Evolutionary Multi-Criterion Optimization: 10th International Conference, EMO 2019, East Lansing, MI, USA, March 10-13, 2019, Proceedings

Description

This book constitutes the refereed proceedings of the 10th International Conference on Evolutionary Multi-Criterion Optimization, EMO 2019 held in East Lansing, MI, USA, in March 2019. The 59 revised full papers were carefully reviewed and selected from 76 submissions. The papers are divided into 8 categories, each representing a key area of current interest in the EMO field today. They include theoretical developments, algorithmic developments, issues in many-objective optimization, performance metrics, knowledge extraction and surrogate-based EMO, multi-objective combinatorial problem solving, MCDM and interactive EMO methods, and applications. Front Matter ....Pages I-XX Front Matter ....Pages 1-1 On Bi-objective Convex-Quadratic Problems (Cheikh Toure, Anne Auger, Dimo Brockhoff, Nikolaus Hansen)....Pages 3-14 An Empirical Investigation of the Optimality and Monotonicity Properties of Multiobjective Archiving Methods (Miqing Li, Xin Yao)....Pages 15-26 Evolutionary Multi-objective Optimization Using Benson’s Karush-Kuhn-Tucker Proximity Measure (Mohamed Abouhawwash, Mohamed A. Jameel)....Pages 27-38 On the Convergence of Decomposition Algorithms in Many-Objective Problems (Ricardo H. C. Takahashi)....Pages 39-50 Front Matter ....Pages 51-51 A New Hybrid Metaheuristic for Equality Constrained Bi-objective Optimization Problems (Oliver Cuate, Lourdes Uribe, Antonin Ponsich, Adriana Lara, Fernanda Beltran, Alberto Rodríguez Sánchez et al.)....Pages 53-65 Make Evolutionary Multiobjective Algorithms Scale Better with Advanced Data Structures: Van Emde Boas Tree for Non-dominated Sorting (Maxim Buzdalov)....Pages 66-77 Toward a New Family of Hybrid Evolutionary Algorithms (Lourdes Uribe, Oliver Schütze, Adriana Lara)....Pages 78-90 Adjustment of Weight Vectors of Penalty-Based Boundary Intersection Method in MOEA/D (Hui Li, Jianyong Sun, Qingfu Zhang, Yuxiang Shui)....Pages 91-100 GDE4: The Generalized Differential Evolution with Ordered Mutation (Azam Asilian Bidgoli, Sedigheh Mahdavi, Shahryar Rahnamayan, Hessein Ebrahimpour-Komleh)....Pages 101-113 Multi-objective Techniques for Single-Objective Local Search: A Case Study on Traveling Salesman Problem (Jialong Shi, Jianyong Sun, Qingfu Zhang)....Pages 114-125 Multimodality in Multi-objective Optimization – More Boon than Bane? (Christian Grimme, Pascal Kerschke, Heike Trautmann)....Pages 126-138 Solving Nonlinear Equation Systems Using Multiobjective Differential Evolution (Jing-Yu Ji, Wei-Jie Yu, Jun Zhang)....Pages 139-150 Process-Monitoring-for-Quality—A Model Selection Criterion for Genetic Programming (Carlos A. Escobar, Diana M. Wegner, Abhinav Gaur, Ruben Morales-Menendez)....Pages 151-164 Evolutionary Many-Constraint Optimization: An Exploratory Analysis (Mengjun Ming, Rui Wang, Tao Zhang)....Pages 165-176 Front Matter ....Pages 177-177 Generating Uniformly Distributed Points on a Unit Simplex for Evolutionary Many-Objective Optimization (Kalyanmoy Deb, Sunith Bandaru, Haitham Seada)....Pages 179-190 On Timing the Nadir-Point Estimation and/or Termination of Reference-Based Multi- and Many-objective Evolutionary Algorithms (Dhish Kumar Saxena, Sarang Kapoor)....Pages 191-202 Variation Rate: An Alternative to Maintain Diversity in Decision Space for Multi-objective Evolutionary Algorithms (Oliver Cuate, Oliver Schütze)....Pages 203-215 Indicator-Based Weight Adaptation for Solving Many-Objective Optimization Problems (Auraham Camacho, Gregorio Toscano, Ricardo Landa, Hisao Ishibuchi)....Pages 216-228 Investigating the Normalization Procedure of NSGA-III (Julian Blank, Kalyanmoy Deb, Proteek Chandan Roy)....Pages 229-240 MAC: Many-objective Automatic Algorithm Configuration (Hojjat Rakhshani, Lhassane Idoumghar, Julien Lepagnot, Mathieu Brévilliers)....Pages 241-253 A Parallel Tabu Search Heuristic to Approximate Uniform Designs for Reference Set Based MOEAs (Alberto Rodríguez Sánchez, Antonin Ponsich, Antonio López Jaimes, Saúl Zapotecas Martínez)....Pages 254-265 Comparison of Reference- and Hypervolume-Based MOEA on Solving Many-Objective Optimization Problems (Dani Irawan, Boris Naujoks)....Pages 266-277 Diversity over Dominance Approach for Many-Objective Optimization on Reference-Points-Based Framework (Deepak Sharma, Syed Zaheer Basha, Sandula Ajay Kumar)....Pages 278-290 A Two-Stage Evolutionary Algorithm for Many-Objective Optimization (Yi Wu, Bin Li, Sanchao Ding, Yinda Zhou)....Pages 291-304 Front Matter ....Pages 305-305 CRI-EMOA: A Pareto-Front Shape Invariant Evolutionary Multi-objective Algorithm (Jesús Guillermo Falcón-Cardona, Carlos A. Coello Coello, Michael Emmerich)....Pages 307-318 The Hypervolume Indicator as a Performance Measure in Dynamic Optimization (Sabrina Oliveira, Elizabeth F. Wanner, Sérgio R. de Souza, Leonardo C. T. Bezerra, Thomas Stützle)....Pages 319-331 Comparison of Hypervolume, IGD and IGD+ from the Viewpoint of Optimal Distributions of Solutions (Hisao Ishibuchi, Ryo Imada, Naoki Masuyama, Yusuke Nojima)....Pages 332-345 Diversity-Indicator Based Multi-Objective Evolutionary Algorithm: DI-MOEA (Yali Wang, Michael Emmerich, André Deutz, Thomas Bäck)....Pages 346-358 The Expected R2-Indicator Improvement for Multi-objective Bayesian Optimization (André Deutz, Michael Emmerich, Kaifeng Yang)....Pages 359-370 Front Matter ....Pages 371-371 Trust-Region Based Multi-objective Optimization for Low Budget Scenarios (Proteek Chandan Roy, Rayan Hussein, Julian Blank, Kalyanmoy Deb)....Pages 373-385 Approximating Pareto Set Topology by Cubic Interpolation on Bi-objective Problems (Yuri Marca, Hernán Aguirre, Saúl Zapotecas Martinez, Arnaud Liefooghe, Bilel Derbel, Sébastien Verel et al.)....Pages 386-398 Linear Search Mechanism for Multi- and Many-Objective Optimisation (Heiner Zille, Sanaz Mostaghim)....Pages 399-410 Estimating Relevance of Variables for Effective Recombination (Taishi Ito, Hernán Aguirre, Kiyoshi Tanaka, Arnaud Liefooghe, Bilel Derbel, Sébastien Verel)....Pages 411-423 sParEGO – A Hybrid Optimization Algorithm for Expensive Uncertain Multi-objective Optimization Problems (João A. Duro, Robin C. Purshouse, Shaul Salomon, Daniel C. Oara, Visakan Kadirkamanathan, Peter J. Fleming)....Pages 424-438 Knowledge Discovery in Scheduling Systems Using Evolutionary Bilevel Optimization and Visual Analytics (Julian Schulte, Niclas Feldkamp, Sören Bergmann, Volker Nissen)....Pages 439-450 Pareto Optimal Set Approximation by Models: A Linear Case (Aimin Zhou, Haoying Zhao, Hu Zhang, Guixu Zhang)....Pages 451-462 On Dealing with Uncertainties from Kriging Models in Offline Data-Driven Evolutionary Multiobjective Optimization (Atanu Mazumdar, Tinkle Chugh, Kaisa Miettinen, Manuel López-Ibáñez)....Pages 463-474 Convergence Acceleration for Multiobjective Sparse Reconstruction via Knowledge Transfer (Bai Yan, Qi Zhao, J. Andrew Zhang, Yonghui Li, Zhihai Wang)....Pages 475-487 Front Matter ....Pages 489-489 Evolving Generalized Solutions for Robust Multi-objective Optimization: Transportation Analysis in Disaster (Keiki Takadama, Keiji Sato, Hiroyuki Sato)....Pages 491-503 Runtime Analysis of Evolutionary Multi-objective Algorithms Optimising the Degree and Diameter of Spanning Trees (Wanru Gao, Mojgan Pourhassan, Vahid Roostapour, Frank Neumann)....Pages 504-515 Bi-objective Orienteering: Towards a Dynamic Multi-objective Evolutionary Algorithm (Jakob Bossek, Christian Grimme, Stephan Meisel, Günter Rudolph, Heike Trautmann)....Pages 516-528 A Formal Model for Multi-objective Optimisation of Network Function Virtualisation Placement (Joseph Billingsley, Ke Li, Wang Miao, Geyong Min, Nektarios Georgalas)....Pages 529-540 NSGA-II for Solving Multiobjective Integer Minimum Cost Flow Problem with Probabilistic Tree-Based Representation (Behrooz Ghasemishabankareh, Melih Ozlen, Xiaodong Li)....Pages 541-552 Opposition-Based Multi-objective Binary Differential Evolution for Multi-label Feature Selection (Azam Asilian Bidgoli, Shahryar Rahnamayan, Hessein Ebrahimpour-Komleh)....Pages 553-564 Configuration of a Dynamic MOLS Algorithm for Bi-objective Flowshop Scheduling (Camille Pageau, Aymeric Blot, Holger H. Hoos, Marie-Eléonore Kessaci, Laetitia Jourdan)....Pages 565-577 Front Matter ....Pages 579-579 Reliable Biobjective Solution of Stochastic Problems Using Metamodels (Marius Bommert, Günter Rudolph)....Pages 581-592 Mutual Rationalizability in Vector-Payoff Games (Erella Eisenstadt-Matalon, Amiram Moshaiov)....Pages 593-604 Trend Mining: A Visualization Technique to Discover Variable Trends in the Objective Space (Sunith Bandaru, Amos H. C. Ng)....Pages 605-617 IRA-EMO: Interactive Method Using Reservation and Aspiration Levels for Evolutionary Multiobjective Optimization (Rubén Saborido, Ana B. Ruiz, Mariano Luque, Kaisa Miettinen)....Pages 618-630 Progressive Preference Learning: Proof-of-Principle Results in MOEA/D (Ke Li)....Pages 631-643 A Dichotomous Approach to Reduce Rank Reversal Occurrences in PROMETHEE II Rankings (Erica Berghman, Yves De Smet, Jean Rosenfeld, Dimitri Van Assche)....Pages 644-654 A Viability Study of Renewables and Energy Storage Systems Using Multicriteria Decision Making and an Evolutionary Approach (Carolina G. Marcelino, Carlos E. Pedreira, Manuel Baumann, Marcel Weil, Paulo E. M. Almeida, Elizabeth F. Wanner)....Pages 655-668 Front Matter ....Pages 669-669 Analysing Optimisation Data for Multicriteria Building Spatial Design (Koen van der Blom, Sjonnie Boonstra, Hèrm Hofmeyer, Michael Emmerich)....Pages 671-682 Constrained Multi-objective Optimization Method for Practical Scientific Workflow Resource Selection (Courtney Powell, Katsunori Miura, Masaharu Munetomo)....Pages 683-694 Simulation Optimization of Water Usage and Crop Yield Using Precision Irrigation (Proteek Chandan Roy, Andrey Guber, Mohammad Abouali, A. Pouyan Nejadhashemi, Kalyanmoy Deb, Alvin J. M. Smucker)....Pages 695-706 Optimum Wind Farm Layouts: A Many-Objective Perspective and Case Study (Kalyan Shankar Bhattacharjee, Hemant Kumar Singh, Tapabrata Ray)....Pages 707-718 Comparison of Multi-objective Optimization Methods Applied to Electrical Machine Design (William R. Jensen, Thang Q. Pham, Shanelle N. Foster)....Pages 719-730 Designing Solar Chimney Power Plant Using Meta-modeling, Multi-objective Optimization, and Innovization (Fateme Azimlu, Shahryar Rahnamayan, Masoud Makrehchi, Pedram Karimipour-Fard)....Pages 731-742 Neuroevolutionary Multiobjective Methodology for the Optimization of the Injection Blow Molding Process (Renê Pinto, Hugo Silva, Fernando Duarte, Joao Nunes, Antonio Gaspar-Cunha)....Pages 743-754 Back Matter ....Pages 755-757