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

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

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