Transcript Multi-objective optimization - DPCS@IN3-UOC
MOGISA Group
November 2011 Modeling, Optimization, and Integrated Management of Systems of Activities Toulouse, France MOGISA 1
LAAS-CNRS
LAAS = Laboratory for Analysis and Architecture of Systems Founded in 1967 Laboratory of the French National Center for Scientific Research (CNRS) More than 650 persons: Research scientists Faculty members ( ( 100) 100) Graduate, PhD students, and postdocs ( 300) Engineers, technicians, and administrative clerks ( 100) Associated to: Université Paul Sabatier (UPS) Institut National Polytechnique (INP) Institut National des Sciences Appliquées (INSA) Institut Supérieur de l’Aéronautique et de l’Espace (ISAE) 4 thematic research areas: Micro and Nano Systems (
MINAS
) Modelling, Optimisation and Control of Systems (
MOCOSY
) Robotics and Artificial Intelligence (
RIA
) Critical Computer Systems (
SINC
) November 2011 MOGISA 2
Decision and Optimization theme
Discrete and continuous optimization Constraint satisfaction Performance evaluation Robust, non-linear, saturated control Model-based diagnosis 3 research teams: DISCO (diagnosis, supervision) MAC (control) MOGISA (discrete optimization, discrete-event dynamic systems) November 2011 MOGISA 3
November 2011
MOGISA: Members
(February 15, 2012)
11 research scientists – 8 PhD students – 1 post-docs
Head: ARTIGUES Christian (DR) Research scientists BRIAND Cyril (Pr) ESQUIROL Patrick (Mcf) HEBRARD Emmanuel (CR) HOUSSIN Laurent (Mcf) HUGUET Marie José (Mcf) JOZEFOWIEZ Nicolas (Mcf) LOPEZ Pierre (DR) MERCE Colette (Pr) MONCEL Julien (Mcf) NGUEVEU Sandra (Mcf) PhD Students (year of defence) CHABAANE Nadia (2015) BEN RAHHOU Touria (2013) GAOUA Yacine (2014) MALTA Leonardo (2015) SARPONG Boadu (2013) SIALA Mohamed (2014) TANGPATTANAKUL Panwadee (2013) TROJET Mariem (2013) Secretary MOUCLIER Christèle Post-doc SIMONIN Gilles MOGISA 4
Scientific objectives
Research domains Operations Research Artificial Intelligence (Constraints) Control Theory (Discrete-Event Systems) Research topics Discrete optimization & Constraint satisfaction Supply chain management Scheduling Transportation General stakes Advances (models, algorithms, general methods) for fundamental problems Tackling complex constraints and multiple objectives for real-world applications Coping with uncertainty and dynamics November 2011 MOGISA 5
Discrete Optimization and Constraint Satisfaction
Objectives General methods for solving:
NP-hard
discrete optimization problems min f(x) x X
NP-complete
satisfaction problems x, D(x) C Results Tree search enhanced with learning mechanisms Tree-based local search: discrepancy search improvements Large neighborhood search embedding implicit enumeration Constraint propagation-based cutting planes for integer programming November 2011 Applications to industrial problems Frequency assignment in telecommunications Production scheduling, project management, supply chain management, passenger transportation… MOGISA 6
Discrete Optimization and Constraint Satisfaction: trends
Robust discrete optimization
Problems computationally challenging and currently intractable even for small instance problems New constraint & integer programming approaches Application for robust scheduling (facing to limits of interval representation for uncertainty of data)
Multi-objective optimization
Exact methods MIP as search components
Matheuristics
(
e.g.
, local branching)
Constraint propagation and satisfaction
Methods hybridization, integration and cross-fertilization for discrete optimization pbs From CP, SAT, MIP, Metaheuristics, Mach. Learning, Parameterized Complexity November 2011 MOGISA 7
Scheduling
Objectives Integrating complex constraints from real-world applications and tackling uncertainty Results Complexity results on open problems Branch-and-bound methods for complex shop problems New MIP formulations (OMSP, RCPSP) Generalized resource constraint propagation New approach to generate flexible solutions for robust scheduling November 2011 Applications to industrial problems wafer manufacturing crew scheduling MOGISA 8
Scheduling: trends
New challenges
Parallel processors Resource flexibility in production systems Power management systems Energy 7.0
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ALU 4.0
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MEM CTL 1.3
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ODD 2.0
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New efficient (exact and approximate) methods
for November 2011 cyclic scheduling problems under resource constraints scheduling under alternatives multi-objective scheduling mathematical models and constraint propagation approaches for energy constraints & objectives
(max,+) algebra
for solving and for performance evaluation of schedules MOGISA 3 9
Robust scheduling
November 2011
Cooperation vs. Robustness (ROBOCOOP)
Tasks are distributed among a set of agent Agent schedules are robust Distributed and reactive scheduling:
Negotiation
between Agents Convergence of negotiations in finite time Trade-off between global and local objectives Cooperation mechanisms
Robust scheduling for innovative projects
Problem Activity failure implies project failure Past project investments are definitively lost Alternative activities exist (flexibility): if an activity fails, but one alternative activity succeeds, project can go on Decision variables Determine which activities have to be launched and their start time Objectives Investments minimization Risk of project failure minimization (robustness) MOGISA 10
Land transportation
Objectives Solving complex Vehicle Routing / Passenger Transportation Problems Results: New models and methods for Generalized TSPs Multi-objective VRPs VRP with route balancing Bi-objective TSPs with accessibility VRPs on multi-graphs Unusual objectives: stability Large Arc Routing Problems Applications Waste collecting Railway tracks examination November 2011 MOGISA 11
Land transportation: trends
Goal Convergence toward more realistic problems Optimization of individual/public transports Challenges Multi-modality in passenger transportation and VRPs Advance the use of multi-objective optimization Problems with many constraints (“rich”) Dynamicity Take into account the human side of problems Applications Door-to-door service network (ANR + DHL) High-capacity and real-time on-demand transportation Multi-modal algorithms for GIS November 2011 MOGISA 12
Optimization in space
ROSETTA/MOST (Post-doc – CNES Contract) Scheduling of scientific experiences Data transfer management system Limited energy November 2011 MOGISA 13
Optimization in space
Image-taking Scheduling of Earth observation satellites (PhD thesis THEOS Operational Training Program + Project CNES + Astrium/ONERA on flexible scheduling) November 2011 MOGISA 14
Optimization in space
Frequency allocation for satellite communications (Collaboration with Thales AS) November 2011 MOGISA 15
Contracts & collaborations
Industrial contracts : EADS, Airbus, Thales, Astrium, CNES, SNCF, Amadeus Academic projects November 2011 Local and National collaborations IMT , LARA/ENAC, CLLE/LTC IBM/ILOG, INRIA Lille-Nord Europe, LAMSADE, LAGIS/ECL, LAPS Bordeaux, LI Avignon, LI Tours, LIMOS, LISA Angers, LOSI Troyes, LIP6,… International collaborations : Spain, Canada, Belgium, Germany, Tunisia, Algeria … MOGISA 16
November 2011
Other visibility
Involvement in life of ROADEF http://www.roadef.org/ http://www2.lifl.fr/PM2O/ (French OR&DA society) http://challenge.roadef.org/ http://roadef2010.fr/ Reporting (CRSNG Canada, ECOS-Sud/Nord, FWO Belgium, ANR, ANRT, “Régions”…) Program committees of conferences (IESM, ILS, MISTA, MOSIM, ROADEF, JFPDA, CIGI) Conference organization : ROADEF 2010, JFPC 2012, Odysseus 2015 MOGISA 17
Publications 01/2005-12/2010
40 journals with review board 2 books (editor) 80 refereed conferences with proceedings 11 book chapters November 2011 15 PhD thesis 2 “ HDR ” MOGISA 18
What do we wish to develop ?
November 2011
Multiobjective optimization
New methods Parallelization to overcome computational complexity Applications
Optimization under uncertainties
Robust optimization Stochastic programming
Collaborative logistics
Intermodal transportation Integrated systems MOGISA 19
MOGISA Group
November 2011 Modeling, Optimization, and Integrated Management of Systems of Activities November, 2011 MOGISA 20