About the book

Description

Spatiotemporal mobility data has significant role and impact on the global economy and our everyday lives. The improvements along the last decades in terms of data management, planning of operations, security of operations, information provision to operators and end-users, has been driven by location-centred information. While a shift of paradigm regarding mobility data towards trajectory-oriented tasks is emerging, the ever-increasing volume of data emphasizes the need for advanced methods supporting detection and prediction of events and trajectories, supplemented by advanced visual analytic methods, over multiple heterogeneous, voluminous, fluctuating, and noisy data streams of moving entities.

This book provides a comprehensive and detailed description of Big Data solutions towards activity detection and forecasting in very large numbers of moving entities spread across large geographical areas. Specifically, following a trajectory oriented approach, this book reports on state of the art methods for the detection and prediction of trajectories and important events related to moving entities, together with advanced visual analytics methods, over multiple heterogeneous, voluminous, fluctuating, and noisy data streams from moving entities, correlating them with data from archived data sources expressing, among others, entities’ characteristics, geographical information, mobility patterns, regulations and intentional data (e.g. planned routes), in a timely manner. Solutions provided are motivated, validated and evaluated in user-defined challenges focusing on increasing the safety, efficiency and economy of operations concerning moving entities in the Air-Traffic Management and Maritime domains.


Key Features


  • End-to-end big data analytics solutions for Mobility Forecasting.
  • State of the art solutions for Big Data challenges: Data Management, Data Processing, Predictive Analytics, Visual Analytics with comprehensive description and illustration of methods used in real-world cases.
  • More than 100 drawings and images illustrating real-world cases of mobility, explaining concepts, motivating methods and providing evidence for methods' benefits.
  • Motivating examples and validation results from challenging scenarios in the maritime and aviation domains.
  • Supplementary material is provided in this dedicated website.
  • Chapters focus on mobility data in two critical domains covering in a comprehensive way interests of many Big Data stakeholders: Aviation and maritime experts and researchers, data management, data processing, data analysis and visual analytics experts and researchers.

Target community


  • Big Mobility Data Management & Processing researchers
  • Big Mobility Data Analytics researchers
  • Big Mobility Data Visual Analytics researchers
  • Aviation researchers on mobility data
  • Maritime researchers on mobility data

Table of contents

Details

ISBN

978-3-030-45163-9

Language

English

Published

2020

Imprint

DOI

2020

No. of pages

Approx. 450 Pgs

Copyright

Copyright ©

Editors

Surname Name Title(s) Address(work) Email - URL
Vouros George Professor University of Piraeus, Greece georgev@unipi.gr
http://ai-group.ds.unipi.gr/georgev/
Andrienko Gennady Researcher IAIS Fraunhofer, Germany gennady.andrienko@iais.fraunhofer.de
http://geoanalytics.net/and/
Doulkeridis Christos Assist. Professor University of Piraeus, Greece cdoulk@unipi.gr
https://www.ds.unipi.gr/prof/cdoulk/
Pelekis Nikolaos Assist. Professor University of Piraeus, Greece pelekis@unipi.gr
http://www.unipi.gr/faculty/npelekis/
Artikis Alexandros Assist. Professor NCSR “Demokritos”, Greece a.artikis@gmail.com
http://users.iit.demokritos.gr/~a.artikis/
Jousselme Anne-Laure Researcher NATO CMRE, Italy Anne-Laure.Jousselme@cmre.nato.int
https://www.researchgate.net/profile/Anne_Laure_Jousselme
Ray Cyril Assoc. Professor Arts & Metiers-Paris Tech, France cyril.ray@ecole-navale.fr
http://cyril.ray.free.fr/
Cordero Jose Manuel Researcher CRIDA, Spain jmcordero@crida.es
https://crida.es/webcrida/
Scarlatti David Researcher Boeing R&T- Europe, Spain david.scarlatti@boeing.com
https://www.boeing.es/

Authors

Surname Name Institute Email
Andrienko Gennady Fraunhofer Institute IAIS, Sankt Augustin,
Germany, and City, University of London, UK
gennady.andrienko@iais.fraunhofer.de
Andrienko Natalia Fraunhofer Institute IAIS, Sankt Augustin,
Germany, and City, University of London, UK
natalia.andrienko@iais.fraunhofer.de
Artikis Alexander Department of Maritime Studies, University of Piraeus,
Institute of Informatics & Telecommunications, NCSR Demokritos,
Athens, Greece
a.artikis@unipi.gr
Bereta Konstantina MarineTraffic, Greece konstantina.bereta@marinetraffic.com
Camossi Elena NATO STO Centre for Maritime Research and Experimentation,
La Spezia, Italy
elena.camossi@cmre.nato.int
Chondrodima Eva University of Piraeus, Greece evachon@unipi.gr
Clavell Gemma Galdon Eticas Research and Innovation, Barcelona, Spain gemma@eticasconsulting.com
Doulkeridis Christos University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece cdoulk@unipi.gr
Dréo Richard Arts et Metiers Institute of Technology, Ecole Navale,
IRENav, F-29240 Brest,France
richard.dreo@ecole-navale.fr
Fuchs Georg Fraunhofer Institute IAIS, Sankt Augustin, Germany georg.fuchs@iais.fraunhofer.de
Garcia Jose Manuel Cordero CRIDA (Reference Center for Research,Development and Innovation in ATM),Madrid,Spain jmcordero@e-crida.enaire.es
Glenis Apostolis University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece aglenis@unipi.gr
Herranz Ricardo Nommon Solutions and Technologies, Madrid, Spain ricardo.herranz@nommon.es
Iphar Clément NATO STO Centre for Maritime Research and Experimentation,
La Spezia, Italy
clement.iphar@cmre.nato.int
Jousselme Anne-Laure NATO STO Centre for Maritime Research and Experimentation,
La Spezia, Italy
anne-laure.jousselme@cmre.nato.int
Koutroumanis Nikolaos University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece koutroumanis@unipi.gr
Marcos Rodrigo Nommon Solutions and Technologies, Madrid, Spain rodrigo.marcos@nommon.es
Nikitopoulos Panagiotis University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece nikp@unipi.gr
Patroumpas Kostas Athena Research Center, Greece kpatro@athenarc.gr
Pelekis Nikos University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece npelekisd@unipi.gr
Peuvrelle Vicroria Vicroria Peuvrelle Eticas Research and Innovation, Barcelona, Spain victoria@eticasfoundation.com
Pitsikalis Manolis Institute of Informatics & Telecommunications,
NCSR Demokritos, Athens, Greece
manospits@iit.demokritos.gr
Ray Cyril Arts et Metiers Institute of Technology, Ecole Navale,
IRENav, F-29240 Brest,France
cyril.ray@ecole-navale.fr
Rüping Stefan Fraunhofer Institute IAIS, Sankt Augustin, Germany stefan.rueping@iais.fraunhofer.de
Santipantakis Georgios M. University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece gsant@unipi.gr
Scarlatti David Boeing Research & Development Europe, Madrid, Spain David.Scarlatti@boeing.com
Sideridis Stylianos University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece ssider@unipi.gr
Tampakis Panagiotis University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece ptampak@unipi.gr
Theodoridis Yannis University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece ytheod@unipi.gr
Vlachou Akrivi University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece akrivi.vlachou@gmail.com
Vodas Marios MarineTraffic, Greece marios.vodas@marinetraffic.com
Vouros George University of Piraeus, Karaoli & Dimitriou St. 80, Piraeus, Greece georgev@unipi.gr
Zissis Dimitris Department of Product & Systems Design Engineering,
University of the Aegean, Greece, MarineTraffic, Greece
dzissis@marinetraffic.com
Zocholl Maximilian NATO STO Centre for Maritime Research and Experimentation,
La Spezia, Italy
maximilian.zocholl@cmre.nato.int
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Contact

Professor George Vouros