. Moreover, it is a place for mentoring and to get in touch with student peers working in the same field., Editorial
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- 2022
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5. Return to Play after SARS-CoV-2 Infection in Competitive Athletes of Distinct Sport Disciplines in Italy: A FMSI (Italian Federation of Sports Medicine) Study
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Casasco, Maurizio, primary, Iellamo, Ferdinando, additional, Scorcu, Marco, additional, Parisi, Attilio, additional, Tavcar, Irena, additional, Brugin, Erica, additional, Martini, Barbara, additional, Fossati, Chiara, additional, and Pigozzi, Fabio, additional
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- 2022
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6. Elastic Slicing in Programmable Networks
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Turkovic, B., Nijhuis, S.H., Kuipers, F.A., Shiomoto, Kohei, Kim, Young-Tak, Rothenberg, Christian Esteve, Martini, Barbara, Oki, Eiji, Choi, Baek-Young, Kamiyama, Noriaki, and Secci, Stefano
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Emulation ,Computer science ,Network packet ,Distributed computing ,Process control ,Network topology ,Scaling ,Protocol (object-oriented programming) ,Slicing ,Networking hardware - Abstract
The concept of network slicing enables operators to provision multiple virtual networks on top of a single (shared) physical infrastructure. Adding elasticity to slicing, i.e., the ability to on-demand provision/release dedicated network resources, improves resource utilization. However, efficiently allocating and scaling slice resources, while maintaining state consistency, is challenging. Especially with P4-programmab1e network devices that process packets at Tbps speeds, controller-driven scaling of network functions would be too time-consuming, and data-plane scaling is needed. In this paper, we address this need, by developing a custom scaling protocol and framework that can consistently, with negligible delay, scale network slices and functions transparently to the slice end-users. We compare, via emulation and experiments on programmable hardware, our approach to state-of-the-art scaling techniques and demonstrate significant slice resource utilization improvements and scaling duration reductions.
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- 2021
7. P4QoS: QoS-based Packet Processing with P4
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Turkovic, B., Biswal, S., Vijay, A., Hüfner, A.E., Kuipers, F.A., Shiomoto, Kohei, Kim, Young-Tak, Rothenberg, Christian Esteve, Martini, Barbara, Oki, Eiji, Choi, Baek-Young, Kamiyama, Noriaki, and Secci, Stefano
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Memory management ,business.product_category ,business.industry ,Network packet ,Computer science ,Quality of service ,Packet processing ,Overhead (computing) ,Network switch ,Throughput ,business ,Network topology ,Computer network - Abstract
Networks often need to concurrently process mil- lions of flows with varying Quality-of-Service (QoS) require- ments. Doing so by deploying flow-specific rules at network nodes would require significant memory and overhead.In this paper, we take a fundamentally different approach, called P4QoS, by embedding QoS requirements in the packets themselves and leveraging P4-programmable network switches to process the traffic based on them. We illustrate and evaluate our approach with latency as our QoS metric, but our concept can be applied to other metrics as well. Our evaluation, both in software (Mininet) and in hardware (Intel Tofino), shows that P4QoS can satisfy application-specific QoS requirements with negligible memory overhead.
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- 2021
8. The Resilience of a Tourist Destination: Seismic Risk Perception by Tourism Operators in the Etna Area, Italy
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Platania, Marco and Martini, Barbara
- Published
- 2021
9. Adaptive and Application-agnostic Caching in Service Meshes for Resilient Cloud Applications
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Shiomoto, Kohei, Kim, Young-Tak, Rothenberg, Christian Esteve, Martini, Barbara, Oki, Eiji, Choi, Baek-Young, Kamiyama, Noriaki, Secci, Stefano, Larsson, Lars, Tärneberg, William, Klein, Cristian, Kihl, Maria, Elmroth, Erik, Shiomoto, Kohei, Kim, Young-Tak, Rothenberg, Christian Esteve, Martini, Barbara, Oki, Eiji, Choi, Baek-Young, Kamiyama, Noriaki, Secci, Stefano, Larsson, Lars, Tärneberg, William, Klein, Cristian, Kihl, Maria, and Elmroth, Erik
- Abstract
Service meshes factor out code dealing with inter-micro-service communication. The overall resilience of a cloud application is improved if constituent micro-services return stale data, instead of no data at all. This paper proposes and implements application agnostic caching for micro services. While caching is widely employed for serving web service traffic, its usage in inter-micro-service communication is lacking. Micro-services responses are highly dynamic, which requires carefully choosing adaptive time-to-life caching algorithms. Our approach is application agnostic, is cloud native, and supports gRPC. We evaluate our approach and implementation using the micro-service benchmark by Google Cloud called Hipster Shop. Our approach results in caching of about 80% of requests. Results show the feasibility and efficiency of our approach, which encourages implementing caching in service meshes. Additionally, we make the code, experiments, and data publicly available.
- Published
- 2021
10. Performance Isolation for Network Slices in Industry 4.0: The 5Growth Approach
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Chang, Chia-Yu, primary, Ruiz, Teresa Giner, additional, Paolucci, Francesco, additional, Jimenez, Manuel A., additional, Sacido, Javier, additional, Papagianni, Chrysa, additional, Ubaldi, Fabio, additional, Scano, Davide, additional, Gharbaoui, Molka, additional, Giorgetti, Alessio, additional, Valcarenghi, Luca, additional, Tomakh, Konstantin, additional, Boddi, Andrea, additional, Caparros, Agustin, additional, Pergolesi, Matteo, additional, and Martini, Barbara, additional
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- 2021
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11. DOES GENDER MATTER FOR RELATED AND UNRELATED VARIETY? A SECTORAL, SPATIO-TEMPORAL ANALYSIS FOR THE ITALIAN PROVINCES.
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Martini, Barbara
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GENDER nonconformity ,GENDER ,LABOR market ,PROVINCES - Abstract
The paper investigates if and how knowledge spills between and within sectors when gender is considered. The data show that females and males are concentrated in different sectors. This different concentration can be a source of different proximity and cognitive distance between gender, and, therefore, the knowledge spillovers can be hindered by this different distribution due to the "gender barriers". Furthermore, they have different skills and capabilities that can impact skill relatedness connectivity. This "gender diversity" can make the labour market stickier and more polarized. Another two dimensions will be considered: sector composition and spatial spillovers. The latter aims to investigate if and how spatial units under consideration (provinces) are affected by their neighbors and vice versa. An SDM (Spatial Durbin Model) will capture the spatial spillovers. The analysis will be carried out at the Italian provincial level over 2012-2017. The results highlight that labour growth can be influenced by gender distribution within and between industries. [ABSTRACT FROM AUTHOR]
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- 2022
12. Pushing Forward Security in Network Slicing by Leveraging Continuous Usage Control
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Martini, Barbara, primary, Mori, Paolo, additional, Marino, Francesco, additional, Saracino, Andrea, additional, Lunardelli, Alessio, additional, Marra, Antonio La, additional, Martinelli, Fabio, additional, and Castoldi, Piero, additional
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- 2020
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13. Resource orchestration of 5G transport networks for vertical industries
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Antevski, Kiril, Martín-Pérez, Jorge, Molner, Nuria, Chiasserini, Carla Fabiana, Malandrino, Francesco, Frangoudis, Pantelis A, Ksentini, Adlen, Li, Xi, Salvat, Josep Xavier, Martinez, Ricardo, Pascual, Iñaki, Mangues-Bafalluy, Josep, Baranda, Jorge, Martini, Barbara, Antevski, Kiril, Martín-Pérez, Jorge, Molner, Nuria, Chiasserini, Carla Fabiana, Malandrino, Francesco, Frangoudis, Pantelis A, Ksentini, Adlen, Li, Xi, Salvat, Josep Xavier, Martinez, Ricardo, Pascual, Iñaki, Mangues-Bafalluy, Josep, Baranda, Jorge, and Martini, Barbara
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Network slicing, resource orchestration, resource federation, system architecture, algorithms - Published
- 2018
14. Service orchestration and federation for verticals
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Li, XI, Mangues-Bafalluy, Josep, Inaki, Pascual, Landi, Giada, Moscatelli, Francesca, Valcarenghi, Luca, Martini, Barbara, Ksentini, Adlen et al., Li, XI, Mangues-Bafalluy, Josep, Inaki, Pascual, Landi, Giada, Moscatelli, Francesca, Valcarenghi, Luca, Martini, Barbara, and Ksentini, Adlen et al.
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network slicing, service orchestration, federation - Published
- 2018
15. 5G mobile transport and computing platform for verticals
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Iovanna, Paola, Pepe, Teresa, Moscatelli, F, Chiasserini, Carla-Fabiana, Casetti, Claudio E, Valcarenghi, Luca, Martini, Barbara, Li, Xi, Guerrero, Carmen, Ksentini, Adlen, Mangues-Bafalluy, Josep, Zennaro, Giuliana, Iovanna, Paola, Pepe, Teresa, Moscatelli, F, Chiasserini, Carla-Fabiana, Casetti, Claudio E, Valcarenghi, Luca, Martini, Barbara, Li, Xi, Guerrero, Carmen, Ksentini, Adlen, Mangues-Bafalluy, Josep, and Zennaro, Giuliana
- Published
- 2018
16. Orchestrating Inter-DC Quality-Enabled VNFFG Services in Packet / Flexi-Grid Optical Networks
- Author
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Fichera, Silvia, Martínez, Ricardo, Casellas, Ramon, Martini, Barbara, Vilalta, Ricard, Muñoz, Raül, and Castoldi, Piero
- Abstract
Network Services (NSs) to be supported over the upcoming 5G infrastructure are envisioned to be very heterogeneous demanding different network functions (NFs) such as Deep Packet Inspection, mobile Evolve Packet Core functions, etc. with various levels of QoS (in terms of bandwidth, latency, etc.). To this end, virtualization techniques as being defined by ETSI Network Function Virtualization (NFV) architecture provides an appealing framework and context where effectively deploying such NSs. Specifically, NFV virtualizes NFs over general-purpose servers hosted in datacenters (DCs). DCs may have different size (in terms of the equipped IT resources) which can be located at different geographical locations being inter-connected via a Wide Area Network (WAN) infrastructure. Those NFs to be deployed in DCs are commonly referred to as Virtual Network Functions (VNFs). In general, specific NSs may require that a number of VNFs deployed potentially in different DCs are sequenced to form the entire targeted service. The selection criteria to choose the DCs where the NS’VNFs are instantiated is diverse, mostly depending on the NS requirements and/or an adopted policy/strategy of the cloud/network operator. For the sake of completeness, such criteria may aim at selecting DCs which minimize the end-to-end latency of the demanded NSs, attain an efficient utilization of the cloud resources (e.g.,load balancing), etc. The ordered set of VNFs and their connectivity constituting NSs is commonly termed as VNF Forwarding Graphs (VNFFG) [1].
- Published
- 2018
17. R. Guerzoni et al
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Guerzoni, Riccardo, Vaishnavi, Ishan, Pérez Caparrós, David, Galis, Alex, Tusa, Francesco, Monti, Paolo, Sganbelluri, Andrea, Biczók, Gergely, Sonkoly, Balasz, Toka, Laszlo, Ramos, Aurora, Melián, Javier, Dugeon, Olivier, Cugini, Filippo, Martini, Barbara, Iovanna, Paola, Giuliani, Giovanni, Figueiredo, Ricardo, Contreras Murillo, Luis Miguel, Bernardos Cano, Carlos Jesús, Santana Casillas, Cristina, Szabo, Robert, and European Commission
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SDN ,NFV ,Telecomunicaciones ,E2E orchestration ,End-to-end service orchestration ,5G networks - Abstract
Over the last couple of years, industry operators' associations issued requirements towards an end-to-end management and orchestration plane for 5G networks. Consequently, standard organisations started their activities in this domain. This article provides an analysis and an architectural survey of these initiatives and of the main requirements, proposes descriptions for the key concepts of domain, resource and service slicing, end-to-end orchestration and a reference architecture for the end-to-end orchestration plane. Then, a set of currently available or under development domain orchestration frameworks are mapped to this reference architecture. These frameworks, meant to provide coordination and automated management of cloud and networking resources, network functions and services, fulfil multi-domain (i.e. multi-technology and multi-operator) orchestration requirements, thus enabling the realisation of an end-to-end orchestration plane. Finally, based on the analysis of existing single-domain and multi-domain orchestration components and requirements, this paper presents a functional architecture for the end-to-end management and orchestration plane, paving the way to its full realisation. This work was partially supported by the ICT14 5GExchange (5GEx) innovation project (grant agreement no.671636) co-funded by the European Union under the Horizon 2020 EU Framework Programme. Publicado
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- 2017
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18. Case study : 'Torino Mad Pride': a cultural initiative developed by users/survivors of mental health services and the associate project 'Lunatics at piecework'
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Martini, Barbara and Fioritti, Angelo
- Subjects
Inserção Laboral ,Stigma ,Mental Health ,Ciências Médicas ,Consumidor/Utente de Serviço/Sobrevivent ,Job Placement ,Saúde Mental ,Consumer/Service User/Survivor ,Mad Pride ,Estigma - Abstract
RESUMO: “Torino Mad Pride” e “Lunatics at Piecework” são duas iniciativas organizadas, seguindo caminhos informais, por um grupo de consumidores/sobreviventes, independentes da Saúde Mental ou outras instituições. Isso os torna únicas no panorama dos movimentos de consumidores locais, ocupados por profissionais e familiares em importantes funções. O objetivo é dar suporte às pessoas afetadas por mal-estar psiquiátrico e organizar iniciativas para combater o estigma. O cerne da ideia de S., que durante uma fase de delírio maníaco viu uma multidão de pessoas reunir-se nas ruas da cidade, seguindo-o. Originalmente, ele apenas queria fazer um filme baseado nessa ideia, para apresentar em festivais de cinema. A partir desse núcleo, desenvolveu-se uma ideia mais complexa e a primeira parada “Torino Mad Pride” foi organizada. Foi em junho de 2011, muita gente envolvida (utentes dos serviços, trabalhadores da área da saúde mental, familiares, organização de utentes, etc.). A participação popular foi inesperada e até o prefeito da cidade participou. Com o tempo, a ideia evoluiu, o projeto “Lunatics at Piecework” (o embrião de uma cooperativa “informal” envolvendo cerca de trinta pessoas em trabalhos temporários) começou a tomar forma, a parada anual tem sido regularmente organizada, e uma revista dedicada a artigos sobre tópicos relacionados com Saúde Mental tem sido irregularmente publicada. Em novembro de 2014 alguns membros da “Lunatics at Piecework” contataram-me, como a Diretora da Unidade de Integração Profissional do Departamento de Saúde Mental do local onde eu trabalhava, para discutir uma parceria, em termos de suporte financeiro por intermédio da concessão de subsídios para dar vida a uma cooperativa social, e para apontar a “Lunatics at Piecework” para realização de trabalhos em favor dos pacientes sob a responsabilidade do Departamento de Saúde Mental (mudança de casa, pequenas remodelações, etc.). Este estudo revisita a história de tais projetos, coligida das vozes dos principais participantes e de importantes espectadores e analisa as razões dos seus altos e baixos e as dificuldades atuais, bem como o que deveria ser feito para dar a estes projetos novas energias. ABSTRACT: “Torino Mad Pride” and “Lunatics at Piecework” are two initiatives put in place following informal paths by a group of consumers/survivors, independent from the Mental Health or other institutions. This renders them unique in the panorama of the local consumers movements that see in prominent roles professionals or family members. They aim to give support to people affected by psychic “malaise” and organize initiatives to fight stigma. They stem from the idea of S., who during a manic delusional phase saw masses of people gathering in the streets of the city following him. Originally, he only wanted to make a movie out of this idea, to present to film festivals. Then a more complex idea took shape, and the first Torino Mad Pride parade was organized. It was June 2011, a lot of people were involved (service users, mental health workers, family members, users’ organizations, etc.). The participation was unexpected, and even the mayor of town paraded. With time the idea has evolved, the “Lunatics at Piecework” project (the embryo of an “informal” cooperative involving about thirty people in temporary jobs) has taken on legs, the annual parade has been regularly organised, a magazine dedicated to writings on topics related to mental health has been irregularly released. In November 2014 some members of LaP contacted me as the director of the Job Placement Unit of the Mental Health Department where I worked, to discuss a collaboration in terms of financial support through the assignment of grants to give life to a social cooperative, and of appointment of LaP to create jobs in favour of patients in charge of the Mental Health Department (house removals, minor refurbishments, etc.) This study revisits the history of these projects, collected from the voices of the key players and of some significant bystanders, and analyses the reasons behind the ups and downs and the present difficulties, and what should be done to give the projects new energies.
- Published
- 2016
19. SPATIO-TEMPORAL ANALYSIS OF RESILIENCE DURING THE GREAT RECESSION. THE CASE OF ITALY.
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Martini, Barbara and Platania, Marco
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REGIONAL disparities ,ECONOMIC shock ,RECESSIONS - Abstract
The 2007 economic shock had a strong impact in Italy, hampering the efforts to reduce the regional disparities. Using the concept of resilience, the aim of the paper is twofold: first, to explore the resilience regional determinants; second, using a spatio-temporal approach, to analyze if resilience is not only a regional attribute, but also a process influenced by the geographical localization. Results highlight that Italy is polarized in two clusters: the first one composed by resilient regions and a second one grouping the non-resilient regions. The first one, the more dynamic, has been able to resist and recover after the shock, while the latter one has been trapped in a less dynamic and less competitive socio-economic model. This polarization not only remains after the shock, but it becomes stronger. [ABSTRACT FROM AUTHOR]
- Published
- 2019
20. A Service-Oriented Approach for Dynamic Chaining of Virtual Network Functions over Multi-Provider Software-Defined Networks
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Martini, Barbara, primary and Paganelli, Federica, additional
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- 2016
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21. Cultural Heritage and the governance of the UNESCO sites of Campania
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Martini, Barbara
- Subjects
ddc:330 ,Settore SECS-P/02 - Politica Economica - Abstract
The 'good tourism' is capable of generating development in terms of cohesion and sustainability in the territory where it is located. The literature for a long period, has considered the good tourisms in the same way as all other goods. The aim of this study is to demonstrate that by using a different definition of 'good tourism', Cultural Heritage, and appropriate mechanisms for management of the 'Great Cultural Attractions', territorial governance, it is possible to exploit the full potential of the asset. The territorial governance model proposed is bottom-up which includes the participation of all stakeholders in the area will be applied to the Campania Region which has five UNESCO sites. This approach should be able to create a virtuous cycle of growth in the region.
- Published
- 2011
22. Context-aware service composition and delivery in NGSONs over SDN
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Paganelli, Federica, primary, Ulema, Mehmet, additional, and Martini, Barbara, additional
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- 2014
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23. Optical Core Networks Research in the e-Photon-ONe+ project
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Grupo de Ingeniería Telemática (GIT), Callegati, Franco, Ghobril, Paul, Gunreben, Sebastian, López Álvarez, Victor, Martini, Barbara, Pavón Mariño, Pablo, Szigeti, János, Perényi, Marcell, Sengezer, Namik, Staessens, Dimitri, Tornatore, Massimo, Cugini, Filippo, Grupo de Ingeniería Telemática (GIT), Callegati, Franco, Ghobril, Paul, Gunreben, Sebastian, López Álvarez, Victor, Martini, Barbara, Pavón Mariño, Pablo, Szigeti, János, Perényi, Marcell, Sengezer, Namik, Staessens, Dimitri, Tornatore, Massimo, and Cugini, Filippo
- Abstract
This paper reports a summary of the joint research activities on Optical Core Networks within the e-Photon-ONe+ project. It provides a reasonable overview of the topics considered of interest by the European research community and supports the idea of building joint research activities that can leverage on the expertise of different research groups.
- Published
- 2009
24. The Service Oriented Optical Network (SOON) project
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Martini, Barbara, Baroncelli, Fabio, Castoldi, Piero, Muchanga, Américo Francisco, Wosinska, Lena, Martini, Barbara, Baroncelli, Fabio, Castoldi, Piero, Muchanga, Américo Francisco, and Wosinska, Lena
- Abstract
The Service Oriented Optical Network is a project committed to introduce the concept of service virtualization in optical metro/core networks, by improving the Automatic Switched Transport Network (ASTN) architecture thanks to the introduction of an extra functional layer, namely Service Plane, designed according to the ITU-T Intelligent Network Conceptual Model. An implementation of the Service Plane is presented highlighting the software architecture and the technology details. In particular it is applied to a testbed that implement a VPN topology request from a client application., QC 20100913
- Published
- 2005
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25. 5GEx: realising a Europe-wide multi-domain framework for software-defined infrastructures
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Bernardos Cano, Carlos Jesús, Balazs Gero, Peter, Di Girolamo, Marco, Kern, Andras, Martini, Barbara, Vaishnavi, Ishan, and European Commission
- Subjects
Telecomunicaciones - Abstract
Market fragmentation has resulted in a multitude of network and cloud/data center operators, each focused on different countries, regions and technologies. This makes it difficult and costly to create infrastructure services spanning multiple domains, such as virtual connectivity or compute resources. In this article, we discuss the goals and work being done within the 5GEx (5G Exchange) project in realising a Europe-wide multi-domain platform. This platform aims at enabling cross-domain orchestration of services over multiple administrations or over multi-domain single administrations in the context of emerging 5G networking. The 5GEx vision is based on introducing a unification via network function virtualisation/software-defined networking compatible multi-domain orchestration for networks, clouds and services. We describe the motivation and 5GEx vision, the adopted architecture and the next steps in terms of implementation and experimentation. This work is performed in the framework of the H2020-ICT-2014 project 5GEx (Grant Agreement no. 671636), which is partially funded by the European Commission.
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26. Adaptive and Application-agnostic Caching in Service Meshes for Resilient Cloud Applications
- Author
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Erik Elmroth, Maria Kihl, Cristian Klein, Lars Larsson, William Tärneberg, Shiomoto, Kohei, Kim, Young-Tak, Rothenberg, Christian Esteve, Martini, Barbara, Oki, Eiji, Choi, Baek-Young, Kamiyama, Noriaki, and Secci, Stefano
- Subjects
Service (systems architecture) ,Computer science ,business.industry ,Distributed computing ,Containerized network functions ,Cloud computing ,Microservices ,Electrical Engineering, Electronic Engineering, Information Engineering ,computer.software_genre ,Adaptive system ,Benchmark (computing) ,Web service ,Resilience (network) ,business ,computer ,Cache algorithms ,Service-mesh - Abstract
Service meshes factor out code dealing with inter-micro-service communication. The overall resilience of a cloud application is improved if constituent micro-services return stale data, instead of no data at all. This paper proposes and implements application agnostic caching for micro services. While caching is widely employed for serving web service traffic, its usage in inter-micro-service communication is lacking. Micro-services responses are highly dynamic, which requires carefully choosing adaptive time-to-life caching algorithms. Our approach is application agnostic, is cloud native, and supports gRPC. We evaluate our approach and implementation using the micro-service benchmark by Google Cloud called Hipster Shop. Our approach results in caching of about 80% of requests. Results show the feasibility and efficiency of our approach, which encourages implementing caching in service meshes. Additionally, we make the code, experiments, and data publicly available.
- Published
- 2021
- Full Text
- View/download PDF
27. Cross-layer resource orchestration for cloud service delivery: A seamless SDN approach
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Piero Castoldi, Franco Callegati, Aldo Campi, Molka Gharbaoui, Walter Cerroni, Barbara Martini, ARAG - AREA FINANZA E PARTECIPATE, DIPARTIMENTO DI INFORMATICA - SCIENZA E INGEGNERIA, DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE 'GUGLIELMO MARCONI', SECONDA FACOLTA' DI INGEGNERIA DELL'UNIVERSITA' DI BOLOGNA CON SEDE CESENA, AREA MIN. 09 - Ingegneria industriale e dell'informazione, Da definire, Cerroni, Walter, Gharbaoui, Molka, Martini, Barbara, Campi, Aldo, Castoldi, Piero, and Callegati, Franco
- Subjects
Flexibility (engineering) ,Service (systems architecture) ,business.industry ,Computer science ,Service delivery framework ,Computer Networks and Communications ,Distributed computing ,Resource orchestration ,Cloud computing ,Anycast service model ,Service-oriented networks ,Software-defined networking ,Software deployment ,Scalability ,Service-oriented network ,Data as a service ,Orchestration (computing) ,business ,Computer network - Abstract
none 6 no One of the main challenges of cloud-based service provisioning is to deploy a coordinated control of both application- and network-layer resources in order to provide adaptive service data delivery and adequate user service experiences. In this work we propose a signaling framework architecture for cross-layer resource orchestration, where service awareness provided by session control is effectively combined with the flexibility of software-defined network control. Following a hands-on approach, the proposed solution takes advantage of existing and commonly deployed technologies aiming at an incremental deployment of the software-defined control mechanisms for the purpose of cross-functional service orchestration. The signaling framework is presented and validated through experimental activities carried out on a test-bed reproducing a realistic cloud-based service scenario. Results are compared against an analytical model that allows to investigate and quantify the sensitivity of the cloud-based service performance to the most relevant system parameters. The study demonstrates that a critical role is played by the limitations of the response time of real devices such as commercial routers, and highlights how orchestration functions can mitigate the effect of such limitations while addressing scalability of the overall system. Cerroni, Walter; Gharbaoui, Molka; Martini, Barbara; Campi, Aldo; Castoldi, Piero; Callegati, Franco Cerroni, Walter; Gharbaoui, Molka; Martini, Barbara; Campi, Aldo; Castoldi, Piero; Callegati, Franco
- Published
- 2015
28. Storia dell'alimentazione e storia dell'arte. coincidenze e divergenze tra l'Ottocento e il XXI secolo
- Author
-
Gregory, Tullio, Bray, Massimo, Capatti, Alberto, Segré, Andrea, Adinolfi, Felice, Sanseverino, Walter, Martini, Livio, CINELLI, BARBARA, Serena, Tiziana, Tullio Gregory, Massimo Bray, Alberto Capatti, Andrea Segré, Felice Adinolfi, Walter Sanseverino, Livio Martini, Barbara Cinelli, Tiziana Serena, Gregory, Tullio, Bray, Massimo, Capatti, Alberto, Segré, Andrea, Adinolfi, Felice, Sanseverino, Walter, Martini, Livio, Cinelli, Barbara, and Serena, Tiziana
- Published
- 2015
Catalog
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