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The Resource Random-Like Bi-Level Decision Making

Random-Like Bi-Level Decision Making

Label
Random-Like Bi-Level Decision Making
Title
Random-Like Bi-Level Decision Making
Creator
Contributor
Subject
Language
eng
Member of
Cataloging source
MiAaPQ
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Lecture Notes in Economics and Mathematical Systems Ser.
Series volume
v.688
Random-Like Bi-Level Decision Making
Label
Random-Like Bi-Level Decision Making
Link
http://libproxy.rpi.edu/login?url=https://ebookcentral.proquest.com/lib/rpi/detail.action?docID=4660867
Publication
Copyright
Related Contributor
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Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • Preface -- Contents -- 1 Foundations of Random-Like Bi-Level Decision Making -- 1.1 Random Sets Theory -- 1.1.1 General Concepts -- Measure Space -- Outer Measures -- Probability Space -- Product Probability Space -- Conditional Probability and Independence -- Probability Distribution -- 1.1.2 Random Variable -- Discrete Random Variable -- Continuous Random Variable -- Random Vector -- 1.1.3 Fuzzy Variable -- 1.1.4 Ra-Ra Variable -- Discrete Ra-Ra Variable -- Continuous Ra-Ra Variable -- 1.1.5 Ra-Fu Variable -- Discrete Ra-Fu Variable -- Continuous Ra-Fu Variable -- 1.2 Bi-Level Programming -- 1.2.1 Linear Bi-Level Programming -- 1.2.2 Nonlinear Bi-Level Programming -- 1.2.3 Complexity and Optimality Conditions -- 1.2.4 Traditional Methods -- KKT Approach -- Brand-and-Bound -- Penalty Function -- Interactive Programming Method -- 1.2.5 Developments of Algorithms -- 1.3 Synthetical Analysis of Literature -- References -- 2 Bi-Level Decision Making in Random Phenomenon -- 2.1 Regional Water Resources Allocation Problem -- 2.1.1 Random Phenomenon -- 2.1.2 Bi-Level Description -- 2.2 Bi-Level Decision Making Models with Random Coefficients -- 2.3 Random EEEE Model -- 2.3.1 General Form of Random EEEE Model -- 2.3.2 Reference Point Method for Linear Models -- 2.3.3 Genetic Approach for Nonlinear Models -- Random Simulation 1 for Expected Value -- Goal Programming Method -- RWGA -- Numerical Example -- 2.4 Random CECC Model -- 2.4.1 General Form of Random CECC Model -- 2.4.2 KKT Method for Linear Model -- KKT Method -- Numerical Example -- 2.4.3 Genetic Algorithm for Nonlinear Model -- E-Constraint Method -- Random Simulation for Critical Values -- EBS-Based GA -- Numerical Example -- 2.5 Random DEDC Model -- 2.5.1 General Form of Random DEDC Model -- 2.5.2 Interactive Fuzzy Goal Programming for Linear Model
  • Interactive Fuzzy Goal Programming Approach -- Numerical Example -- 2.5.3 Random Simulation-Based BPMOGA for Nonlinear Model -- Random Simulation for Probability -- Two-Stage Method -- BPMOGA -- Numerical Example -- 2.6 Regional Water Resources Allocation Problem in the Gan-Fu Plain -- 2.6.1 Modelling -- Assumptions -- Lower Level Model for Water Allocation Problems in Sub-areas -- Upper Level Model for Water Allocation Problem in the Overall Region -- Global Model -- 2.6.2 Presentation of the Case Problem -- 2.6.3 Parameter Selection for EBS-Based GA -- 2.6.4 Results and Discussion -- References -- 3 Bi-Level Decision Making in Ra-Ra Phenomenon -- 3.1 Transport Flow Distribution Problem -- 3.1.1 Ra-Ra Phenomenon -- 3.1.2 Bi-Level Description -- 3.2 Bi-Level Decision Making Model with Ra-Ra Coefficients -- 3.3 Ra-Ra EEDE Model -- 3.3.1 General Form of Ra-Ra EEDE Model -- 3.3.2 The Steepest Descent Direction Method for Linear Model -- Crisp Equivalent Model -- The Steepest Descent Direction Method -- Numerical Example -- 3.3.3 Ra-Ra Simulation-Based PSO for Nonlinear Models -- Ra-Ra Simulation for Expected Value and Chance -- Lexicographic Method -- C-PSO -- Numerical Example -- 3.4 Ra-Ra ECEC Model -- 3.4.1 General Form of Ra-Ra ECEC Model -- 3.4.2 A Homotopy Method for Linear Model -- Homotopy Method -- Numerical Example -- 3.4.3 Ra-Ra Simulation-Based CHK-PSO for Nonlinear Models -- Ra-Ra Simulation for Critical Values -- The Step Method -- CHKS-PSO -- Numerical Example -- 3.5 Ra-Ra DCCC Model -- 3.5.1 General Form of Ra-Ra DCCC Model -- 3.5.2 Interactive Balance Space Approach for Linear Model -- Interactive Balance Space Approach -- Numerical Example -- 3.5.3 Ra-Ra Simulation-Based CST-PSO forNonlinear Models -- The Satisfying Trade-Off Method -- CST-PSO -- Numerical Example -- 3.6 Transport Flow Distribution of the SBY Hydropower Project
  • 3.6.1 Modelling -- Lower Level Model for the Bi-Level TFDP -- Upper Level Model for the Bi-Level TFDP -- Global Model for the Bi-Level TFDP -- 3.6.2 Presentation of the SBY Hydropower Project -- 3.6.3 Solutions and Discussion -- References -- 4 Bi-Level Decision Making in Ra-Fu Phenomenon -- 4.1 Construction Site Security Planning Problem -- 4.1.1 Ra-Fu Phenomena -- 4.1.2 Bi-Level Description -- 4.2 Bi-Level Decision Making Model with Ra-Fu Coefficients -- 4.3 Ra-Fu EECC Model -- 4.3.1 General Form of Ra-Fu EECC Model -- 4.3.2 Constrained Variable Metric Method for Linear Model -- Crisp Equivalent Models -- Constrained Variable Metric Method -- Numerical Examples -- 4.3.3 Ra-Fu Simulation-Based PGSA for Nonlinear Model -- Linear Weighted-Sum Approach -- Ra-Fu Simulation for Expected Operator and Chance Operator -- PGSA -- Numerical Example -- 4.4 Ra-Fu CCDD Model -- 4.4.1 General Form of Ra-Fu CCDD Model -- 4.4.2 Fuzzy Decision Method for Linear Model -- Crisp Equivalent Models -- Fuzzy Decision Method -- Numerical Examples -- 4.4.3 Ra-Fu Simulation-Based PGSA-GA for Nonlinear Model -- Minimax Point Method -- Ra-Fu Simulation for Dependent Chance -- Hybrid PGSA-GA -- Numerical Examples -- 4.5 Ra-Fu DDEE Model -- 4.5.1 General Form of Ra-Fu DDEE Model -- 4.5.2 Interactive Method for Linear Model -- Crisp Equivalent Models -- Interactive Method -- Numerical Examples -- 4.5.3 Ra-Fu Simulation-Based PGSA-PSO for Nonlinear Model -- Ideal Point Method -- Ra-Fu Simulation for Dependent Chance and Expected Operator -- Hybrid PGSA-PSO -- Numerical Examples -- 4.6 Security Planning of the LT Hydropower Construction Project -- 4.6.1 Modelling -- Upper-Level Model for the Bi-Level CSSP -- Lower-Level Model for the Bi-Level CSSP -- Global Model for the Bi-Level CSSP -- 4.6.2 Solving Procedure by PGSA Algorithm -- Multi-objective Procedure
  • Stochastic Simulation Based Constraints Checking Procedure -- Eliminating Infeasible Growth Nodes -- Overall Procedure -- 4.6.3 Data Collection -- 4.6.4 Solution and Discussion -- References -- 5 Methodology From an Equilibria Viewpoints -- 5.1 Motivation for Equilibrium -- 5.2 Equilibria in Real-World Problems -- 5.3 Model System in Equilibria -- 5.4 Equilibria Algorithms -- 5.5 Perspectives -- 5.5.1 Models -- 5.5.2 Theories -- 5.5.3 Algorithms -- 5.5.4 Applications -- References -- Appendix MATLAB Codes -- A.1 MATLAB® File for Example 2.3 -- A.2 MATLAB® File for Example 2.7 -- A.3 MATLAB® File for Example 2.10 -- A.4 MATLAB® File for Example 3.2 -- A.5 MATLAB® File for Example 3.3 -- A.6 MATLAB® File for Example 3.6 -- A.7 MATLAB® File for Example 4.2 -- A.8 MATLAB® File for Example 4.3 -- A.9 MATLAB® File for Example 4.6 -- Index
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Extent
1 online resource (411 pages)
Form of item
online
Isbn
9789811017681
Media category
computer
Media MARC source
rdamedia
Media type code
c
Sound
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Specific material designation
remote

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