Communications and processing of big data in cloud and fog computing

• Grant number: 15/24494-8
• Support type: Research Projects - Thematic Grants
• Duration: October 01, 2017 - September 30, 2022
• Field of knowledge: Physical Sciences and Mathematics - Computer Science - Computer Systems
• Cooperation agreement: MCTI/MC
• Principal researcher: Nelson Luis Saldanha da Fonseca
• Grantee: Nelson Luis Saldanha da Fonseca
• Home Institution: Instituto de Computação (IC). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil
• Pesquisadores principais: Antonio Alfredo Ferreira Loureiro ; Edmundo Roberto Mauro Madeira ; Lisandro Zambenedetti Granville ; Luis Henrique Maciel Kosmalski Costa ; Ricardo da Silva Torres
• Assoc. researchers: Alberto Egon Schaeffer Filho ; Anderson de Rezende Rocha ; Antonio Marinho Pilla Barcellos ; Christian Rodolfo Esteve Rothenberg ; Eduardo Alves Do Valle Junior ; Fabrizio Granelli ; Gustavo Bittencourt Figueiredo ; Heitor Soares Ramos Filho ; Jacques Wainer ; João Guilherme Maia de Menezes ; Kliazovich Dzmitry ; Leandro Aparecido Villas ; Liane Margarida Rockenbach Tarouco ; Lucas Francisco Wanner ; Luciano Paschoal Gaspary ; Luiz Fernando Bittencourt ; Marcos Rogério Salvador ; Miguel Elias Mitre Campista ; Noura Limam ; Pedro Braconnot Velloso ; Raouf Boutaba ; Rodrigo de Souza Couto ; Siome Klein Goldenstein
• Associated grant(s): 19/00492-7 - XXXVII Brazilian Symposium on Computer Networks and Distributed Systems, AR.BR; 19/02725-9 - An event dissemination platform for vehicular and sensor networks, AV.EXT; 18/06755-7 - Hybrid context-aware multimodal routing, AV.EXT; 18/05744-1 - Meeting delay requirements in fog computing by knowledge-defined networking, AV.EXT
• Associated scholarship(s): 21/05415-0 - Deployment of a collaborative cloud, BP.IC; 21/05416-7 - Resilience analysis of cloud orchestrators, BP.IC; 20/13676-6 - Analysis of message forwarding mechanisms for mobile delay tolerant networks, BP.IC; + associated scholarships 20/10614-0 - Data acquisition in mobile cloud computing, BP.TT; 20/11236-9 - Resilience analysis of cloud orchestrators, BP.IC; 20/11278-3 - Deployment of a collaborative cloud, BP.IC; 19/19105-3 - Dynamic vehicle cloud for autonomous vehicle application support, BP.DR; 19/22065-3 - Collecting information on sensor networks by using cellular networks, BP.TT; 18/23126-3 - Data Orchestration for Urban Computing through Fog Computing, BP.PD; 19/03268-0 - Software defined networking routing with machine learning, BP.MS; 19/04914-3 - Multipath routing in data center networks based on software-defined Networking and machine learning, BP.TT; 19/00721-6 - Task scheduling in collaborative clouds, BP.TT; 18/12447-3 - Platform for location-based user-centric service provision, BP.DR; 18/16703-4 - Vehicular cloud computing for information management in intelligent transportation systems, BP.DR; 17/25086-6 - Solutions for intelligent transportation systems based on urban computing, BP.PD - associated scholarships

Abstract

The incipient era of big data is centered on the possibility of exploiting hidden relationship from data, generating knowledge, which can benefit the several sectors of society. However, this activity brings high demanding processing and communication requirements. Moreover, the ever-increasing deployment of sensors adds new pattern of generation of data, which needs to be dealt with. To allow the evolution of big data, it is necessary to provide the infrastructure with capacity for such processing by capitalizing on new network, virtualization and cloud computing technologies. However, these technologies need also to evolve to cope with the high demands of big data processing. The aim of this research project is to promote such development to allow the evolution of big data activities. (AU)

Scientific publications

(53)

(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)

GUIMARAES PEDRONETTE, DANIEL CARLOS; VALEM, LUCAS PASCOTTI; TORRES, RICARDO DA S. A BFS-Tree of ranking references for unsupervised manifold learning. PATTERN RECOGNITION, v. 111, MAR 2021. Web of Science Citations: 0.

GUEVARA, JUDY C.; DA FONSECA, NELSON L. S. Task scheduling in cloud-fog computing systems. PEER-TO-PEER NETWORKING AND APPLICATIONS, JAN 2021. Web of Science Citations: 0.

NETO, JOAO BATISTA PINTO; GOMES, LUCAS DE CARVALHO; CAMPISTA, MIGUEL ELIAS MITRE; COSTA, LUIS HENRIQUE MACIEL KOSMALSKI. An Accurate GNSS-Based Redundant Safe Braking System for Urban Elevated Rail Maglev Trains. INFORMATION, v. 11, n. 11 NOV 2020. Web of Science Citations: 0.

DE SOUSA, RONIEL S.; BOUKERCHE, AZZEDINE; LOUREIRO, ANTONIO A. F. Vehicle Trajectory Similarity: Models, Methods, and Applications. ACM COMPUTING SURVEYS, v. 53, n. 5 OCT 2020. Web of Science Citations: 0.

DIAS, DANIELLE; DIAS, ULISSES; MENINI, NATHALIA; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC; TORRES, RICARDO DA S. Image-Based Time Series Representations for Pixelwise Eucalyptus Region Classification: A Comparative Study. IEEE Geoscience and Remote Sensing Letters, v. 17, n. 8, p. 1450-1454, AUG 2020. Web of Science Citations: 1.

CELES, CLAYSON; BOUKERCHE, AZZEDINE; LOUREIRO, ANTONIO A. F. From Mobility Traces to Knowledge: Design Guidance for Intelligent Vehicular Networks. IEEE NETWORK, v. 34, n. 4, p. 227-233, JUL-AUG 2020. Web of Science Citations: 0.

CHANTRE, HERNANI D.; SALDANHA DA FONSECA, NELSON LUIS. The Location Problem for the Provisioning of Protected Slices in NFV-Based MEC Infrastructure. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, v. 38, n. 7, p. 1505-1514, JUL 2020. Web of Science Citations: 0.

CRUZ, PEDRO; COUTO, RODRIGO S.; COSTA, LUIS HENRIQUE M. K.; FLADENMULLER, ANNE; DE AMORIM, MARCELO DIAS. Per-Vehicle Coverage in a Bus-Based General-Purpose Sensor Network. IEEE WIRELESS COMMUNICATIONS LETTERS, v. 9, n. 7, p. 1019-1022, JUL 2020. Web of Science Citations: 0.

FADEL, SAMUEL G.; TORRES, RICARDO DA S. Neural relational inference for disaster multimedia retrieval. MULTIMEDIA TOOLS AND APPLICATIONS, v. 79, n. 35-36 JUL 2020. Web of Science Citations: 0.

FERREIRA, ANA ELISA; ORTIZ, FERNANDO M.; COSTA, LUIS HENRIQUE M. K.; FOUBERT, BRANDON; AMADOU, IBRAHIM; MITTON, NATHALIE. A study of the LoRa signal propagation in forest, urban, and suburban environments. ANNALS OF TELECOMMUNICATIONS, v. 75, n. 7-8, SI JUL 2020. Web of Science Citations: 0.

DE SOUSA, RONIEL S.; BOUKERCHE, AZZEDINE; LOUREIRO, ANTONIO A. F. A distributed and low-overhead traffic congestion control protocol for vehicular ad hoc networks. COMPUTER COMMUNICATIONS, v. 159, p. 258-270, JUN 1 2020. Web of Science Citations: 0.

GUEVARA, JUDY C.; TORRES, RICARDO DA S.; DA FONSECA, NELSON L. S. On the classification of fog computing applications: A machine learning perspective. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, v. 159, JUN 1 2020. Web of Science Citations: 0.

DE ALMEIDA, THALES TEIXEIRA; RIBEIRO JUNIOR, JOSE GERALDO; CAMPISTA, MIGUEL ELIAS M.; COSTA, LUIS HENRIQUE M. K. Wi-Fi Direct Performance Evaluation for V2P Communications. JOURNAL OF SENSOR AND ACTUATOR NETWORKS, v. 9, n. 2 JUN 2020. Web of Science Citations: 0.

PINTO NETO, JOAO B.; GOMES, LUCAS C.; ORTIZ, FERNANDO M.; ALMEIDA, THALES T.; CAMPISTA, MIGUEL ELIAS M.; COSTA, LUIS HENRIQUE M. K.; MITTON, NATHALIE. An accurate cooperative positioning system for vehicular safety applications. COMPUTERS & ELECTRICAL ENGINEERING, v. 83, MAY 2020. Web of Science Citations: 1.

SILVA, EWERTON; TORRES, RICARDO S.; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; SILVA, THIAGO S. F. A Change-Driven Image Foveation Approach for Tracking Plant Phenology. REMOTE SENSING, v. 12, n. 9 MAY 2020. Web of Science Citations: 0.

CRUZ, PEDRO; COUTO, RODRIGO S.; COSTA, LUIS HENRIQUE M. K.; FLADENMULLER, ANNE; DE AMORIM, MARCELO DIAS. A delay-aware coverage metric for bus-based sensor networks. COMPUTER COMMUNICATIONS, v. 156, p. 192-200, APR 15 2020. Web of Science Citations: 0.

FERREIRA, ANA ELISA; ORTIZ, FERNANDO MOLANO; DE ALMEIDA, THALES TEIXEIRA; COSTA, LUIS HENRIQUE M. K. A Visitor Assistance System Based on LoRa for Nature Forest Parks. ELECTRONICS, v. 9, n. 4 APR 2020. Web of Science Citations: 0.

PISANI, FLAVIA; PASCOTTI VALEM, LUCAS; GUIMARAES PEDRONETTE, DANIEL CARLOS; DA S. TORRES, RICARDO; BORIN, EDSON; BRETERNITZ, MAURICIO. A unified model for accelerating unsupervised iterative re-ranking algorithms. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, v. 32, n. 14 MAR 2020. Web of Science Citations: 0.

ESTRADA-SOLANO, FELIPE; CAICEDO, OSCAR M.; DA FONSECA, NELSON L. S. NELLY: Flow Detection Using Incremental Learning at the Server Side of SDN-Based Data Centers. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, v. 16, n. 2, p. 1362-1372, FEB 2020. Web of Science Citations: 2.

OLIVEIRA, HELDER M. N. S.; DA FONSECA, NELSON L. S. Protection in elastic optical networks using Failure-Independent Path Protecting p-cycles. Optical Switching and Networking, v. 35, JAN 2020. Web of Science Citations: 0.

CAMPANA, JOSE L. FLORES; PINTO, ALLAN; CORDOVA NEIRA, MANUEL ALBERTO; LORGUS DECKER, LUIS GUSTAVO; SANTOS, ANDREZA; CONCEICAO, JHONATAS S.; TORRES, RICARDO DA SILVA. On the Fusion of Text Detection Results: A Genetic Programming Approach. IEEE ACCESS, v. 8, p. 81257-81270, 2020. Web of Science Citations: 0.

CORDOVA, MANUEL; PINTO, ALLAN; PEDRINI, HELIO; TORRES, RICARDO DA SILVA. Pelee-Text plus plus : A Tiny Neural Network for Scene Text Detection. IEEE ACCESS, v. 8, p. 223172-223188, 2020. Web of Science Citations: 0.

DIAS, DANIELLE; PINTO, ALLAN; DIAS, ULISSES; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC; TORRES, RICARDO DA S. A Multirepresentational Fusion of Time Series for Pixelwise Classification. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 13, p. 4399-4409, 2020. Web of Science Citations: 0.

GUIDONI, DANIEL L.; MAIA, GUILHERME; SOUZA, FERNANDA S. H.; VILLAS, LEANDRO A.; LOUREIRO, ANTONIO A. F. Vehicular Traffic Management Based on Traffic Engineering for Vehicular Ad Hoc Networks. IEEE ACCESS, v. 8, p. 45167-45183, 2020. Web of Science Citations: 0.

WERNECK, RAFAEL DE OLIVEIRA; RAVEAUX, ROMAIN; TABBONE, SALVATORE; TORRES, RICARDO DA SILVA. Learning cost function for graph classification with open-set methods. PATTERN RECOGNITION LETTERS, v. 128, p. 8-15, DEC 1 2019. Web of Science Citations: 1.

GUIMARAES PEDRONETTE, DANIEL CARLOS; VALEM, LUCAS PASCOTTI; ALMEIDA, JURANDY; TONES, RICARDO DA S. Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold Ranking. IEEE Transactions on Image Processing, v. 28, n. 12, p. 5824-5838, DEC 2019. Web of Science Citations: 0.

MUNOZ, JAVIER VARGAS; GONCALVES, MARCOS A.; DIAS, ZANONI; TORRES, RICARDO DA S. Hierarchical Clustering-Based Graphs for Large Scale Approximate Nearest Neighbor Search. PATTERN RECOGNITION, v. 96, DEC 2019. Web of Science Citations: 0.

FERREIRA GOMES, LUIZ ALBERTO; TORRES, RICARDO DA SILVA; CORTES, MARIO LTICIO. Bug report severity level prediction in open source software: A survey and research opportunities. INFORMATION AND SOFTWARE TECHNOLOGY, v. 115, p. 58-78, NOV 2019. Web of Science Citations: 0.

FORERO, FELIPE; PENA, NESTOR M.; DA FONSECA, NELSON L. S. Latency Reduction in Probabilistic Broadcast Protocols for Ad Hoc Networks. IEEE WIRELESS COMMUNICATIONS LETTERS, v. 8, n. 4, p. 1268-1271, AUG 2019. Web of Science Citations: 0.

DA SILVA, RODRIGO A. C.; DA FONSECA, NELSON L. S. On the Location of Fog Nodes in Fog-Cloud Infrastructures. SENSORS, v. 19, n. 11 JUN 1 2019. Web of Science Citations: 3.

FORERO R, FELIPE; PENA, NESTOR M.; DA FONSECA, NELSON L. S. Geometric aspects of probabilistic broadcasting in ad hoc networks. Ad Hoc Networks, v. 87, p. 146-156, MAY 1 2019. Web of Science Citations: 1.

UCHOA MAIA RODRIGUES, DANIELE C.; MOURA, FELIPE A.; CUNHA, SERGIO AUGUSTO; TORRES, RICARDO DA S. Graph visual rhythms in temporal network analyses. GRAPHICAL MODELS, v. 103, MAY 2019. Web of Science Citations: 0.

CELES, CLAYSON; BOUKERCHE, AZZEDINE; LOUREIRO, ANTONIO A. F. Crowd Management: A New Challenge for Urban Big Data Analytics. IEEE COMMUNICATIONS MAGAZINE, v. 57, n. 4, p. 20-25, APR 2019. Web of Science Citations: 0.

OLIVEIRA, ALBERTO; OAKLEY, ERIC; TORRES, RICARDO DA SILVA; ROCHA, ANDERSON. Relevance prediction in similarity-search systems using extreme value theory. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 60, p. 236-249, APR 2019. Web of Science Citations: 0.

OLIVEIRA, HELDER M. N. S.; DA FONSECA, NELSON L. S. Routing, spectrum and core assignment algorithms for protection of space division multiplexing elastic optical networks. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, v. 128, p. 78-89, FEB 15 2019. Web of Science Citations: 1.

MELO DE OLIVEIRA SANTOS, CECILIA LIRA; CAMARGO LAMPARELLI, RUBENS AUGUSTO; DANTAS ARAUJO FIGUEIREDO, GLEYCE KELLY; DUPUY, STEPHANE; BOURY, JULIE; DOS SANTOS LUCIANO, ANA CLAUDIA; TORRES, RICARDO DA SILVA; LE MAIRE, GUERRIC. Classification of Crops, Pastures, and Tree Plantations along the Season with Multi-Sensor Image Time Series in a Subtropical Agricultural Region. REMOTE SENSING, v. 11, n. 3 FEB 1 2019. Web of Science Citations: 3.

RETTORE, PAULO H.; MAIA, GUILHERME; VILLAS, LEANDRO A.; LOUREIRO, ANTONIO A. E. Vehicular Data Space: The Data Point of View. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, v. 21, n. 3, p. 2392-2418, 2019. Web of Science Citations: 0.

MOURA, PEDRO M.; DA FONSECA, NELSON L. S. Routing, Core, Modulation Level, and Spectrum Assignment Based on Image Processing Algorithms. JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING, v. 10, n. 12, p. 947-958, DEC 2018. Web of Science Citations: 0.

RODRIGUES, DIEGO O.; BOUKERCHE, AZZEDINE; SILVA, THIAGO H.; LOUREIRO, ANTONIO A. F.; VILLAS, LEANDRO A. Combining taxi and social media data to explore urban mobility issues. COMPUTER COMMUNICATIONS, v. 132, p. 111-125, NOV 2018. Web of Science Citations: 0.

CHANTRE, HERNANI D.; DA FONSECA, NELSON L. S. Multi-Objective Optimization for Edge Device Placement and Reliable Broadcasting in 5G NFV-Based Small Cell Networks. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, v. 36, n. 10, p. 2304-2317, OCT 2018. Web of Science Citations: 1.

COUTINHO, RODOLFO W. L.; BOUKERCHE, AZZEDINE; LOUREIRO, ANTONIO A. F. Design Guidelines for Information-Centric Connected and Autonomous Vehicles. IEEE COMMUNICATIONS MAGAZINE, v. 56, n. 10, p. 85-91, OCT 2018. Web of Science Citations: 5.

DIAS, DANIEL SOUZA; COSTA, LUIS HENRIQUE M. K.; DE AMORIM, MARCELO DIAS. Data offloading capacity in a megalopolis using taxis and buses as data carriers. VEHICULAR COMMUNICATIONS, v. 14, p. 80-96, OCT 2018. Web of Science Citations: 1.

ESMAEL, AGNALDO APARECIDO; DOS SANTOS, JEFERSSON ALEX; TORRES, RICARDO DA SILVA. On the ensemble of multiscale object-based classifiers for aerial images: a comparative study. MULTIMEDIA TOOLS AND APPLICATIONS, v. 77, n. 19, p. 24565-24592, OCT 2018. Web of Science Citations: 0.

COUTO, RODRIGO S.; SADOK, HUGO; CRUZ, PEDRO; DA SILVA, FELIPE F.; SCIAMMARELLA, TATIANA; CAMPISTA, MIGUEL ELIAS M.; COSTA, LUIS HENRIQUE M. K.; VELLOSO, PEDRO B.; RUBINSTEIN, MARCELO G. Building an IaaS cloud with droplets: a collaborative experience with OpenStack. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, v. 117, p. 59-71, SEP 1 2018. Web of Science Citations: 0.

CRUZ, PEDRO; DA SILVA, FELIPE F.; PACHECO, ROBERTO G.; COUTO, RODRIGO S.; VELLOSO, PEDRO B.; CAMPISTA, MIGUEL ELIAS M.; COSTA, LUIS HENRIQUE M. K. SensingBus: Using Bus Lines and Fog Computing for Smart-Sensing the City. IEEE CLOUD COMPUTING, v. 5, n. 5, p. 58-69, SEP-OCT 2018. Web of Science Citations: 0.

LIBORIO LIMA DO NASCIMENTO, PEDRO PAULO; LINO KIMURA, BRUNO YUJI; GUIDONI, DANIEL LUDOVICO; VILLAS, LEANDRO APARECIDO. An Integrated Dead Reckoning with Cooperative Positioning Solution to Assist GPS NLOS Using Vehicular Communications. SENSORS, v. 18, n. 9 SEP 2018. Web of Science Citations: 1.

NOGUEIRA, KEILLER; FADEL, SAMUEL G.; DOURADO, ICARO C.; WERNECK, RAFAEL DE O.; MUNOZ, V, JAVIER A.; PENATTI, OTAVIO A. B.; CALUMBY, RODRIGO T.; LI, LIN TZY; DOS SANTOS, JEFERSSON A.; TORRES, RICARDO DA S. Exploiting ConvNet Diversity for Flooding Identification. IEEE Geoscience and Remote Sensing Letters, v. 15, n. 9, p. 1446-1450, SEP 2018. Web of Science Citations: 8.

OLIVEIRA, HELDER M. N. S.; DA FONSECA, NELSON L. S. Protection, Routing, Modulation, Core, and Spectrum Allocation in SDM Elastic Optical Networks. IEEE COMMUNICATIONS LETTERS, v. 22, n. 9, p. 1806-1809, SEP 2018. Web of Science Citations: 3.

MARIANO, GREICE C.; STAGGEMEIER, VANESSA G.; CERDEIRA MORELLATO, LEONOR PATRICIA; TORRES, RICARDO DA S. Multivariate cyclical data visualization using radial visual rhythms: A case study in phenology analysis. ECOLOGICAL INFORMATICS, v. 46, p. 19-35, JUL 2018. Web of Science Citations: 2.

CRUZ CAMINHA, PEDRO HENRIQUE; COUTO, RODRIGO DE SOUZA; MACIEL KOSMALSKI COSTA, LUIS HENRIQUE; FLADENMULLER, ANNE; DE AMORIM, MARCELO DIAS. On the Coverage of Bus-Based Mobile Sensing. SENSORS, v. 18, n. 6 JUN 2018. Web of Science Citations: 1.

CHANTRE, HERNANI D.; DA FONSECA, NELSON L. S. Reliable Broadcasting in 5G NFV-Based Networks. IEEE COMMUNICATIONS MAGAZINE, v. 56, n. 3, p. 218-224, MAR 2018. Web of Science Citations: 3.

CORDOVA NEIRA, MANUEL ALBERTO; MENDES JUNIOR, PEDRO RIBEIRO; ROCHA, ANDERSON; TORRES, RICARDO DA SILVA. Data-Fusion Techniques for Open-Set Recognition Problems. IEEE ACCESS, v. 6, p. 21242-U24, 2018. Web of Science Citations: 3.

RIBEIRO, RAFAEL V.; TORRES, RICARDO DA SILVA. Sentinel plants as programmable procession units: insights from a multidisciplinary perspective about stress memory and plant signaling and their relevance at community level. PLANT SIGNALING & BEHAVIOR, v. 13, n. 10 2018. Web of Science Citations: 0.