Multilevel Optimization: Algorithms and Applications

Size: px
Start display at page:

Download "Multilevel Optimization: Algorithms and Applications"

Transcription

1 Multilevel Optimization: Algorithms and Applications Edited by Athanasios Migdalas Division of Optimization, Department of Mathematics, Linköping Institute of Technology, Linköping, Sweden Panos M. Pardalos Department of Industrial and Systems Engineering, University of Florida, Gainesville, FL, U.S.A. and Peter Värbrand Division of Optimization, Department of Mathematics, Linköping Institute of Technology, Linköping, Sweden KLUWER ACADEMIC PUBLISHERS DORDRECHT / BOSTON / LONDON

2 CONTENTS PREFACE CONGESTED O-D TRIP DEMAND ADJUSTMENT PROBLEM: BILEVEL FORMULATION AND OPTIMALITY CONDITIONS Yang Chen and Michael Florian 1 1 Introduction 2 2 Literature Review 3 3 Model Analysis 9 4 Necessary Optimality Conditions of the DAP 12 5 Conclusions 18 DETERMINING TAX CREDITS FOR CONVERTING NONFOOD CROPS TO BIOFUELS: AN APPLICATION OF BILEVEL Jonathan F. Bard, John Plummer and Jean Claude Sourie 23 1 Introduction 24 2 Mathematical Model 25 3 Description of Algorithms 29 4 Computational Results 36 5 Discussion 41

3 viii MULTILEVEL OPTIMIZATION METHODS IN MECHANICS P.D. Panagiotopoulos, E.S. Mistakidis, G.E. Stavroulakis and O.K. Panagouli 51 1 Introduction 51 2 Presentation of the Multilevel Decomposition Methods 54 3 Large Cable Structures 59 4 Large Elastoplastic Structures 61 5 Validation and Improvements of Simplified Models 63 6 Extension to other Problems. Decomposition Algorithms for Nonconvex Minimization Problems 67 7 A Multilevel Method for the Approximation of a Nonconvex Minimum Problem by Convex ones 69 8 Multilevel Decomposition into two Convex Problems 76 9 Structures with Fractal Interfaces 82 OPTIMAL STRUCTURAL DESIGN IN NONSMOOTH MECHANICS Georgios E. Stavroulakis and Harald Günzel 91 1 Introduction 92 2 Parametric Nonsmooth Structural Analysis Problems 95 3 Optimal Design Problems Mathematical Analysis and Algorithms Discussion 112 REFERENCES 112 OPTIMIZING THE OPERATIONS OF AN ALUMINIUM SMELTER USING NON-LINEAR BI-LEVEL Miles G. Nicholls Introduction The Mathematical Model of the Aluminium Smelter The Solution Algorithm The Mathematical Model Representing the Multi-period Operations of the Aluminium Smelter Concluding Remarks 137

4 IX REFERENCES 137 COMPLEXITY ISSUES IN BILEVEL LINEAR Xiaotie Deng Introduction Difficulty in Approximation A Special Case Solvable in Polynomial Time Regret Ratio in Decision Analysis Future Directions 159 REFERENCES 160 THE COMPUTATIONAL COMPLEXITY OF MULTI-LEVEL BOTTLENECK PROBLEMS Tibor Dudäs, Bettina Klinz and Gerhard J. Woeginger Introduction Problem Statement and Previous Complexity Results Hardness Proof for Multi-Level Bottleneck Programs Hardness Proof for Multi-Level Linear Programs The Complexity of Bi-Level Programs Discussion 177 REFERENCES 177 ON THE LINEAR MAXMIN AND RELATED PROBLEMS Charles Audet, Pierre Hansen, Brigitte Jaumard and Gilles Savard Introduction Reformulations Tools for Resolution Solving the Linear Maxmin Problem 195

5 X 9 PIECEWISE SEQUENTIAL QUADRATIC FOR MATHEMATICAL PROGRAMS WITH NONLINEAR COMPLEMENTARITY CONSTRAINTS Zhi-Quan Luo, Jong-Shi Pang, Daniel Ralph Introduction Application to Optimal Design of Mechanical Structures The Piecewise Smooth Approach to NCP-MP The PSQP Method for NCP-MPEC Computational Testing of PSQP 222 REFERENCES A NEW BRANCH AND BOUND METHOD FOR BILEVEL LINEAR PROGRAMS Hoang Tuy and Saied Ghannadan Introduction The Equivalent Reverse Convex Program Solution Method Implementation Issues Illustrative Example 241 IIA PENALTY METHOD FOR LINEAR BILEVEL PROBLEMS Mahyar A. Amouzegar, Khosrow Moshirvaziri Introduction Linear Bilevel Programming Problem The Method Globalization of the Solution Numerical Examples Concluding Remarks AN IMPLICIT FUNCTION APPROACH TO BILEVEL PROBLEMS Stephan Dempe Introduction Lipschitz Continuity of Optimal Solutions 275

6 XI 3 Application of the Bündle Method Non-uniquely Solvable Lower Level Problems Nonconvex Lower Level Problems and Coupling Constraints in the Upper Level Problem BILEVEL LINEAR, MULTIOBJECTIVE, AND MONOTONIC REVERSE CONVEX Hoang Tuy Introduction Optimization over the Efncient Set Bilevel Linear Programming Basic Properties of (FMRP) Different D.C. Approaches to {FMRP) EXISTENCE OF SOLUTIONS TO GENERALIZED BILEVEL PROBLEM Maria Beatrice Lignola and Jacqueline Morgan Introduction Notations and Preliminaries Parametric Implicit Variational Problem Existence Results for Generalized Bilevel Problems Final Remarks APPLICATION OF TOPOLOGICAL DEGREE THEORY TO COMPLEMENTARITY PROBLEMS Vladimir A. Bulavsky, George Isac and Vyacheslav V. Kalashnikov Problem Specification and Topological Degree Theory General Complementarity Problem Sufficient Conditions for Solution Existence Standard Complementarity Problem Implicit Complementarity Problem General Order Complementarity Problem 357 REFERENCES 358

7 Xll 16 OPTIMALITY AND DUALITY IN PARAMETRIC CONVEX LEXICOGRAPHIC C. A. Floudas and S. Zlobec 1 Introduction 2 Orientation 3 Continuity 4 Global Optimality 5 Local Optimality 6 Duality 7 Bilevel Zermelo's Problems INDEX 381

A mixed-discrete bilevel programming problem

A mixed-discrete bilevel programming problem A mixed-discrete bilevel programming problem Stephan Dempe 1 and Vyacheslav Kalashnikov 2 1 TU Bergakademie Freiberg, Freiberg, Germany 2 Instituto de Tecnologías y Educación Superior de Monterrey, Monterrey,

More information

4y Springer NONLINEAR INTEGER PROGRAMMING

4y Springer NONLINEAR INTEGER PROGRAMMING NONLINEAR INTEGER PROGRAMMING DUAN LI Department of Systems Engineering and Engineering Management The Chinese University of Hong Kong Shatin, N. T. Hong Kong XIAOLING SUN Department of Mathematics Shanghai

More information

LIMIT LOAD OF A MASONRY ARCH BRIDGE BASED ON FINITE ELEMENT FRICTIONAL CONTACT ANALYSIS

LIMIT LOAD OF A MASONRY ARCH BRIDGE BASED ON FINITE ELEMENT FRICTIONAL CONTACT ANALYSIS 5 th GRACM International Congress on Computational Mechanics Limassol, 29 June 1 July, 2005 LIMIT LOAD OF A MASONRY ARCH BRIDGE BASED ON FINITE ELEMENT FRICTIONAL CONTACT ANALYSIS G.A. Drosopoulos I, G.E.

More information

II KLUWER ACADEMIC PUBLISHERS. Abstract Convexity and Global Optimization. Alexander Rubinov

II KLUWER ACADEMIC PUBLISHERS. Abstract Convexity and Global Optimization. Alexander Rubinov Abstract Convexity and Global Optimization by Alexander Rubinov School of Information Technology and Mathematical Sciences, University of Ballarat, Victoria, Australia II KLUWER ACADEMIC PUBLISHERS DORDRECHT

More information

Mixed Integer Bilevel Optimization through Multi-parametric Programming

Mixed Integer Bilevel Optimization through Multi-parametric Programming Mied Integer Bilevel Optimization through Multi-parametric Programg S. Avraamidou 1,2, N. A. Diangelakis 1,2 and E. N. Pistikopoulos 2,3 1 Centre for Process Systems Engineering, Department of Chemical

More information

Bilevel Integer Linear Programming

Bilevel Integer Linear Programming Bilevel Integer Linear Programming TED RALPHS SCOTT DENEGRE ISE Department COR@L Lab Lehigh University ted@lehigh.edu MOPTA 2009, Lehigh University, 19 August 2009 Thanks: Work supported in part by the

More information

Algorithms for Linear Programming with Linear Complementarity Constraints

Algorithms for Linear Programming with Linear Complementarity Constraints Algorithms for Linear Programming with Linear Complementarity Constraints Joaquim J. Júdice E-Mail: joaquim.judice@co.it.pt June 8, 2011 Abstract Linear programming with linear complementarity constraints

More information

A FRITZ JOHN APPROACH TO FIRST ORDER OPTIMALITY CONDITIONS FOR MATHEMATICAL PROGRAMS WITH EQUILIBRIUM CONSTRAINTS

A FRITZ JOHN APPROACH TO FIRST ORDER OPTIMALITY CONDITIONS FOR MATHEMATICAL PROGRAMS WITH EQUILIBRIUM CONSTRAINTS A FRITZ JOHN APPROACH TO FIRST ORDER OPTIMALITY CONDITIONS FOR MATHEMATICAL PROGRAMS WITH EQUILIBRIUM CONSTRAINTS Michael L. Flegel and Christian Kanzow University of Würzburg Institute of Applied Mathematics

More information

AN ASYMPTOTIC MINTY S TYPE VARIATIONAL INEQUALITY WITH PSEUDOMONOTONE OPERATORS. G. Isac

AN ASYMPTOTIC MINTY S TYPE VARIATIONAL INEQUALITY WITH PSEUDOMONOTONE OPERATORS. G. Isac Nonlinear Analysis Forum 8(1), pp. 55 64, 2003 AN ASYMPTOTIC MINTY S TYPE VARIATIONAL INEQUALITY WITH PSEUDOMONOTONE OPERATORS G. Isac Department of Mathematics Royal Military College of Canada P.O. Box

More information

8.2.3 Cables and unilateral contact analysis

8.2.3 Cables and unilateral contact analysis Operational Programme Education and Lifelong Learning Continuing Education Programme for updating Knowledge of University Graduates: Modern Development in Offshore Structures AUTh TUC 8.2.3 Cables and

More information

Solution of the Urban Traffic Problem with Fixed Demand Using Inexact Restoration

Solution of the Urban Traffic Problem with Fixed Demand Using Inexact Restoration International Journal of Mathematical Analysis Vol. 8, 2014, no. 39, 1907-1918 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.12988/ijma.2014.45148 Solution of the Urban Traffic Problem with Fixed Demand

More information

Operations Research Letters

Operations Research Letters Operations Research Letters 38 (2010) 328 333 Contents lists available at ScienceDirect Operations Research Letters journal homepage: www.elsevier.com/locate/orl The bilevel knapsack problem with stochastic

More information

On Penalty and Gap Function Methods for Bilevel Equilibrium Problems

On Penalty and Gap Function Methods for Bilevel Equilibrium Problems On Penalty and Gap Function Methods for Bilevel Equilibrium Problems Bui Van Dinh 1 and Le Dung Muu 2 1 Faculty of Information Technology, Le Quy Don Technical University, Hanoi, Vietnam 2 Institute of

More information

Equilibrium Programming

Equilibrium Programming International Conference on Continuous Optimization Summer School, 1 August 2004 Rensselaer Polytechnic Institute Tutorial on Equilibrium Programming Danny Ralph Judge Institute of Management, Cambridge

More information

Solving Global Optimization Problems by Interval Computation

Solving Global Optimization Problems by Interval Computation Solving Global Optimization Problems by Interval Computation Milan Hladík Department of Applied Mathematics, Faculty of Mathematics and Physics, Charles University in Prague, Czech Republic, http://kam.mff.cuni.cz/~hladik/

More information

Optimization Concepts and Applications in Engineering

Optimization Concepts and Applications in Engineering Optimization Concepts and Applications in Engineering Ashok D. Belegundu, Ph.D. Department of Mechanical Engineering The Pennsylvania State University University Park, Pennsylvania Tirupathi R. Chandrupatia,

More information

A note on the definition of a linear bilevel programming solution

A note on the definition of a linear bilevel programming solution A note on the definition of a linear bilevel programg solution Charles Audet 1,2, Jean Haddad 2, Gilles Savard 1,2 Abstract An alternative definition of the linear bilevel programg problem BLP has recently

More information

Solving Multi-Leader-Follower Games

Solving Multi-Leader-Follower Games ARGONNE NATIONAL LABORATORY 9700 South Cass Avenue Argonne, Illinois 60439 Solving Multi-Leader-Follower Games Sven Leyffer and Todd Munson Mathematics and Computer Science Division Preprint ANL/MCS-P1243-0405

More information

FIRST- AND SECOND-ORDER OPTIMALITY CONDITIONS FOR MATHEMATICAL PROGRAMS WITH VANISHING CONSTRAINTS 1. Tim Hoheisel and Christian Kanzow

FIRST- AND SECOND-ORDER OPTIMALITY CONDITIONS FOR MATHEMATICAL PROGRAMS WITH VANISHING CONSTRAINTS 1. Tim Hoheisel and Christian Kanzow FIRST- AND SECOND-ORDER OPTIMALITY CONDITIONS FOR MATHEMATICAL PROGRAMS WITH VANISHING CONSTRAINTS 1 Tim Hoheisel and Christian Kanzow Dedicated to Jiří Outrata on the occasion of his 60th birthday Preprint

More information

Research Article Existence and Duality of Generalized ε-vector Equilibrium Problems

Research Article Existence and Duality of Generalized ε-vector Equilibrium Problems Applied Mathematics Volume 2012, Article ID 674512, 13 pages doi:10.1155/2012/674512 Research Article Existence and Duality of Generalized ε-vector Equilibrium Problems Hong-Yong Fu, Bin Dan, and Xiang-Yu

More information

1. Introduction The nonlinear complementarity problem (NCP) is to nd a point x 2 IR n such that hx; F (x)i = ; x 2 IR n + ; F (x) 2 IRn + ; where F is

1. Introduction The nonlinear complementarity problem (NCP) is to nd a point x 2 IR n such that hx; F (x)i = ; x 2 IR n + ; F (x) 2 IRn + ; where F is New NCP-Functions and Their Properties 3 by Christian Kanzow y, Nobuo Yamashita z and Masao Fukushima z y University of Hamburg, Institute of Applied Mathematics, Bundesstrasse 55, D-2146 Hamburg, Germany,

More information

Numerical Data Fitting in Dynamical Systems

Numerical Data Fitting in Dynamical Systems Numerical Data Fitting in Dynamical Systems A Practical Introduction with Applications and Software by Klaus Schittkowski Department of Mathematics, University of Bayreuth, Bayreuth, Germany * * KLUWER

More information

A Course in Real Analysis

A Course in Real Analysis A Course in Real Analysis John N. McDonald Department of Mathematics Arizona State University Neil A. Weiss Department of Mathematics Arizona State University Biographies by Carol A. Weiss New ACADEMIC

More information

Exact Computation of Global Minima of a Nonconvex Portfolio Optimization Problem

Exact Computation of Global Minima of a Nonconvex Portfolio Optimization Problem Frontiers In Global Optimization, pp. 1-2 C. A. Floudas and P. M. Pardalos, Editors c 2003 Kluwer Academic Publishers Exact Computation of Global Minima of a Nonconvex Portfolio Optimization Problem Josef

More information

SOLVING A MINIMIZATION PROBLEM FOR A CLASS OF CONSTRAINED MAXIMUM EIGENVALUE FUNCTION

SOLVING A MINIMIZATION PROBLEM FOR A CLASS OF CONSTRAINED MAXIMUM EIGENVALUE FUNCTION International Journal of Pure and Applied Mathematics Volume 91 No. 3 2014, 291-303 ISSN: 1311-8080 (printed version); ISSN: 1314-3395 (on-line version) url: http://www.ijpam.eu doi: http://dx.doi.org/10.12732/ijpam.v91i3.2

More information

Multiobjective Mixed-Integer Stackelberg Games

Multiobjective Mixed-Integer Stackelberg Games Solving the Multiobjective Mixed-Integer SCOTT DENEGRE TED RALPHS ISE Department COR@L Lab Lehigh University tkralphs@lehigh.edu EURO XXI, Reykjavic, Iceland July 3, 2006 Outline Solving the 1 General

More information

1 Abstract. 2 Introduction

1 Abstract. 2 Introduction Fractal interfaces in masonry structures. Methods of calculation O.K. Panagouli*, E.S. Mistakidis*, P.D. Panagiotopoulos*, A. Liolios^ "Institute of Steel Structures, Aristotle University, GR-54006 Thessaloniki,

More information

Global Optimization by Interval Analysis

Global Optimization by Interval Analysis Global Optimization by Interval Analysis Milan Hladík Department of Applied Mathematics, Faculty of Mathematics and Physics, Charles University in Prague, Czech Republic, http://kam.mff.cuni.cz/~hladik/

More information

Solution of a General Linear Complementarity Problem using smooth optimization and its application to bilinear programming and LCP

Solution of a General Linear Complementarity Problem using smooth optimization and its application to bilinear programming and LCP Solution of a General Linear Complementarity Problem using smooth optimization and its application to bilinear programming and LCP L. Fernandes A. Friedlander M. Guedes J. Júdice Abstract This paper addresses

More information

Equilibrium Problems and Variational Models

Equilibrium Problems and Variational Models Equilibrium Problems and Variational Models Nonconvex Optimization and Its Applications Volume 68 Managing Editor: Panos Pardalos University 0/ Florida, U.SA. Advisory Board: J. R. Birge University o/michigan,

More information

An approach to constrained global optimization based on exact penalty functions

An approach to constrained global optimization based on exact penalty functions DOI 10.1007/s10898-010-9582-0 An approach to constrained global optimization based on exact penalty functions G. Di Pillo S. Lucidi F. Rinaldi Received: 22 June 2010 / Accepted: 29 June 2010 Springer Science+Business

More information

Optimization Methods and Applications

Optimization Methods and Applications Optimization Methods and Applications Edited by Xiaoqi Yang and Kok Lay Teo Department of Applied Mathematics, Hong Kong Polytechnic University, Hong Kong, China and Lou Caccetta School of Mathematics

More information

LARGE SCALE NONLINEAR OPTIMIZATION

LARGE SCALE NONLINEAR OPTIMIZATION Ettore Majorana Centre for Scientific Culture International School of Mathematics G. Stampacchia Erice, Italy 40th Workshop LARGE SCALE NONLINEAR OPTIMIZATION 22 June - 1 July 2004. ABSTRACTS of the invited

More information

MATHEMATICS OF DATA FUSION

MATHEMATICS OF DATA FUSION MATHEMATICS OF DATA FUSION by I. R. GOODMAN NCCOSC RDTE DTV, San Diego, California, U.S.A. RONALD P. S. MAHLER Lockheed Martin Tactical Defences Systems, Saint Paul, Minnesota, U.S.A. and HUNG T. NGUYEN

More information

Bulletin of the. Iranian Mathematical Society

Bulletin of the. Iranian Mathematical Society ISSN: 1017-060X (Print) ISSN: 1735-8515 (Online) Bulletin of the Iranian Mathematical Society Vol. 41 (2015), No. 5, pp. 1259 1269. Title: A uniform approximation method to solve absolute value equation

More information

LINEAR AND NONLINEAR PROGRAMMING

LINEAR AND NONLINEAR PROGRAMMING LINEAR AND NONLINEAR PROGRAMMING Stephen G. Nash and Ariela Sofer George Mason University The McGraw-Hill Companies, Inc. New York St. Louis San Francisco Auckland Bogota Caracas Lisbon London Madrid Mexico

More information

OPTIMIZATION WITH MULTIVALUED MAPPINGS. Theory, Applications, and Algorithms

OPTIMIZATION WITH MULTIVALUED MAPPINGS. Theory, Applications, and Algorithms OPTIMIZATION WITH MULTIVALUED MAPPINGS Theory, Applications, and Algorithms Springer Series in Optimization and Its Applications VOLUME 2 Managing Editor Panos M. Pardalos (University of Florida) Editor

More information

Numerical Data Fitting in Dynamical Systems

Numerical Data Fitting in Dynamical Systems Numerical Data Fitting in Dynamical Systems Applied Optimization Volume 77 Series Editors: Panos M. Pardalos University of Florida, U.S.A. Donald Hearn University of Florida, U.S.A. The titles published

More information

A Continuation Method for the Solution of Monotone Variational Inequality Problems

A Continuation Method for the Solution of Monotone Variational Inequality Problems A Continuation Method for the Solution of Monotone Variational Inequality Problems Christian Kanzow Institute of Applied Mathematics University of Hamburg Bundesstrasse 55 D 20146 Hamburg Germany e-mail:

More information

SOLUTIONS AND OPTIMALITY CRITERIA TO BOX CONSTRAINED NONCONVEX MINIMIZATION PROBLEMS. David Yang Gao. (Communicated by K.L. Teo)

SOLUTIONS AND OPTIMALITY CRITERIA TO BOX CONSTRAINED NONCONVEX MINIMIZATION PROBLEMS. David Yang Gao. (Communicated by K.L. Teo) JOURNAL OF INDUSTRIAL AND Website: http://aimsciences.org MANAGEMENT OPTIMIZATION Volume 3, Number 2, May 2007 pp. 293 304 SOLUTIONS AND OPTIMALITY CRITERIA TO BOX CONSTRAINED NONCONVEX MINIMIZATION PROBLEMS

More information

Research Article Finding Global Minima with a Filled Function Approach for Non-Smooth Global Optimization

Research Article Finding Global Minima with a Filled Function Approach for Non-Smooth Global Optimization Hindawi Publishing Corporation Discrete Dynamics in Nature and Society Volume 00, Article ID 843609, 0 pages doi:0.55/00/843609 Research Article Finding Global Minima with a Filled Function Approach for

More information

CONTENTS. Preface Preliminaries 1

CONTENTS. Preface Preliminaries 1 Preface xi Preliminaries 1 1 TOOLS FOR ANALYSIS 5 1.1 The Completeness Axiom and Some of Its Consequences 5 1.2 The Distribution of the Integers and the Rational Numbers 12 1.3 Inequalities and Identities

More information

Stationary Points of Bound Constrained Minimization Reformulations of Complementarity Problems1,2

Stationary Points of Bound Constrained Minimization Reformulations of Complementarity Problems1,2 JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS: Vol. 94, No. 2, pp. 449-467, AUGUST 1997 Stationary Points of Bound Constrained Minimization Reformulations of Complementarity Problems1,2 M. V. SOLODOV3

More information

A DC (DIFFERENCE OF CONVEX FUNCTIONS) APPROACH OF THE MPECS. Matthieu Marechal. Rafael Correa. (Communicated by the associate editor name)

A DC (DIFFERENCE OF CONVEX FUNCTIONS) APPROACH OF THE MPECS. Matthieu Marechal. Rafael Correa. (Communicated by the associate editor name) Manuscript submitted to AIMS Journals Volume X, Number 0X, XX 200X Website: http://aimsciences.org pp. X XX A DC (DIFFERENCE OF CONVEX FUNCTIONS) APPROACH OF THE MPECS Matthieu Marechal Centro de Modelamiento

More information

A smoothing augmented Lagrangian method for solving simple bilevel programs

A smoothing augmented Lagrangian method for solving simple bilevel programs A smoothing augmented Lagrangian method for solving simple bilevel programs Mengwei Xu and Jane J. Ye Dedicated to Masao Fukushima in honor of his 65th birthday Abstract. In this paper, we design a numerical

More information

Walsh Series and Transforms

Walsh Series and Transforms Walsh Series and Transforms Theory and Applications by B. Golubov Moscow Institute of Engineering, A. Efimov Moscow Institute of Engineering, and V. Skvortsov Moscow State University, W KLUWER ACADEMIC

More information

Equivalent Bilevel Programming Form for the Generalized Nash Equilibrium Problem

Equivalent Bilevel Programming Form for the Generalized Nash Equilibrium Problem Vol. 2, No. 1 ISSN: 1916-9795 Equivalent Bilevel Programming Form for the Generalized Nash Equilibrium Problem Lianju Sun College of Operations Research and Management Science, Qufu Normal University Tel:

More information

LOWER BOUNDS FOR THE UNCAPACITATED FACILITY LOCATION PROBLEM WITH USER PREFERENCES. 1 Introduction

LOWER BOUNDS FOR THE UNCAPACITATED FACILITY LOCATION PROBLEM WITH USER PREFERENCES. 1 Introduction LOWER BOUNDS FOR THE UNCAPACITATED FACILITY LOCATION PROBLEM WITH USER PREFERENCES PIERRE HANSEN, YURI KOCHETOV 2, NENAD MLADENOVIĆ,3 GERAD and Department of Quantitative Methods in Management, HEC Montréal,

More information

SCALARIZATION APPROACHES FOR GENERALIZED VECTOR VARIATIONAL INEQUALITIES

SCALARIZATION APPROACHES FOR GENERALIZED VECTOR VARIATIONAL INEQUALITIES Nonlinear Analysis Forum 12(1), pp. 119 124, 2007 SCALARIZATION APPROACHES FOR GENERALIZED VECTOR VARIATIONAL INEQUALITIES Zhi-bin Liu, Nan-jing Huang and Byung-Soo Lee Department of Applied Mathematics

More information

Complexes of Differential Operators

Complexes of Differential Operators Complexes of Differential Operators by Nikolai N. Tarkhanov Institute of Physics, Siberian Academy of Sciences, Krasnoyarsk, Russia KLUWER ACADEMIC PUBLISHERS DORDRECHT / BOSTON / LONDON Contents Preface

More information

Solving Multi-Leader-Common-Follower Games

Solving Multi-Leader-Common-Follower Games ARGONNE NATIONAL LABORATORY 9700 South Cass Avenue Argonne, Illinois 60439 Solving Multi-Leader-Common-Follower Games Sven Leyffer and Todd Munson Mathematics and Computer Science Division Preprint ANL/MCS-P1243-0405

More information

Bilevel Optimization, Pricing Problems and Stackelberg Games

Bilevel Optimization, Pricing Problems and Stackelberg Games Bilevel Optimization, Pricing Problems and Stackelberg Games Martine Labbé Computer Science Department Université Libre de Bruxelles INOCS Team, INRIA Lille Follower Leader CO Workshop - Aussois - January

More information

Global optimization on Stiefel manifolds some particular problem instances

Global optimization on Stiefel manifolds some particular problem instances 6 th International Conference on Applied Informatics Eger, Hungary, January 27 31, 2004. Global optimization on Stiefel manifolds some particular problem instances János Balogh Department of Computer Science,

More information

Bilevel Integer Linear Programming

Bilevel Integer Linear Programming Bilevel Integer Linear Programming SCOTT DENEGRE TED RALPHS ISE Department COR@L Lab Lehigh University ted@lehigh.edu Université Bordeaux, 16 December 2008 Thanks: Work supported in part by the National

More information

Approximate Bilevel Programming via Pareto Optimization for Imputation and Control of Optimization and Equilibrium models

Approximate Bilevel Programming via Pareto Optimization for Imputation and Control of Optimization and Equilibrium models Approximate Bilevel Programg via Pareto Optimization for Imputation and Control of Optimization and Equilibrium models Jérôme Thai 1 and Rim Hariss 2 and Alexandre Bayen 3 Abstract We consider the problem

More information

Journal of Computational and Applied Mathematics

Journal of Computational and Applied Mathematics Journal of Computational and Applied Mathematics 234 (2) 538 544 Contents lists available at ScienceDirect Journal of Computational and Applied Mathematics journal homepage: www.elsevier.com/locate/cam

More information

NUMERICAL OPTIMIZATION. J. Ch. Gilbert

NUMERICAL OPTIMIZATION. J. Ch. Gilbert NUMERICAL OPTIMIZATION J. Ch. Gilbert Numerical optimization (past) The discipline deals with the classical smooth (nonconvex) problem min {f(x) : c E (x) = 0, c I (x) 0}. Applications: variable added

More information

Integer Bilevel Linear Programming Problems: New Results and Applications

Integer Bilevel Linear Programming Problems: New Results and Applications Integer Bilevel Linear Programming Problems: New Results and Applications Scuola di Dottorato in Scienza e Tecnologia dell Informazione delle Comunicazioni Dottorato di Ricerca in Ricerca Operativa XXVI

More information

Exact solution approach for a class of nonlinear bilevel knapsack problems

Exact solution approach for a class of nonlinear bilevel knapsack problems J Glob Optim 015 61:91 310 DOI 10.1007/s10898-014-0189-8 Exact solution approach for a class of nonlinear bilevel knapsack problems Behdad Beheshti Osman Y. Özaltın M. Hosein Zare Oleg A. Prokopyev Received:

More information

Complexity Analysis of Interior Point Algorithms for Non-Lipschitz and Nonconvex Minimization

Complexity Analysis of Interior Point Algorithms for Non-Lipschitz and Nonconvex Minimization Mathematical Programming manuscript No. (will be inserted by the editor) Complexity Analysis of Interior Point Algorithms for Non-Lipschitz and Nonconvex Minimization Wei Bian Xiaojun Chen Yinyu Ye July

More information

Positive Semidefiniteness and Positive Definiteness of a Linear Parametric Interval Matrix

Positive Semidefiniteness and Positive Definiteness of a Linear Parametric Interval Matrix Positive Semidefiniteness and Positive Definiteness of a Linear Parametric Interval Matrix Milan Hladík Charles University, Faculty of Mathematics and Physics, Department of Applied Mathematics, Malostranské

More information

Solving a Signalized Traffic Intersection Problem with NLP Solvers

Solving a Signalized Traffic Intersection Problem with NLP Solvers Solving a Signalized Traffic Intersection Problem with NLP Solvers Teófilo Miguel M. Melo, João Luís H. Matias, M. Teresa T. Monteiro CIICESI, School of Technology and Management of Felgueiras, Polytechnic

More information

Contents. Preface. 1 Introduction Optimization view on mathematical models NLP models, black-box versus explicit expression 3

Contents. Preface. 1 Introduction Optimization view on mathematical models NLP models, black-box versus explicit expression 3 Contents Preface ix 1 Introduction 1 1.1 Optimization view on mathematical models 1 1.2 NLP models, black-box versus explicit expression 3 2 Mathematical modeling, cases 7 2.1 Introduction 7 2.2 Enclosing

More information

Variable Objective Search

Variable Objective Search Variable Objective Search Sergiy Butenko, Oleksandra Yezerska, and Balabhaskar Balasundaram Abstract This paper introduces the variable objective search framework for combinatorial optimization. The method

More information

Semismooth Hybrid Systems. Paul I. Barton and Mehmet Yunt Process Systems Engineering Laboratory Massachusetts Institute of Technology

Semismooth Hybrid Systems. Paul I. Barton and Mehmet Yunt Process Systems Engineering Laboratory Massachusetts Institute of Technology Semismooth Hybrid Systems Paul I. Barton and Mehmet Yunt Process Systems Engineering Laboratory Massachusetts Institute of Technology Continuous Time Hybrid Automaton (deterministic) 4/21 Hybrid Automaton

More information

Mathematics for Economics and Finance

Mathematics for Economics and Finance Mathematics for Economics and Finance Michael Harrison and Patrick Waldron B 375482 Routledge Taylor & Francis Croup LONDON AND NEW YORK Contents List of figures ix List of tables xi Foreword xiii Preface

More information

1 Introduction Bilevel programming is the adequate framework for modelling those optimization situations where a subset of decision variables is not c

1 Introduction Bilevel programming is the adequate framework for modelling those optimization situations where a subset of decision variables is not c Nonlinear Optimization and Applications, pp. 1-000 G. Di Pillo and F. Giannessi, Editors c1998 Kluwer Academic Publishers B.V. On a class of bilevel programs Martine LABBE (mlabbe@ulb.ac.be) SMG, Institut

More information

1. Introduction. We consider the classical variational inequality problem [1, 3, 7] VI(F, C), which is to find a point x such that

1. Introduction. We consider the classical variational inequality problem [1, 3, 7] VI(F, C), which is to find a point x such that SIAM J. CONTROL OPTIM. Vol. 37, No. 3, pp. 765 776 c 1999 Society for Industrial and Applied Mathematics A NEW PROJECTION METHOD FOR VARIATIONAL INEQUALITY PROBLEMS M. V. SOLODOV AND B. F. SVAITER Abstract.

More information

Optimality conditions and complementarity, Nash equilibria and games, engineering and economic application

Optimality conditions and complementarity, Nash equilibria and games, engineering and economic application Optimality conditions and complementarity, Nash equilibria and games, engineering and economic application Michael C. Ferris University of Wisconsin, Madison Funded by DOE-MACS Grant with Argonne National

More information

OPTIMAL ESTIMATION of DYNAMIC SYSTEMS

OPTIMAL ESTIMATION of DYNAMIC SYSTEMS CHAPMAN & HALL/CRC APPLIED MATHEMATICS -. AND NONLINEAR SCIENCE SERIES OPTIMAL ESTIMATION of DYNAMIC SYSTEMS John L Crassidis and John L. Junkins CHAPMAN & HALL/CRC A CRC Press Company Boca Raton London

More information

ON GAP FUNCTIONS OF VARIATIONAL INEQUALITY IN A BANACH SPACE. Sangho Kum and Gue Myung Lee. 1. Introduction

ON GAP FUNCTIONS OF VARIATIONAL INEQUALITY IN A BANACH SPACE. Sangho Kum and Gue Myung Lee. 1. Introduction J. Korean Math. Soc. 38 (2001), No. 3, pp. 683 695 ON GAP FUNCTIONS OF VARIATIONAL INEQUALITY IN A BANACH SPACE Sangho Kum and Gue Myung Lee Abstract. In this paper we are concerned with theoretical properties

More information

Generalized Monotonicities and Its Applications to the System of General Variational Inequalities

Generalized Monotonicities and Its Applications to the System of General Variational Inequalities Generalized Monotonicities and Its Applications to the System of General Variational Inequalities Khushbu 1, Zubair Khan 2 Research Scholar, Department of Mathematics, Integral University, Lucknow, Uttar

More information

Curriculum vitae of Giandomenico Mastroeni

Curriculum vitae of Giandomenico Mastroeni Curriculum vitae of Giandomenico Mastroeni General Informations Born in Ancona on 4/12/1964 High school degree (Livorno, 7/26/1982) Graduate in Mathematics at the University of Pisa (3/3/1988) Military

More information

GENERALIZED QUADRATICALLY CONSTRAINED QUADRATIC PROGRAMMING FOR SIGNAL PROCESSING

GENERALIZED QUADRATICALLY CONSTRAINED QUADRATIC PROGRAMMING FOR SIGNAL PROCESSING 2014 IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP) GENERALIZED QUADRATICALLY CONSTRAINED QUADRATIC PROGRAMMING FOR SIGNAL PROCESSING Arash Khabbazibasmenj and Sergiy

More information

AN EXACT PENALTY APPROACH FOR MATHEMATICAL PROGRAMS WITH EQUILIBRIUM CONSTRAINTS. L. Abdallah 1 and M. Haddou 2

AN EXACT PENALTY APPROACH FOR MATHEMATICAL PROGRAMS WITH EQUILIBRIUM CONSTRAINTS. L. Abdallah 1 and M. Haddou 2 AN EXACT PENALTY APPROACH FOR MATHEMATICAL PROGRAMS WITH EQUILIBRIUM CONSTRAINTS. L. Abdallah 1 and M. Haddou 2 Abstract. We propose an exact penalty approach to solve the mathematical problems with equilibrium

More information

Alternative theorems for nonlinear projection equations and applications to generalized complementarity problems

Alternative theorems for nonlinear projection equations and applications to generalized complementarity problems Nonlinear Analysis 46 (001) 853 868 www.elsevier.com/locate/na Alternative theorems for nonlinear projection equations and applications to generalized complementarity problems Yunbin Zhao a;, Defeng Sun

More information

w Kluwer Academic Publishers Boston/Dordrecht/London HANDBOOK OF SEMIDEFINITE PROGRAMMING Theory, Algorithms, and Applications

w Kluwer Academic Publishers Boston/Dordrecht/London HANDBOOK OF SEMIDEFINITE PROGRAMMING Theory, Algorithms, and Applications HANDBOOK OF SEMIDEFINITE PROGRAMMING Theory, Algorithms, and Applications Edited by Henry Wolkowicz Department of Combinatorics and Optimization Faculty of Mathematics University of Waterloo Waterloo,

More information

HIGHER ORDER OPTIMALITY AND DUALITY IN FRACTIONAL VECTOR OPTIMIZATION OVER CONES

HIGHER ORDER OPTIMALITY AND DUALITY IN FRACTIONAL VECTOR OPTIMIZATION OVER CONES - TAMKANG JOURNAL OF MATHEMATICS Volume 48, Number 3, 273-287, September 2017 doi:10.5556/j.tkjm.48.2017.2311 - - - + + This paper is available online at http://journals.math.tku.edu.tw/index.php/tkjm/pages/view/onlinefirst

More information

Algorithms for Bilevel Pseudomonotone Variational Inequality Problems

Algorithms for Bilevel Pseudomonotone Variational Inequality Problems Algorithms for Bilevel Pseudomonotone Variational Inequality Problems B.V. Dinh. L.D. Muu Abstract. We propose easily implementable algorithms for minimizing the norm with pseudomonotone variational inequality

More information

WEAK LOWER SEMI-CONTINUITY OF THE OPTIMAL VALUE FUNCTION AND APPLICATIONS TO WORST-CASE ROBUST OPTIMAL CONTROL PROBLEMS

WEAK LOWER SEMI-CONTINUITY OF THE OPTIMAL VALUE FUNCTION AND APPLICATIONS TO WORST-CASE ROBUST OPTIMAL CONTROL PROBLEMS WEAK LOWER SEMI-CONTINUITY OF THE OPTIMAL VALUE FUNCTION AND APPLICATIONS TO WORST-CASE ROBUST OPTIMAL CONTROL PROBLEMS ROLAND HERZOG AND FRANK SCHMIDT Abstract. Sufficient conditions ensuring weak lower

More information

Implicit Solution Function of P 0 and Z Matrix Linear Complementarity Constraints

Implicit Solution Function of P 0 and Z Matrix Linear Complementarity Constraints Implicit Solution Function of P 0 and Z Matrix Linear Complementarity Constraints Xiaojun Chen Shuhuang Xiang 2 7 July 2008, Revised 8 December 2008, 7 April 2009 Abstract. Using the least element solution

More information

ON THE EIGENVALUE PROBLEM FOR A GENERALIZED HEMIVARIATIONAL INEQUALITY

ON THE EIGENVALUE PROBLEM FOR A GENERALIZED HEMIVARIATIONAL INEQUALITY STUDIA UNIV. BABEŞ BOLYAI, MATHEMATICA, Volume XLVII, Number 1, March 2002 ON THE EIGENVALUE PROBLEM FOR A GENERALIZED HEMIVARIATIONAL INEQUALITY ANA-MARIA CROICU Abstract. In this paper the eigenvalue

More information

Pessimistic Referential-Uncooperative Linear Bilevel Multi-follower Decision Making with An Application to Water Resources Optimal Allocation

Pessimistic Referential-Uncooperative Linear Bilevel Multi-follower Decision Making with An Application to Water Resources Optimal Allocation Pessimistic Referential-Uncooperative Linear Bilevel Multi-follower Decision Making with An Application to Water Resources Optimal Allocation Yue Zheng, Yuxin Fan, Xiangzhi Zhuo, and Jiawei Chen Nov. 27,

More information

Contents. Preface for the Instructor. Preface for the Student. xvii. Acknowledgments. 1 Vector Spaces 1 1.A R n and C n 2

Contents. Preface for the Instructor. Preface for the Student. xvii. Acknowledgments. 1 Vector Spaces 1 1.A R n and C n 2 Contents Preface for the Instructor xi Preface for the Student xv Acknowledgments xvii 1 Vector Spaces 1 1.A R n and C n 2 Complex Numbers 2 Lists 5 F n 6 Digression on Fields 10 Exercises 1.A 11 1.B Definition

More information

Mathematical Problems in Image Processing

Mathematical Problems in Image Processing Gilles Aubert Pierre Kornprobst Mathematical Problems in Image Processing Partial Differential Equations and the Calculus of Variations Second Edition Springer Foreword Preface to the Second Edition Preface

More information

A Smoothing SQP Method for Mathematical Programs with Linear Second-Order Cone Complementarity Constraints

A Smoothing SQP Method for Mathematical Programs with Linear Second-Order Cone Complementarity Constraints A Smoothing SQP Method for Mathematical Programs with Linear Second-Order Cone Complementarity Constraints Hiroshi Yamamura, Taayui Ouno, Shunsue Hayashi and Masao Fuushima June 14, 212 Abstract In this

More information

Bilevel Integer Programming

Bilevel Integer Programming Bilevel Integer Programming Ted Ralphs 1 Joint work with: Scott DeNegre 1, Menal Guzelsoy 1 COR@L Lab, Department of Industrial and Systems Engineering, Lehigh University Norfolk Southern Ralphs, et al.

More information

Weak sharp minima on Riemannian manifolds 1

Weak sharp minima on Riemannian manifolds 1 1 Chong Li Department of Mathematics Zhejiang University Hangzhou, 310027, P R China cli@zju.edu.cn April. 2010 Outline 1 2 Extensions of some results for optimization problems on Banach spaces 3 4 Some

More information

This is an electronic reprint of the original article. This reprint may differ from the original in pagination and typographic detail.

This is an electronic reprint of the original article. This reprint may differ from the original in pagination and typographic detail. This is an electronic reprint of the original article. This reprint may differ from the original in pagination and typographic detail. Author(s): Ruuska, Sauli; Miettinen, Kaisa; Wiecek, Margaret M. Title:

More information

Error bounds for symmetric cone complementarity problems

Error bounds for symmetric cone complementarity problems to appear in Numerical Algebra, Control and Optimization, 014 Error bounds for symmetric cone complementarity problems Xin-He Miao 1 Department of Mathematics School of Science Tianjin University Tianjin

More information

BILEVEL PROGRAMMING: A COMBINATORIAL PERSPECTIVE

BILEVEL PROGRAMMING: A COMBINATORIAL PERSPECTIVE Chapter 1 BILEVEL PROGRAMMING: A COMBINATORIAL PERSPECTIVE Patrice Marcotte DIRO and CRT, Université de Montréal marcotte@iro.umontreal.ca Gilles Savard MAGI and GERAD, École Polytechnique de Montréal

More information

A Branch-and-cut Algorithm for Integer Bilevel Linear Programs

A Branch-and-cut Algorithm for Integer Bilevel Linear Programs A Branch-and-cut Algorithm for Integer Bilevel Linear Programs S.T. DeNegre and T.K. Ralphs Department of Industrial and Systems Engineering, Lehigh University, Bethlehem, PA 18015 COR@L Technical Report

More information

496 B.S. HE, S.L. WANG AND H. YANG where w = x y 0 A ; Q(w) f(x) AT g(y) B T Ax + By b A ; W = X Y R r : (5) Problem (4)-(5) is denoted as MVI

496 B.S. HE, S.L. WANG AND H. YANG where w = x y 0 A ; Q(w) f(x) AT g(y) B T Ax + By b A ; W = X Y R r : (5) Problem (4)-(5) is denoted as MVI Journal of Computational Mathematics, Vol., No.4, 003, 495504. A MODIFIED VARIABLE-PENALTY ALTERNATING DIRECTIONS METHOD FOR MONOTONE VARIATIONAL INEQUALITIES Λ) Bing-sheng He Sheng-li Wang (Department

More information

Extended Mathematical Programming

Extended Mathematical Programming Extended Mathematical Programming Michael C. Ferris Joint work with: Michael Bussieck, Steven Dirkse, and Alexander Meeraus University of Wisconsin, Madison Zinal, January 18, 2017 Ferris (Univ. Wisconsin)

More information

Solving Bilevel Mixed Integer Program by Reformulations and Decomposition

Solving Bilevel Mixed Integer Program by Reformulations and Decomposition Solving Bilevel Mixed Integer Program by Reformulations and Decomposition June, 2014 Abstract In this paper, we study bilevel mixed integer programming (MIP) problem and present a novel computing scheme

More information

Bilevel Derivative-Free Optimization and its Application to Robust Optimization

Bilevel Derivative-Free Optimization and its Application to Robust Optimization Bilevel Derivative-Free Optimization and its Application to Robust Optimization A. R. Conn L. N. Vicente September 15, 2010 Abstract We address bilevel programming problems when the derivatives of both

More information

Formulating an n-person noncooperative game as a tensor complementarity problem

Formulating an n-person noncooperative game as a tensor complementarity problem arxiv:60203280v [mathoc] 0 Feb 206 Formulating an n-person noncooperative game as a tensor complementarity problem Zheng-Hai Huang Liqun Qi February 0, 206 Abstract In this paper, we consider a class of

More information

WHEN ARE THE (UN)CONSTRAINED STATIONARY POINTS OF THE IMPLICIT LAGRANGIAN GLOBAL SOLUTIONS?

WHEN ARE THE (UN)CONSTRAINED STATIONARY POINTS OF THE IMPLICIT LAGRANGIAN GLOBAL SOLUTIONS? WHEN ARE THE (UN)CONSTRAINED STATIONARY POINTS OF THE IMPLICIT LAGRANGIAN GLOBAL SOLUTIONS? Francisco Facchinei a,1 and Christian Kanzow b a Università di Roma La Sapienza Dipartimento di Informatica e

More information

Partial Differential Equations

Partial Differential Equations Partial Differential Equations Mathematics and Its Applications Managing Editor: M. HAZEWINKEL Centre for Mathematics and Computer Science, Amsterdam, The Netherlands Editorial Board: R. W. BROCKETT, Harvard

More information

A Filled Function Method with One Parameter for R n Constrained Global Optimization

A Filled Function Method with One Parameter for R n Constrained Global Optimization A Filled Function Method with One Parameter for R n Constrained Global Optimization Weixiang Wang Youlin Shang Liansheng Zhang Abstract. For R n constrained global optimization problem, a new auxiliary

More information