Laboratoire de Génie Informatique et d’Automatique de l’Artois

David MERCIER

Professor
Member of the research themes:
Contact information:

Revue Internationale avec Comité de Lecture

2021
International journal with review committee
DOI
Stray Flux Multi-Sensor for Stator Fault Detection in Synchronous Machines
Electronics, pp 2313, Vol. 10, No. 18, 07/2021
Evidential joint calibration of binary SVM classifiers
Soft Computing, pp 4655-4671, Vol. 23, No. 13, 07/2019
Detection of the stator winding inter-turn faults in asynchronous and synchronous machines through the correlation between harmonics of the voltage of two magnetic flux sensors
IEEE Transaction on Industry Applications, IEEE TIA, pp 2682-2689, Vol. 55, No. 3, 05/2019
The capacitated vehicle routing problem with evidential demands
International Journal of Approximate Reasoning, pp 124-151, Vol. 95, 04/2018
Information fusion with belief functions for detection of inter-turn short circuit faults in electrical machines using external flux sensors
IEEE Transactions on Industrial Electronics, pp 2642-2652, Vol. 65, No. 3, 03/2018
Samir HACHOUR -- François DELMOTTE -- David MERCIER
A Robust Credal Assignment Solution Based on the Generalized Bayes’ Theorem
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, pp 947–971, Vol. 25, No. 6, 12/2017
Face pixel detection using evidential calibration and fusion
International Journal of Approximate Reasoning, pp 202-215, Vol. 91, 12/2017
Methods using belief functions to manage imperfect information concerning events on the road in VANETs
Transportation Research Part C: Emerging Technologies, pp 299–320, Vol. 67, 06/2016
Proposition and learning of some belief function contextual correction mechanisms
International Journal of Approximate Reasoning, pp 4-42, Vol. 72, 05/2016
David MERCIER -- Frédéric PICHON -- Eric LEFEVRE
Corrigendum to "Belief Functions Contextual Discounting and Canonical Decompositions" [International Journal of Approximate Reasoning 53 (2012) 146-158]
International Journal of Approximate Reasoning, pp 137 - 139, Vol. 70, 03/2016
Object tracking and credal classification with kinematic data in a multi-target context
Information Fusion, pp 174-188, Vol. 20, , 11/2014
A high-level application using belief functions for exchanging and managing uncertain events on the road in vehicular ad-hoc networks
Annals of telecommunications: special issue on belief functions and uncertainty management in networks and telecommunication, pp 185-199, Vol. 69, No. 3-4, , 04/2014
David MERCIER -- Eric LEFEVRE -- François DELMOTTE
Belief functions contextual discounting and canonical decompositions
International Journal of Approximate Reasoning, pp 146-158, Vol. 53, No. 2, 02/2012
David MERCIER -- Eric LEFEVRE -- Daniel JOLLY
Object association with belief functions, an application with vehicles
Information Sciences, pp 5485-5500, Vol. 181, No. 24, 12/2011
Frederic PERISSE -- David MERCIER -- Eric LEFEVRE -- Daniel ROGER
Robust Diagnostics of Stator Insulation Based on High Frequency Resonances Measurements
IEEE Transactions on Dielectrics and Electrical Insulation, pp 1496-1502, Vol. 16, No. 5, 10/2009
Decision fusion for postal address recognition using belief functions
Expert Systems with Applications, pp 5643-5653, Vol. 36, No. 3, 04/2009
David MERCIER -- Benjamin QUOST -- Thierry DENOEUX
Refined modeling of sensor reliability in the belief function framework using contextual discounting
Information Fusion, pp 246-258, Vol. 9, No. 2, 04/2008

Revue Nationale avec Comité de Lecture

David MERCIER -- Eric LEFEVRE -- Daniel JOLLY
Association pour le suivi d’objets dans le cadre de la théorie des fonctions de croyance, application aux véhicules intelligents
Revue des Nouvelles Technologies de l'Information, RNTI, pp 25-50, Vol. E-18, 02/2010
Fusion de décisions postales dans le cadre du Modèle des Croyances Transférables
Traitement du Signal, pp 133-151, Vol. 24, No. 2, 01/2007

Conférence Internationale avec Comité de Lecture

2021
International conference with review committee
SPSC: an efficient, general-purpose execution policy for stochastic simulations
Winter Simulation Conference 2021, Phoenix, AZ, United States, 12/2021
2021
International conference with review committee
DOI
Improving an Evidential Source of Information Using Contextual Corrections Depending on Partial Decisions
International Conference on Belief Functions 2021, pp 247-256, Shanghai, China, 10/2021
2020
International conference with review committee
Adapted coil sensors for measuring the external magnetic field of electrical machines
International conference on engineering & MIS, ICEMIS'2020, pp 1-7, 09/2020
On Learning Evidential Contextual Corrections from Soft Labels Using a Measure of Discrepancy Between Contour Functions
Proceedings of the 13th international conference on Scalable Uncertainty Management, SUM 2019, pp 382-389, Compiègne, France, 12/2019
SPSC: a new execution policy for exploring discrete-time stochastic simulations
Proceedings of the 22nd International Conference on Principles and Practice of Multi-Agent Systems, PRIMA 2019, pp 568-575, Torino, Italy, 10/2019
2019
International conference with review committee
Information fusion with Correlation Coefficient for detecting inter-turn short circuit faults in asynchronous machines
12th International Symposium on Diagnostics for Electrical Machines, Power Electronics and Drives, SDEMPED'2019, pp 232-237, 08/2019
Evidential joint calibration of binary SVM classifiers using logistic regression
Proceedings of the 11th International Conference on Scalable Uncertainty Management, SUM 2017, pp 405-411, Volume 10564 of Lecture Notes in Computer Science, Granada, Spain, S. Moral, O. Pivert, D. Sánchez and N. Marín (Eds.), Springer, 10/2017
2017
International conference with review committee
Information fusion of external flux sensors for detection of inter-turn short circuit faults in induction machines
43th Annual Conference on the IEEE Industrial Electronics Society, IECON'2017, 10/2017
Diagnosis of induction machines using external magnetic field and correlation coefficient
11th International symposium on Diagnostics for Electrical Machines, Power Electronics and Drives, SDEMPED'17, pp 531-536, 08/2017
A Recourse Approach for the Capacitated Vehicle Routing Problem with Evidential Demands
Proceedings of the 14th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU 2017, pp 190-200, LNCS 10369, Lugano, Switzerland, A. Antonucci, L. Cholvy and O. Papini (Eds.), Springer, 07/2017
2017
International conference with review committee
Detection of stator fault in synchronous generator without the knowledge of the healthy
12th International Conference on Modeling and Simulation of Electrics Machines, Converters and Systems, ELECTRIMACS'2017, 07/2017
An Evidential Pixel-Based Face Blurring Approach
4th International Conference on Belief Functions, BELIEF 2016, pp 222-230, LNAI 9861 (co-best student paper award), Prague, Czech Republic, J. Vejnarová and V. Kratochvil (Eds.), Springer, 09/2016
The Capacitated Vehicle Routing Problem with Evidential Demands: A Belief-Constrained Programming Approach
4th International Conference on Belief Functions, BELIEF 2016, pp 212-221, LNAI 9861, Prague, Czech Republic, J. Vejnarová and V. Kratochvil (Eds.), Springer, 09/2016
2016
International conference with review committee
A fusion method for blurring faces on platforms using belief functions
11th World Congress on Railway Research, Milan, Italie, 06/2016
2015
International conference with review committee
Learning contextual discounting and contextual reinforcement from labelled data
13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU 2015, pp 472-481, Compiègne, France , S. Destercke and T. Denoeux (Eds), 07/2015
Samir HACHOUR -- François DELMOTTE -- David MERCIER
A new parameterless credal method to track-to-track assignment problem
3rd International Conference on Belief Functions, BELIEF 2014, pp 403-411, Oxford, United Kingdom, F. Cuzzolin (Ed.), 09/2014
Methods handling accident and traffic jam information with belief functions in VANETs
3rd International Conference on Belief Functions, BELIEF 2014, pp 124-133, Oxford, United Kingdom, F. Cuzzolin (Ed.), 09/2014
Truthfulness in contextual information correction
3rd International Conference on Belief Functions, BELIEF 2014, pp 11-20, Oxford, United Kingdom, F. Cuzzolin (Ed.), 09/2014
Samir HACHOUR -- François DELMOTTE -- David MERCIER
A distributed solution for multi-object tracking and classification
17th International Conference on Information Fusion, FUSION 2014, Salamanca, Spain, , paper 323, 07/2014
2014
International conference with review committee
A first inquiry into Simpson’s paradox with belief functions
15th Information Processing and Management of Uncertainty in Knowledge-Based Systems International Conference, IPMU 2014, pp 190-199, Montpellier, France, 07/2014
2014
International conference with review committee
Samir HACHOUR -- François DELMOTTE -- David MERCIER
Comparison of credal assignment algorithms in kinematic data tracking context
15th Information Processing and Management of Uncertainty in Knowledge-Based Systems International Conference, IPMU 2014, pp 200-211, Montpellier, France, 07/2014
Multi-Sensor multi-target tracking with robust kinematic data based credal classification
8th Workshop, Sensor Data Fusion: Trends, Solutions, Application , SDF 2013, Bonn, Germany, 10/2013
2013
International conference with review committee
Exchanging dynamic and imprecise information in V2V networks with belief functions
16th Int. IEEE Conf. on Intelligent Transport Systems, 6-9 october, ITSC 2013, pp 967-972, The Hague, The Netherlands, 01/2013
2012
International conference with review committee
An improvement of a diagnosis procedure for AC machines using two external flux sensors based on a fusion process with belief functions
38th Annual Conference of the IEEE Industrial Electronics Society, IECON 2012, pp 5078-5083, Montréal, Québec, Canada, 10/2012
2011
International conference with review committee
Eric LEFEVRE -- Zied ELOUEDI -- David MERCIER
Towards an Alarm for Opposition Conflict in a Conjunctive
European Conference Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU'2011, pp 314-325, Vol. Springer, LNCS 6717, Belfast, UK, 07/2011
2011
International conference with review committee
Towards a robust exchange of imperfect information in inter-vehicle ad-hoc networks using belief functions
IEEE Intelligent Vehicles Symposium, pp 436-441, Baden-Baden, Germany, 06/2011
2010
International conference with review committee
Zied ELOUEDI -- Eric LEFEVRE -- David MERCIER
Discountings of a belief function using a confusion matrix
IEEE International Conference on Tools with Artificial Intelligence, pp 287-294, Arras, 10/2010
David MERCIER
Extending the contextual discounting of a belief function thanks to its canonical disjunctive decomposition
1st Workshop on Belief Functions, pp paper 61, Brest, France, , 04/2010
2009
International conference with review committee
Belief Assignment on Compound Hypotheses within the Framework of the Transferable Belief Model
12th International Conference on Information Fusion, Seattle, USA, 07/2009
David MERCIER -- Eric LEFEVRE -- Daniel JOLLY
Object Association in the TBM Framework, Application to Vehicle Driving Aid
International Symposium on Imprecise Probability: Theories and Applications, ISIPTA'09, Durham, 07/2009
2008
International conference with review committee
A parametrized family of belief functions correction mechanisms
Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU'2008, Malaga, Espagne, 06/2008
2008
International conference with review committee
Diagnostic based on high Frequency Resonances and Information Fusion
17ème IEEE International Symposium on Electrical Insulation, ISEI, Vancouver, Canada, 06/2008

Conférence Nationale avec Comité de Lecture

2021
French conference with review committee
Corrections contextuelles crédibilistes en fonction de décisions partielles
30e Rencontres Francophones sur la Logique Floue et ses Applications, LFA 2021, pp 217-224, Paris, France, 10/2021
Siti MUTMAINAH -- Frédéric PICHON -- David MERCIER
Apprentissage de corrections contextuelles crédibilistes à partir de données partiellement étiquetées en utilisant la fonction de contour
Actes des 28èmes rencontres francophones sur la Logique Floue et ses Applications, LFA 2019, pp 157-164, Alès, France, Cépaduès, 11/2019
Détection d’événements rares dans les simulations multi-agents
Actes des 26èmes Journées Francophones sur les Systèmes Multi-Agents , JFSMA 2018, Métabief, France, Cépaduès, 10/2018
Calibration évidentielle conjointe de classifieurs SVM binaires fondée sur la régression logistique
Actes des 26e rencontres Francophones sur la Logique Floue et ses Applications, LFA 2017, pp 39-46, (Prix ex aequo du meilleur papier doctorant), Amiens, France, Cepadues, 10/2017
Le problème de tournées de véhicules avec des demandes évidentielles
Actes des 26e rencontres Francophones sur la Logique Floue et ses Applications , pp 15-21, (Prix ex aequo du meilleur papier doctorant), Amiens, France, Cepaduès, 10/2017
2016
French conference with review committee
Optimisation discrète sous incertitudes modélisées par des fonctions de croyance
17ème congrès ROADEF de la société Française de Recherche Opérationnelle et Aide à la Décision, Compiègne, France, 02/2016
2014
French conference with review committee
Estimation de sincérité et pertinence à partir de matrices de confusion pour la correction de fonctions de croyance
Actes des 23e rencontres Francophones sur la Logique Floue et ses Applications, pp 115–122, Cargèse, France, Cépaduès, 10/2014
2013
French conference with review committee
Fusion d’Informations pour la Classification Multi-capteurs, Multi-cibles
22èmes Rencontres Francophones sur la Logique Floue et ses Applications , 10-11 octobre , LFA 2013, pp 111-118, Reims, 01/2013
Tracking and Identification of Multiple Targets
7ème Workshop Interdisciplinaire sur la Sécurité Globale, WISG, No. 13, Troyes, France, 01/2013
Classification crédale multi-cibles
21e Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2012), pp 201-208, Compiègne, France, 11/2012
Étude préliminaire de l’application de la fusion d’informations pour le diagnostic de défauts de bobinages de machines à courant alternatif
21e Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2012), pp 87-94, Compiègne, France, 11/2012
Un processus V2V d’échanges et de gestion d’informations imparfaites basé sur des fonctions de croyance
21e Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2012), pp 71-78, Compiègne, France, 11/2012
2010
French conference with review committee
David MERCIER -- Zied ELOUEDI -- Eric LEFEVRE
Sur l’affaiblissement d’une fonction de croyance par une matrice de confusion
Rencontres Francophones sur la Logique Floue et ses Applications, LFA'2010, pp 277-283, Lannion, France, 11/2010
Application du Modèle des Croyances Transférables dans le cadre d’expertises en Entomologie Médico-Légale
5ème atelier sur la Fouille de données complexes dans un processus d'extraction des connaissances, pp 49-60, Sophia Antipolis, France, 01/2008

Livre Scientifique

2015
Scientific book
Samir HACHOUR -- François DELMOTTE -- David MERCIER
Belief function based multisensor multitarget classification solution
Multisensor data fusion, From algorithms and architectural design to applications, pp 331-348, H. Fourati (Ed.), CRC Press, 08/2015
Belief function correction mechanisms
Studies in Fuzziness and Soft Computing, Foundations of Reasoning under Uncertainty, pp 203-222, Vol. 249, B. Bouchon-Meunier et al., 01/2010

Editorial

2020
Editorial
Special issue from the 5th International Conference on Belief Functions (BELIEF 2018)
International Journal of Approximate Reasoning, pp 50-51, Vol. 117, 02/2020

Chapitre de livre

2020
Book chapter
Diagnosis of electrical machines by external field measurement
Electrical Systems 2: From Diagnosis to Prognosis, pp 1-35, A. Soauhli and H. Razik, Wiley Online Library, 04/2020

Author of the HDR "Corrections and informaton fusion Belief functions and information fusion. Developments and applications."

2015

This work has been realized with the belief function theory (or Dempster-Shafer theory), a model for uncertainty representation which generalizes in particular the probability theory. In this model, a summary of our work related with correction mechanisms of the information provided by a source is given, as well as an application in classification. Our contributions in three applications in information fusion with belief functions are also exposed. These applications concern car to car communication, data association with belief functions, the diagnosis of the winding ageing of an electric machine.

Serigne Mamadou DIÈNE

2023 -

Developing Deep Neural Networks with Dempster-Shafer Theory

Keywords:
Deep neural networks, Dempster-Shafer Theory, Machine Learning

Yu-Lin HUANG

2017 - 2021

A new policy for running stochastic simulations based on partitioning, selection and cloning principles.

Keywords:
Numerical simulations

Siti MUTMAINAH

2017 - 2021

Learning to adjust an evidential source of information using partially labeled data and partial decisions

Keywords:
Belief functions, Correction, Learning, Partial Data

Pauline MINARY

2014 - 2017

Evidential calibration and fusion of multiple classifiers: application to face blurring

Keywords:
Video sequences, blurring faces, face detectors, information fusion, belief functions

Samir HACHOUR

2011 - 2015

Multi-object tracking and classification : contributions with belief functions theory

Keywords:
Multi-object tracking and classification, data assignment, belief functions, multi-sensor data fusion

Mira BOU FARAH

2010 - 2014

Methods using belief functions to manage imperfect information in vehicular networks

Keywords:
Vehicular Ad-hoc Networks (VANET), Theory of belief functions, Transferable Belief Model (TBM), Data fusion, Events on the road, Decentralized architecture

SmartMOB (ELSAT 2020)

2015 - 2022

Smart Mobility

Summary :

The first purpose of the SmartMOB (Smart MOBility) project is to encourage drivers to park their cars to continue their trips using public transport to save time, facilitate their trips, save money, to reduce greenhouse gas emissions...

NISTO

2012 - 2015

New Integrated Smart Transport Options

Summary :

The objective of this project is the creation of a transnational evaluation tool for alternative mobility projects that will take into account the following elements: Mobility (efficiency, travel time ...), economic development, quality environmental protection, safety and consumer satisfaction.

PlaiiMob (CISIT)

2007 - 2013

Plate-forme de simulation dédiée aux services de MOBilité

Summary :

The objective of this project is to illustrate how partial information can be exchanged in the context of inter-vehicle communication, for example to warn the driver of a potentially dangerous event (accident, obstacles on the road, braking, ...) or to assist him/her (find a free parking space, avoid traffic jams, be informed in real time of traffic conditions).