NeCOL: An Innovative Methodology for Building Better Deep Learning Tools for Real Word Applications

Project Information

NeCOL

Grant agreement ID: 799078

DOI 10.3030/799078

Project terminated on 12 September 2021

EC signature date 23 February 2018

Start date 10 September 2018

End date 19 June 2022

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost € 239 191,20

EU contribution € 239 191,20

Coordinated by

UNIVERSIDAD DE MALAGA
Spain

Publications

Peer reviewed articles (12)

An explicit evolutionary approach for multiobjective energy consumption planning considering user preferences in smart homes

Author(s): Sergio Nesmachnow, Diego Gabriel Rossit, Jamal Toutouh, Francisco Luna
Published in: International Journal of Industrial Engineering Computations, Issue 12/4, 2021, Page(s) 365-380, ISSN 1923-2926
Publisher: Growing Science
DOI: 10.5267/j.ijiec.2021.5.005

Random error sampling-based recurrent neural network architecture optimization

Author(s): Andrés Camero, Jamal Toutouh, Enrique Alba
Published in: Engineering Applications of Artificial Intelligence, Issue 96, 2020, Page(s) 103946, ISSN 0952-1976
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2020.103946

Soft computing methods for multiobjective location of garbage accumulation points in smart cities

Author(s): Jamal Toutouh, Diego Rossit, Sergio Nesmachnow
Published in: Annals of Mathematics and Artificial Intelligence, Issue 88/1-3, 2020, Page(s) 105-131, ISSN 1012-2443
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10472-019-09647-5

Adversarial genetic programming for cyber security: a rising application domain where GP matters

Author(s): Una-May O’Reilly, Jamal Toutouh, Marcos Pertierra, Daniel Prado Sanchez, Dennis Garcia, Anthony Erb Luogo, Jonathan Kelly, Erik Hemberg
Published in: Genetic Programming and Evolvable Machines, Issue 21/1-2, 2020, Page(s) 219-250, ISSN 1389-2576
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10710-020-09389-y

BiPred: A Bilevel Evolutionary Algorithm for Prediction in Smart Mobility

Author(s): Jamal Toutouh, Javier Arellano, Enrique Alba
Published in: Sensors, Issue 18/12, 2018, Page(s) 4123, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s18124123

Optimizing household energy planning in smart cities: A multiobjective approach

Author(s): Sergio Nesmachnow, Giovanni Colacurcio, Diego Gabriel Rossit, Jamal Toutouh, Francisco Luna
Published in: Revista Facultad de Ingeniería Universidad de Antioquia, 2019, ISSN 0120-6230
Publisher: Universidad de Antioquia
DOI: 10.17533/udea.redin.20200587

Car restriction policies for better urban health: a low emission zone in Madrid, Spain

Author(s): Irene Lebrusán, Jamal Toutouh
Published in: Air Quality, Atmosphere & Health, 2020, ISSN 1873-9318
Publisher: Springer Verlag
DOI: 10.1007/s11869-020-00938-z

Using Smart City Tools to Evaluate the Effectiveness of a Low Emissions Zone in Spain: Madrid Central

Author(s): Irene Lebrusán, Jamal Toutouh
Published in: Smart Cities, Issue 3/2, 2020, Page(s) 456-478, ISSN 2624-6511
Publisher: MDPI - Publisher of Open Access Journals
DOI: 10.3390/smartcities3020025

Exact and heuristic approaches for multi-objective garbage accumulation points location in real scenarios

Author(s): Diego Gabriel Rossit, Jamal Toutouh, Sergio Nesmachnow
Published in: Waste Management, Issue 105, 2020, Page(s) 467-481, ISSN 0956-053X
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.wasman.2020.02.016

Spatial Coevolution for Generative Adversarial Network Training

Author(s): Erik Hemberg, Jamal Toutouh, Abdullah Al-Dujaili, Tom Schmiedlechner, Una-May O’reilly
Published in: ACM Transactions on Evolutionary Learning and Optimization, Issue 1/2, 2021, Page(s) 1-28, ISSN 2688-299X
Publisher: Association for Computing Machinery (ACM)
DOI: 10.1145/3458845

Waste generation prediction under uncertainty in smart cities through deep neuroevolution

Author(s): Andrés Camero, Jamal Toutouh, Javier Ferrer, Enrique Alba
Published in: Revista Facultad de Ingeniería Universidad de Antioquia, Issue 93, 2019, Page(s) 128-138, ISSN 0120-6230
Publisher: Universidad de Antioquia
DOI: 10.17533/udea.redin.20190736

A bi-objective integer programming model for locating garbage accumulation points: a case study

Author(s): Diego Gabriel Rossit, Sergio Nesmachnow, Jamal Toutouh
Published in: Revista Facultad de Ingeniería Universidad de Antioquia, Issue 93, 2019, Page(s) 70-81, ISSN 0120-6230
Publisher: Universidad de Antioquia
DOI: 10.17533/udea.redin.20190509

Conference proceedings (5)

Parallel/distributed implementation of cellular training for generative adversarial neural networks

Author(s): Emiliano Perez, Sergio Nesmachnow, Jamal Toutouh, Erik Hemberg, Una-May O'Reily
Published in: 2020 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), 2020, Page(s) 512-518, ISBN 978-1-7281-7445-7
Publisher: IEEE
DOI: 10.1109/ipdpsw50202.2020.00092

Re-purposing heterogeneous generative ensembles with evolutionary computation

Author(s): Jamal Toutouh, Erik Hemberg, Una-May O'Reily
Published in: Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 2020, Page(s) 425-434, ISBN 9781450371285
Publisher: ACM
DOI: 10.1145/3377930.3390229

Generative adversarial networks to model air pollution under uncertainty

Author(s): Toutouh, Jamal; Nesmachnow, Sergio; Rossit, Diego Gabriel
Published in: 1st International Workshop on Advanced Information and Computation Technologies and Systems, 2021, ISSN 1613-0073
Publisher: CEUR-WS
DOI: 10.5281/zenodo.5647293

Spatial evolutionary generative adversarial networks

Author(s): Jamal Toutouh, Erik Hemberg, Una-May O'Reilly
Published in: Proceedings of the Genetic and Evolutionary Computation Conference, 2019, Page(s) 472-480, ISBN 9781450361118
Publisher: ACM
DOI: 10.1145/3321707.3321860

Signal propagation in a gradient-based and evolutionary learning system

Author(s): Jamal Toutouh, Una-May O'Reilly
Published in: Proceedings of the Genetic and Evolutionary Computation Conference, 2021, Page(s) 377-385, ISBN 9781450383509
Publisher: ACM
DOI: 10.1145/3449639.3459319

Book chapters (11)

Multiobjective design of sustainable public transportation systems

Author(s): Diego Gabriel Rossit, Sergio Nesmachnow, Jamal Toutouh
Published in: Proceedings of the 1st International Workshop on Advanced Information and Computation Technologies and Systems, 2021, ISSN 1613-0073
Publisher: CEUR-WS
DOI: 10.5281/zenodo.5647275

Multiobjective Household Energy Planning Using Evolutionary Algorithms

Author(s): Giovanni Colacurcio, Sergio Nesmachnow, Jamal Toutouh, Francisco Luna, Diego Rossit
Published in: Smart Cities - Second Ibero-American Congress, ICSC-CITIES 2019, Soria, Spain, October 7–9, 2019, Revised Selected Papers, Issue 1152, 2020, Page(s) 269-284, ISBN 978-3-030-38888-1
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-38889-8_21

Citizen Centric Optimal Electric Vehicle Charging Stations Locations in a Full City: Case of Malaga

Author(s): Christian Cintrano, Jamal Toutouh, Enrique Alba
Published in: Advances in Artificial Intelligence - 19th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2020/2021, Málaga, Spain, September 22–24, 2021, Proceedings, Issue 12882, 2021, Page(s) 247-257, ISBN 978-3-030-85712-7
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-85713-4_24

Data Dieting in GAN Training

Author(s): Jamal Toutouh, Erik Hemberg, Una-May O’Reilly
Published in: Deep Neural Evolution - Deep Learning with Evolutionary Computation, 2020, Page(s) 379-400, ISBN 978-981-15-3684-7
Publisher: Springer Singapore
DOI: 10.1007/978-981-15-3685-4_14

Analyzing the Components of Distributed Coevolutionary GAN Training

Author(s): Jamal Toutouh, Erik Hemberg, Una-May O’Reilly
Published in: Parallel Problem Solving from Nature – PPSN XVI - 16th International Conference, PPSN 2020, Leiden, The Netherlands, September 5-9, 2020, Proceedings, Part I, Issue 12269, 2020, Page(s) 552-566, ISBN 978-3-030-58111-4
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-58112-1_38

Assessing the Environmental Impact of Car Restrictions Policies: Madrid Central Case

Author(s): Irene Lebrusán, Jamal Toutouh
Published in: Smart Cities - Second Ibero-American Congress, ICSC-CITIES 2019, Soria, Spain, October 7–9, 2019, Revised Selected Papers, Issue 1152, 2020, Page(s) 9-24, ISBN 978-3-030-38888-1
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-38889-8_2

Conditional Generative Adversarial Networks to Model Urban Outdoor Air Pollution

Author(s): Jamal Toutouh
Published in: Smart Cities - Third Ibero-American Congress, ICSC-Cities 2020, San José, Costa Rica, November 9-11, 2020, Revised Selected Papers, Issue 1359, 2021, Page(s) 90-105, ISBN 978-3-030-69135-6
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-69136-3_7

Computational Intelligence for Evaluating the Air Quality in the Center of Madrid, Spain

Author(s): Jamal Toutouh, Irene Lebrusán, Sergio Nesmachnow
Published in: Optimization and Learning - Third International Conference, OLA 2020, Cádiz, Spain, February 17–19, 2020, Proceedings, Issue 1173, 2020, Page(s) 115-127, ISBN 978-3-030-41912-7
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-41913-4_10

Parallel/Distributed Generative Adversarial Neural Networks for Data Augmentation of COVID-19 Training Images

Author(s): Jamal Toutouh, Mathias Esteban, Sergio Nesmachnow
Published in: High Performance Computing - 7th Latin American Conference, CARLA 2020, Cuenca, Ecuador, September 2–4, 2020, Revised Selected Papers, Issue 1327, 2021, Page(s) 162-177, ISBN 978-3-030-68034-3
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-68035-0_12

A Simulation-Optimization Approach for the Household Energy Planning Problem Considering Uncertainty in Users Preferences

Author(s): Diego Gabriel Rossit, Sergio Nesmachnow, Jamal Toutouh, Francisco Luna
Published in: Production Research - 10th International Conference of Production Research - Americas, ICPR-Americas 2020, Bahía Blanca, Argentina, December 9-11, 2020, Revised Selected Papers, Part II, Issue 1408, 2021, Page(s) 253-267, ISBN 978-3-030-76309-1
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-76310-7_20

Smart City Tools to Evaluate Age-Healthy Environments

Author(s): Irene Lebrusán, Jamal Toutouh
Published in: Smart Cities - Third Ibero-American Congress, ICSC-Cities 2020, San José, Costa Rica, November 9-11, 2020, Revised Selected Papers, Issue 1359, 2021, Page(s) 285-301, ISBN 978-3-030-69135-6
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-69136-3_20