Publications Jamal Toutouh, PhD

ISI JCR Indexed Journals

U. O’Reilly, J. Toutouh, M. Pertierra, D. Prado-Sanchez, D. Garcia, A. Erb-Luogo, J. Kelly, E Hemberg. Adversarial Genetic Programming for Cyber Security: A Rising Application Domain Where GP Matters. Genetic Programming and Evolvable Machines (2020) DOI=10.1007/s10710-020-09389-y

D. Rossit, J. Toutouh, S. Nesmachnow. Exact and heuristic approaches for multi-objective garbage accumulation points location in real scenarios. Waste Management, Volume 105, Pages 467-481, 15 March 2020. DOI=10.1016/j.wasman.2020.02.016 [BibTeX]

@article{Rossit_2020,
title = "Exact and heuristic approaches for multi-objective garbage accumulation points location in real scenarios",
journal = "Waste Management",
volume = "105",
pages = "467 - 481",
year = "2020",
issn = "0956-053X",
doi = "https://doi.org/10.1016/j.wasman.2020.02.016",
url = "http://www.sciencedirect.com/science/article/pii/S0956053X2030074X",
author = "Diego Gabriel Rossit and Jamal Toutouh and Sergio Nesmachnow"
}

J. Toutouh, J. Arellano, E. Alba. BiPred: A Bilevel Evolutionary Algorithm for Prediction in Smart Mobility Sensors, Vol. 18, No. 12, pp. 1-20, MDPI, 2018 DOI=10.3390/s18124123 [BibTeX]

@Article{Toutouh2018_Sensors,
AUTHOR = {Toutouh, Jamal and Arellano, Javier and Alba, Enrique},
TITLE = {BiPred: A Bilevel Evolutionary Algorithm for Prediction in Smart Mobility},
JOURNAL = {Sensors},
VOLUME = {18},
YEAR = {2018},
NUMBER = {12},
ARTICLE-NUMBER = {4123},
URL = {http://www.mdpi.com/1424-8220/18/12/4123},
ISSN = {1424-8220},
DOI = {10.3390/s18124123}
}

E. Fabbiani, S. Nesmachnow, J. Toutouh, A. Tchernykh, A. Avetisyan, G. Radchenko. Analysis of mobility patterns for public transportation and bus stops relocation Programming and Computer Software, Vol. 45, No. 1, pp. 34–51. Springer, 2019. [BibTeX]

@article {Toutouh2019_ProgCompSoft,
      title={Analysis of mobility patterns for public transportation and bus stops relocation},
  author={E. Fabbiani and S. Nesmachnow and J. Toutouh and A. Tchernykh and A. Avetisyan and G. Radchenko},
  journal={Programming and Computer Software},
  volume={45},
  pages={34--51},
  number={1},
  year={2019},
  publisher={Springer}
}

J. Toutouh, E. Alba A swarm algorithm for collaborative traffic in vehicular networks Vehicular Communications, Vol. 12, pp. 127-137, Elsevier, 2018 DOI=10.1016/j.vehcom.2018.04.003 [BibTeX]

@article {Toutouh2018_VehComm,
      title={A swarm algorithm for collaborative traffic in vehicular networks},
  author={Toutouh, Jamal and Alba, Enrique},
  journal={Vehicular Communications},
  volume={12},
  pages={127--137},
  year={2018},
  publisher={Elsevier}
}

R. Massobrio, J. Toutouh, S. Nesmachnow, E. Alba Infrastructure Deployment in Vehicular Communication Networks Using a Parallel Multiobjective Evolutionary Algorithm International Journal of Intelligent Systems, Vol. 32, Issue 8, pp 801-829, Wiley Periodicals, 2017 DOI=10.1002/int.21890 [BibTeX]

@article {Massobrio2017-IJIS,
    author = {Massobrio, Renzo and Toutouh, Jamal and Nesmachnow, Sergio and Alba, Enrique},
    title = {Infrastructure Deployment in Vehicular Communication Networks Using a Parallel Multiobjective Evolutionary Algorithm},
    journal = {International Journal of Intelligent Systems},
    volume = {32},
    number = {8},
    issn = {1098-111X},
    url = {http://dx.doi.org/10.1002/int.21890},
    doi = {10.1002/int.21890},
    pages = {801--829},
    year = {2017},
    }

J. Toutouh, E. Alba, Parallel multi-objective metaheuristics for smart communications in vehicular networks Soft Computing, Vol. 21, Issue 8, pp. 1949-1961, Springer, 2017 DOI=10.1007/s00500-015-1891-2 [BibTeX]

@article{Toutouh2017-SOCO,
  author="Toutouh, Jamal and Alba, Enrique",
  title="Parallel multi-objective metaheuristics for smart communications in vehicular networks",
  journal="Soft Computing",
  year="2017",
  volume="21",
  number="8",
  pages="1949--1961",
  abstract="This article analyzes the use of two parallel multi-objective soft computing algorithms to automatically search for high-quality settings of the Ad hoc On Demand Vector routing protocol for vehicular networks. These methods are based on an evolutionary algorithm and on a swarm intelligence approach. The experimental analysis demonstrates that the configurations computed by our optimization algorithms outperform other state-of-the-art optimized ones. In turn, the computational efficiency achieved by all the parallel versions is greater than 87 {\%}. Therefore, the line of work presented in this article represents an efficient framework to improve vehicular communications.",
  issn="1433-7479",
  doi="10.1007/s00500-015-1891-2",
  url="http://dx.doi.org/10.1007/s00500-015-1891-2"
  }

J. Toutouh, E. Alba, Light commodity devices for building vehicular ad hoc networks: An experimental study Ad hoc Networks, Vol. 37, pp. 499-511, Elsevier, 2016 DOI=10.1016/j.adhoc.2015.09.013 [BibTeX]

@article{Toutouh2016,
  title = "Light commodity devices for building vehicular ad hoc networks: An experimental study",
  journal = "Ad Hoc Networks",
  volume = "37",
  number = "",
  pages = "499 - 511",
  year = "2016",
  note = "",
  issn = "1570-8705",
  doi = "http://dx.doi.org/10.1016/j.adhoc.2015.09.013",
  url = "http://www.sciencedirect.com/science/article/pii/S1570870515002309",
  author = "Jamal Toutouh and Enrique Alba",
  }

J. Toutouh, S. Nesmachnow, E. Alba, Fast energy-aware OLSR routing in VANETs by means of a parallel evolutionary algorithm Cluster Computing, Vol. 16, Issue 3, pp. 435-450, Springer US, 2013 DOI=10.1007/s10586-012-0208-9 [BibTeX]

@article{Toutouh2013-CC,
	year={2013},
	issn={1386-7857},
	journal={Cluster Computing},
	volume={16},
	number={3},
	doi={10.1007/s10586-012-0208-9},
	title={Fast energy-aware OLSR routing in VANETs by means of a parallel evolutionary algorithm},
	url={http://dx.doi.org/10.1007/s10586-012-0208-9},
	publisher={Springer US},
	keywords={Energy; Vehicular networks; Evolutionary algorithms; Parallelism},
	author={Toutouh, Jamal and Nesmachnow, Sergio and Alba, Enrique},
	pages={435-450},
	language={English}
}

J. Toutouh, J. García-Nieto, E. Alba, Intelligent OLSR Routing Protocol Optimization for VANETs Vehicular Technology, IEEE Transactions on. Vol. 61, Issue 4, pp. 1884-1894, 2012 DOI=10.1109/TVT.2012.2188552 [BibTeX]

@article{Toutouh2012,
	title = "Intelligent OLSR Routing Protocol Optimization for VANETs",
	journal = "Vehicular Technology, IEEE Transactions on",
	volume = "61",
	number = "4",
	pages = "1884-1894",
	year = "2012",
	issn = "0018-9545",
	doi = "10.1109/TVT.2012.2188552",
	url = "http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6166905",
	author = "Toutouh, J. and Garcia-Nieto, J. and Alba, E."
}

J. García-Nieto, J. Toutouh, and E. Alba. Automatic Tuning of Communication Protocols for Vehicular Ad-Hoc Networks Using Metaheuristics. Engineering Applications of Artificial Intelligence. Special Issue: Advances in metaheuristics for hard optimization: new trends and case studies. Vol. 23, Issue 5, pp. 795-805, August 2010, DOI: 10.1016/j.engappai.2010.01.012 [BibTeX]

@article{GarcíaNieto2010795,
	title = "Automatic tuning of communication protocols for vehicular ad hoc networks using metaheuristics",
	journal = "Engineering Applications of Artificial Intelligence",
	volume = "23",
	number = "5",
	pages = "795 - 805",
	year = "2010",
	note = "Advances in metaheuristics for hard optimization: new trends and case studies",
	issn = "0952-1976",
	doi = "10.1016/j.engappai.2010.01.012",
	url = "http://dx.doi.org/10.1016/j.engappai.2010.01.012",
	author = "J. García-Nieto and J. Toutouh and E. Alba"
}

Peer-review Journals

S. Nesmachnow, G. Colacurcio, D. Rossit, J. Toutouh, F. Luna. Optimizing household energy planning in Smart cities: a multiobjective approach. Revista de Ingeniería, Universidad de Antioquia, 2020. (In press)

A. Camero, J. Toutouh, J. Ferrer, E. Alba. Waste generation prediction under uncertainty in smart cities through deep neuroevolution. Revista de Ingeniería, Universidad de Antioquia, No.93, pp. 128-138, 2019.

S. Nesmachnow, D. Rossit, J. Toutouh A bi-objective integer programming model for locating garbage accumulation points: a case study. Revista de Ingeniería, Universidad de Antioquia, No.93, pp. 70-81, 2019.

S. Nesmachnow, D. Rossit, J. Toutouh Comparison of Multiobjective Evolutionary Algorithms for Prioritized Urban Waste. Electronic Notes in Discrete Mathematics In press. [BibTeX]

@article{Nesmachnow2018_ENDS,
  title = {Comparison of Multiobjective Evolutionary Algorithms for Prioritized Urban Waste Collection in Montevideo, Uruguay},
 author = {Nesmachnow, S. and Rossit, D. and Toutouth, J.},
  year = {2018},
  issn = {15710653},
  journal ={Electronic Notes in Discrete Mathematics},
publisher={Elsevier},
 note={In press}
}

J. Toutouh, E. Alba Metaheuristics for energy-efficient data routing in vehicular networks Int. J. Metaheuristics, Vol. 4, Num. 1, pp. 27-56, 2015 DOI=10.1504/IJMHEUR.2015.071750 [BibTeX]

@article{Toutouh2015-IJM,
year={2015},
journal={Int. J. Metaheuristics},
volume={4},
number={1},
doi={10.1504/IJMHEUR.2015.071750},
title={Metaheuristics for energy-efficient data routing in vehicular networks},
url={http://dx.doi.org/10.1504/IJMHEUR.2015.071750},
keywords={metaheuristics, energy-efficient, data routing, vehicular network},
author={Toutouh, Jamal and Alba, Enrique},
pages={27-56},
language={English}
}

Book Chapters

J. Toutouh, E. Hemberg, U. O’Reilly. Data Dieting in GAN Training., H. Iba, N. Noman (Eds.), Deep Neural Evolution - Deep Learning with Evolutionary Computation, pages 19, Springer, 2020, Springer (In Press).

A. Munoz, J. Toutouh, F. Jaime A Review of Dynamic Verification of Security and Dependability Properties, In R. Abassi (Ed.), Artificial Intelligence and Security Challenges in Emerging Networks, 162-187, IGI Global, 2019. DOI=10.4018/978-1-5225-7353-1.ch007 [BibTeX]

@incollection{Munoz2018,
  author      = "A. Munoz and J. Toutouh and F. Jaime",
  title       = "A Review of Dynamic Verification of Security and Dependability Properties",
  editor      = "R. Abassi",
  booktitle   = "Artificial Intelligence and Security Challenges in Emerging Networks",
  publisher   = "IGI Global",
  address     = "Hershey, PA, USA",
  year        = 2018,
  pages       = "162-187",
  chapter     = 7
}

R Massobrio, J. Toutouh, S. Nesmachnow Multiobjective evolutionary algorithms for smart placement of roadside units in vehicular networks, N. Nedjah, L. M. Mourelle, H. S. Lopes (Eds.), Evolutionary Multi-Objective System Design: Theory and Applications, June, 2017, Chapman and Hall/CRC. ISBN: 9781498780285 DOI=10.13140/RG.2.1.1965.0006 [BibTeX]

@incollection{Massobrio2017,
  author      = "Massobrio, Renzo and Toutouh, Jamal and Nesmachnow, Sergio",
  title       = "Multiobjective evolutionary algorithms for smart placement of roadside units in vehicular networks",
  editor      = "N. Nedjah, L. M. Mourelle, H. S. Lopes",
  booktitle   = "Evolutionary Multi-Objective System Design: Theory and Applications",
  publisher   = "Chapman and Hall/CRC",
  address     = "United Kingdom",
  year        = 2017,
  pages       = "86-114",
  chapter     = 5,
  isbn        = 9781498780285
}

Pre-prints

I. Lebrusán, J. Toutouh. Using Smart City Tools to Evaluate the Effectiveness of a Low Emissions Zone in Spain: Madrid Central Preprints 2020, 2020050086

A. Camero, J. Toutouh, E. Alba DLOPT: Deep Learning Optimization Library arXiv:1807.03523

A. Camero, J. Toutouh, E. Alba Low-Cost Recurrent Neural Network Expected Performance Evaluation arXiv:1805.07159

Conferences

J. Toutouh, E. Hemberg, U. O’Reilly Re-purposing Heterogeneous Generative Ensembles with Evolutionary Computation In Genetic and Evolutionary Computation Conference (GECCO ’20), pages. 10, 2020. DOI=10.1145/3377930.3390229 [BibTeX]

@inproceedings{Toutouh_GECO2020,
author = {Toutouh, Jamal and Hemberg, Erik and O’Reilly, Una-May},
title = {Re-purposing Heterogeneous Generative Ensembles with Evolutionary Computation},
year = {2020},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3377930.3390229},
doi = {10.1145/3377930.3390229},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference},
numpages = {9},
series = {GECCO ’2020}
}

E. Perez, S. Nesmachnow, J. Toutouh, E. Hemberg, U. O’Reilly. Parallel/distributed implementation of cellular training for generative adversarial neural networks. In 10th IEEE Workshop Parallel/Distributed Combinatorics and Optimization (PDCO 2020) pages 7, 2020.

J. Toutouh, I. Lebrusan, S. Nesmachnow. Computational intelligence for evaluating the air quality in the center of Madrid, Spain In International Conference in Optimization and Learning (OLA2020), pp. 115-127., 2020. DOI=10.1007/978-3-030-41913-4_10 [BibTeX]

@InProceedings{Toutouh_OLA2020,
author="Toutouh, Jamal
and Lebrus{\'a}n, Irene
and Nesmachnow, Sergio",
editor="Dorronsoro, Bernab{\'e}
and Ruiz, Patricia
and de la Torre, Juan Carlos
and Urda, Daniel
and Talbi, El-Ghazali",
title="Computational Intelligence for Evaluating the Air Quality in the Center of Madrid, Spain",
booktitle="Optimization and Learning",
year="2020",
publisher="Springer International Publishing",
address="Cham",
pages="115--127",
isbn="978-3-030-41913-4"
}

J. Toutouh, E. Hemberg, U. O’Reilly Spatial Evolutionary Generative Adversarial Networks In Genetic and Evolutionary Computation Conference (GECCO ’19), pp. 472-480, ACM, NY, USA, 2019. DOI=10.1145/3321707.3321860 [BibTeX]

@inproceedings{Toutouh_GECO2019,
author = {Toutouh, Jamal and Hemberg, Erik and O’Reilly, Una-May},
title = {Spatial Evolutionary Generative Adversarial Networks},
year = {2019},
isbn = {9781450361118},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3321707.3321860},
doi = {10.1145/3321707.3321860},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference},
pages = {472–480},
numpages = {9},
keywords = {coevolution, diversity, generative adversarial networks},
location = {Prague, Czech Republic},
series = {GECCO ’19}
}

A. Camero, J. Toutouh, E. Alba Comparing Deep Recurrent Networks Based on the MAE Random Sampling, a First Approach 18th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2018, LNAI, pp. 1-10, 2018. [BibTeX]

@inproceedings{Camero2018_CAEPIA,
    author = {Camero, Andr{\'{e}}s and Toutouh, Jamal and Alba, Enrique},
    booktitle = {18th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2018, LNAI},
    title = {{Comparing Deep Recurrent Networks Based on the MAE Random Sampling, a First Approach}},
    pages={1--10},
    year={2018},
    organization={Springer}}

J. Luque, J. Toutouh, E. Alba Reduction of the Size of Datasets by using Evolutionary Feature Selection: the Case of Noise in a Modern City 18th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2018, LNAI, pp. 1-10, 2018. [BibTeX]

@inproceedings{Luque2018_CAEPIA,
    author = {Luque, Javier and Toutouh, Jamal and Alba, Enrique},
    booktitle = {18th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2018, LNAI},
    title = {{Reduction of the Size of Datasets by using Evolutionary Feature Selection: the Case of Noise in a Modern City}},
    pages={1--10},
    year={2018},
    organization={Springer}}

J. Toutouh, A. Munoz, S. Nesmachnow Evolution Oriented Monitoring Oriented to Security Properties for Cloud Applications Proceedings of the 13th International Conference on Availability, Reliability and Security (ARES 2018), ACM, pp. 1-7, 2018. [BibTeX]

@inproceedings{Toutouh_ARES2018,
 author = {Toutouh, Jamal and Mu\~{n}oz, Antonio and Nesmachnow, Sergio},
 title = {Evolution Oriented Monitoring Oriented to Security Properties for Cloud Applications},
 booktitle = {Proceedings of the 13th International Conference on Availability, Reliability and Security},
 series = {ARES 2018},
 year = {2018},
 isbn = {978-1-4503-6448-5},
 location = {Hamburg, Germany},
 pages = {32:1--32:7},
 articleno = {32},
 numpages = {7},
 url = {http://doi.acm.org/10.1145/3230833.3232856},
 doi = {10.1145/3230833.3232856},
 acmid = {3232856},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {Cloud Computing, Dynamic Verification, Event-Sequence Language, Monitoring rules, Security Properties},
} 

A. Camero, J. Toutouh, D.H. Stolfi, E. Alba Evolutionary Deep Learning for Car Park Occupancy Prediction in Smart Cities International Conference on Learning and Intelligent Optimization, LION 12, pp. 1-15, 2018. [BibTeX]

@inproceedings{Camero2018_LION,
    author = {Camero, Andr{\'{e}}s and Toutouh, Jamal and Stolfi, Daniel H. and Alba, Enrique},
    booktitle = {International Conference on Learning and Intelligent Optimization, LION 12},
    title = {{Evolutionary Deep Learning for Car Park Occupancy Prediction in Smart Cities}},
    pages={1--15},
    year={2018},
    organization={Springer}}

J. Toutouh, D. Rossit, S. Nesmachnow Computational intelligence for locating garbage accumulation points in urban scenarios International Conference on Learning and Intelligent Optimization, LION 12, pp. 1-15, 2018. [BibTeX]

@inproceedings{Toutouh2018_LION,
  title={Computational intelligence for locating garbage accumulation points in urban scenarios},
  author={Toutouh, Jamal and Rossit, Diego and Nesmachnow, Sergio},
  booktitle={International Conference on Learning and Intelligent Optimization, LION 12},
  pages={1--15},
  year={2018},
  organization={Springer}}

J. Toutouh, E. Alba Conducción Social Cooperativa en Ciudades Inteligentes International Greencities Congress 2018, pp. 60-75, 2018. ISBN: 978-84-09-01166-7 [BibTeX]

    @INPROCEEDINGS{Toutouh2018_GreenCities,
    author="Toutouh, Jamal and Alba, Enrique",
    booktitle={International Greencities Congress 2018},
    title={Conducci\'on Social Cooperativa en Ciudades Inteligentes},
    year={2018},
    pages={60-75}}

J. Toutouh, J. Arellano-Verdejo, E. Alba Enabling Low Cost Smart Road Traffic Sensing The 12th edition of the Metaheuristics International Conference (MIC 2017), pp. 13-15, 2017. URI=http://hdl.handle.net/10630/14188 [BibTeX]

    @INPROCEEDINGS{Toutouh2017_MIC,
    author="Toutouh, Jamal and Arellano-Verdejo, Javier and Alba, Enrique",
    booktitle={The 12th edition of the Metaheuristics International Conference (MIC 2017)},
    title={Enabling Low Cost Smart Road Traffic Sensing},
    year={2017},
    pages={13-15}}

J. Toutouh, E. Alba Distributed Fair Rate Congestion Control for Vehicular Networks 13th International Conference Distributed Computing and Artificial Intelligence, pp. 433-442, June 2016. DOI=10.1007/978-3-319-40162-1_47 [BibTeX]

@Inbook{Toutouh2016,
author="Toutouh, Jamal and Alba, Enrique",
editor="Omatu, Sigeru and Semalat, Ali and Bocewicz, Grzegorz and Sitek, Pawe{\l} and Nielsen, Izabela E. and Garc{\'i}a Garc{\'i}a, Juli{\'a}n A. and Bajo, Javier",
title="Distributed Fair Rate Congestion Control for Vehicular Networks",
bookTitle="Distributed Computing and Artificial Intelligence, 13th International Conference",
year="2016",
publisher="Springer International Publishing",
address="Cham",
pages="433--442",
isbn="978-3-319-40162-1",
doi="10.1007/978-3-319-40162-1_47",
url="http://dx.doi.org/10.1007/978-3-319-40162-1_47"
}

C. Cintrano, D. H. Stolfi, J. Toutouh, F. Chicano, E. Alba CTPATH: A Real World System to Enable Green Transportation by Optimizing Environmentally Friendly Routing Paths International Conference on Smart Cities, 63-75, 2016. DOI=10.1007/978-3-319-39595-1_7 [BibTeX]

@Inbook{Cintrano2016,
author="Cintrano, Christian and Stolfi, Daniel H. and Toutouh, Jamal and Chicano, Francisco and Alba, Enrique",
editor="Alba, Enrique and Chicano, Francisco and Luque, Gabriel",
title="CTPATH: A Real World System to Enable Green Transportation by Optimizing Environmentaly Friendly Routing Paths",
bookTitle="Smart Cities: First International Conference, Smart-CT 2016, M{\'a}laga, Spain, June 15-17, 2016, Proceedings",
year="2016",
publisher="Springer International Publishing",
address="Cham",
pages="63--75",
isbn="978-3-319-39595-1",
doi="10.1007/978-3-319-39595-1_7",
url="http://dx.doi.org/10.1007/978-3-319-39595-1_7"
}

R Massobrio, J. Toutouh, S Nesmachnow, E. Alba Smart placement of RSU for vehicular networks using multiobjective evolutionary algorithms 2nd LA-CCI (Latin American) Congress on Computational Intelligence 1-6, 2015. DOI=10.13140/RG.2.1.5110.7283 [BibTeX]

@INPROCEEDINGS{Massobrio2015,
author={R. Massobrio and S. Bertinat and S. Nesmachnow and J. Toutouh and E. Alba},
booktitle={2015 Latin America Congress on Computational Intelligence (LA-CCI)},
title={Smart placement of RSU for vehicular networks using multiobjective evolutionary algorithms},
year={2015},
pages={1-6},
keywords={antennas;evolutionary computation;quality of service;road traffic;vehicular ad hoc networks;RSU smart placement;city of Malaga;computational intelligence technique application;multiobjective evolutionary algorithm;quality-of-service;real antennas;realistic traffic information;roadside infrastructure location;vehicular network;Evolutionary computation;Genetic algorithms;Optimization;Quality of service;Roads;Urban areas;Vehicles},
doi={10.1109/LA-CCI.2015.7435974},
month={Oct},}
  

R Massobrio, J. Toutouh, S Nesmachnow A multiobjective evolutionary algorithm for infrastructure location in vehicular networks 7th European Symposium on Computational Intelligence and Mathematics 1-6, 2015. DOI=10.13140/RG.2.1.1965.0006 [BibTeX]

@article{Massobrio2015MO,
  title={A multiobjective evolutionary algorithm for infrastructure location in vehicular networks},
  author={Massobrio, Renzo and Toutouh, Jamal and Nesmachnow, Sergio},
  journal={ESCIM 2015},
  pages={38},
  year={2015}
}
  

Z. Hameed Mir, J. Toutouh, F. Filali, E. Alba, QoS-Aware Radio Access Technology (RAT) Selection in Hybrid Vehicular Networks Communication Technologies for Vehicles. LNCS 9066. 117-128, 8th International Workshop, Nets4Cars/Nets4Trains/Nets4Aircraft 2015, Sousse, Tunisia, 6-8 May, 2015 DOI=10.1007/978-3-319-17765-6_11 [BibTeX]

@incollection{Zeeshan2015,
year={2015},
isbn={978-3-319-17764-9},
booktitle={Communication Technologies for Vehicles},
volume={9066},DOI=10.1007/978-3-319-39595-1_7
series={Lecture Notes in Computer Science},
editor={Kassab, Mohamed and Berbineau, Marion and Vinel, Alexey and Jonsson, Magnus and Garcia, Fabien and Soler, José},
doi={10.1007/978-3-319-17765-6_11},
title={QoS-Aware Radio Access Technology (RAT) Selection in Hybrid Vehicular Networks},
url={http://dx.doi.org/10.1007/978-3-319-17765-6_11},
publisher={Springer International Publishing},
keywords={IEEE 802.11p; LTE; RAT Selection; Hybrid Vehicular Networks},
author={Mir, Zeeshan Hameed and Toutouh, Jamal and Filali, Fethi and Alba, Enrique},
pages={117-128},
language={English}
}

J. Toutouh, E. Alba, Optimizing Telecommunications in Vehicular Networks with a Parallel Multiobjective PSO In 22nd International Conference on Multiple Criteria Decision Making (MCDM2013), pp. 295, 17-21 June 2013 URI: http://hdl.handle.net/10630/5915 [BibTeX]

@inproceedings{Toutouh2013-MCDM,
author = {Toutouh, Jamal and Alba, Enrique},
title={Optimizing Telecommunications in Vehicular Networks with a Parallel Multiobjective {PSO}},
booktitle={22nd International Conference on Multiple Criteria Decision Making (MCDM2013)},
pages={295},
month={jun.},
year={2013},
url = {http://hdl.handle.net/10630/5915}
}

J. Toutouh, E. Alba, Parallel Swarm Intelligence for VANETs Optimization In Proceedings of the Seventh International Conference on P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC-2012), 285 -290, November 2012 DOI=10.1109/3PGCIC.2012.53 [BibTeX]

@inproceedings{Toutouh2012-3GPCIC,
author = {Toutouh, Jamal and Alba, Enrique},
title={Parallel Swarm Intelligence for VANETs Optimization},
booktitle={P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC), 2012 Seventh International Conference on},
pages={285--290},
month={nov.},
year={2012},
organization={IEEE},
url = {http://doi.acm.org/10.1109/3PGCIC.2012.53},
doi = {10.1109/3PGCIC.2012.53}
}

J. Toutouh, E. Alba, Multi-objective OLSR optimization for VANETs In Proceedings of the 2012 IEEE 8th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), 571-578, 8-10 October 2012 DOI=10.1109/WiMOB.2012.6379133 [BibTeX]

@inproceedings{Toutouh2012-WIMOB,
author = {Toutouh, Jamal and Alba, Enrique},
title = {{Multi-objective OLSR optimization for VANETs}},
booktitle = {Wireless and Mobile Computing, Networking and Communications (WiMob), 2012 IEEE 8th International Conference on},
year = {2012},
ISSN={2160-4886},
location = {Barcelona, Spain},
pages = {571--578},
numpages = {8},
url = {http://doi.acm.org/10.1109/WiMOB.2012.6379133},
doi = {10.1109/WiMOB.2012.6379133},
keywords = {Optimization;Protocols;Quality of service;Routing;NSGA-II;OLSR;VANETs;optimization}
}

J. Toutouh, E. Alba, Green OLSR in VANETs with Differential Evolution In Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference companion (GECCO Companion '12), Terence Soule (Ed.). ACM, 2012, New York, NY, USA, 11-18. DOI=10.1145/2330784.2330787 [PPT] [BibTeX]

@inproceedings{Toutouh2012-GECCO,
author = {Toutouh, Jamal and Alba, Enrique},
title = {Green OLSR in VANETs with differential evolution},
booktitle = {Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference companion},
series = {GECCO Companion '12},
year = {2012},
isbn = {978-1-4503-1178-6},
location = {Philadelphia, Pennsylvania, USA},
pages = {11--18},
numpages = {8},
url = {http://doi.acm.org/10.1145/2330784.2330787},
doi = {10.1145/2330784.2330787},
acmid = {2330787},
publisher = {ACM},
address = {New York, NY, USA},
keywords = {differential evolution, green communications, metaheuristic, olsr, vehicular ad-hoc network (vanet)}
}

J. Toutouh, S. Nesmachnow, E. Alba, Evolutionary Power-Aware Routing in VANETs using Monte-Carlo Simulation in Proceedings of The 10th International Conference on High Performance Computing and Simulation (HPCS 2012), IEEE Computer Society Press, July, 2012, Madrid, Spain, 119-125. [PPT] [BibTeX]

@inproceedings{Toutouh2012-HPCS,
	AUTHOR = {Jamal Toutouh and Sergio Nesmachnow and Enrique Alba},
	TITLE = {{Evolutionary Power-Aware Routing in VANETs using Monte-Carlo Simulation}},
	YEAR = {2012},
	MONTH = {July},
	BOOKTITLE = {Proceedings of The 10th International Conference on High Performance Computing and Simulation (HPCS 2012)},
	ADDRESS = {Madrid, Spain},
	PUBLISHER = {IEEE Computer Society Press},
	PAGES = {119--125}
}

J. Toutouh, E. Alba, Optimizing OLSR in VANETS with Differential Evolution: A Comprehensive Study In First ACM International Symposium on Design and Analysis of Intelligent Vehicular Networks and Applications (DIVANet’11), November, 2011, Miami, Florida, USA DOI=10.1145/2069000.2069002 [PPT] [BibTeX]

@inproceedings{Toutouh2011-DIVANET,
	author = {Jamal Toutouh and Enrique Alba},
	title = {{Optimizing OLSR in VANETs with Differential Evolution: A Comprehensive Study}},
	booktitle = {First ACM International Symposium on Design and Analysis of Intelligent Vehicular Networks and Applications (DIVANet '11)},
	series = {DIVANet},
	year = {2011},
	location = {Miami, Florida, USA},
	publisher = {ACM},
	numpages     = {8}
}

J. Toutouh, E. Alba, An Efficient Routing Protocol for Green Communications in Vehicular Ad-hoc Networks In Proceedings of the 13th annual conference companion on Genetic and evolutionary computation (GECCO '11), Natalio Krasnogor (Ed.). ACM, New York, NY, USA, 719-726 DOI=10.1145/2001858.2002076 [PPT] [BibTeX]

@inproceedings{Toutouh:2011:ERP:2001858.2002076,
	author = {Toutouh, Jamal and Alba, Enrique},
	title = {An efficient routing protocol for green communications in vehicular ad-hoc networks},
	booktitle = {Proceedings of the 13th annual conference companion on Genetic and evolutionary computation},
	series = {GECCO '11},
	year = {2011},
	isbn = {978-1-4503-0690-4},
	location = {Dublin, Ireland},
	pages = {719--726},
	numpages = {8},
	url = {http://doi.acm.org/10.1145/2001858.2002076},
	doi = {http://doi.acm.org/10.1145/2001858.2002076},
	acmid = {2002076},
	publisher = {ACM},
	address = {New York, NY, USA},
	keywords = {differential evolution, green communications, metaheuristic, olsr, vehicular ad-hoc network (vanet)},
}

J. Toutouh, E. Alba, Performance Analysis of Optimized VANET Protocols in Real World Tests in Wireless Communications and Mobile Computing 2011 (IWCMC2011), July, 2011, Istanbul (Turkey) DOI=10.1109/IWCMC.2011.5982718 [PPT] [BibTeX]

@inproceedings{Toutouh2011_IWCMC,
	author = {Jamal Toutouh and Enrique Alba},
	title = {Performance analysis of optimized {VANET} protocols in real world tests},
	booktitle  = {Proceedings of the 7th International Wireless Communications and Mobile Computing Conference},
	series = {IWCMC},
	location = {Istanbul, Turkey},
	pages = {1244--1249},
	isbn = {978-1-4244-9539-9},
	ee = {http://dx.doi.org/10.1109/IWCMC.2011.5982718},
	publisher = {IEEE},
	year = {2011}
}

J. Toutouh, J. García-Nieto, E. Alba, Optimal Configuration of OLSR Routing Protocol for VANETs by Means of Differential Evolution in 3rd International Conference on Metaheuristics and Nature Inspired Computing (META'2010), October, 2010, D'Jerba (Tunissia) [BibTeX]

@inproceedings{Toutouh2010,
	author = {J. Toutouh and J. Garc\'{i}a-Nieto and E. Alba},
	title = {{Optimal configuration of OLSR routing protocol for VANETs by means of Differential Evolution}},
	booktitle = {{3rd International Conference on Metaheuristics and Nature Inspired Computing, META 2010}},
	year = {2010},
	address = {D'Jerba (Tunissia)},
	month = {October}
}

J. Toutouh, J. García-Nieto, E. Alba, Configuración Óptima del Protocolo de Encaminamiento OLSR para VANETs Mediante Evolución Diferencial. Congreso Español de Metaheurísticos, Algoritmos Evolutivos y Bioinspirados 2010 (MAEB'10), pp. 463-471, Septiembre 2010, Valencia, Spain [PPT] [BibTeX]

@inproceedings{Toutouh2010MAEB,
	author = {J. Toutouh and J. Garc\'ia-Nieto and E. Alba},
	title = {{Configuraci\'on \'Optima del Protocolo de Encaminamiento OLSR para VANETs Mediante Evoluci\'on Diferencial}},
	booktitle = {Actas del {VII Congreso sobre Metaheur\'isticas, Algoritmos Evolutivos y Bioinspirados (MAEB'10)}},
	year = {2010},
	pages = {463-471},
	address = {Valencia (Spain)},
	month = {September},
}

E. Alba, S. Luna, and J. Toutouh, Accuracy and Efficiency in Simulating VANETs. In Modelling, Computation and Optimization in Information Systems and Management Sciences, pages 568–578, London, UK, 2008. Physica Verlag, Springer-Verlag DOI=10.1007/978-3-540-87477-5_60 [PPT] [BibTeX]

@inproceedings{AlbaLT08,
	author = {Enrique Alba and Sebasti{\'a}n Luna and Jamal Toutouh},
	title = {Accuracy and Efficiency in Simulating {VANETs}},
	year = {2008},
	pages = {568--578},
	ee = {http://dx.doi.org/10.1007/978-3-540-87477-5_60},
	booktitle = {Modelling, Computation and Optimization in Information Systems and Management Sciences, Second International Conference (MCO)},
	location = {Metz, France - Luxembourg},
	publisher = {Springer},
	series = {Communications in Computer and Information Science},
	volume = {14},
	year = {2008},
	isbn = {978-3-540-87476-8}
}