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Book Cover
E-book
Author Ding, Shuxin

Title Metaheuristics for Resource Deployment under Uncertainty in Complex Systems
Published Milton : Taylor & Francis Group, 2021

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Description 1 online resource (211 p.)
Contents Cover -- Half Title -- Title Page -- Copyright Page -- Contents -- Preface -- Acknowledgments -- Author Bios -- CHAPTER 1: Introduction -- 1.1. APPLICATIONS OF NODE DEPLOYMENT PROBLEM -- 1.1.1. Unmanned Systems -- 1.1.2. Wireless Sensor Networks -- 1.1.3. Healthcare -- 1.1.4. Public Sectors -- 1.1.5. Railway Network Design -- 1.1.6. Distributed Simulation Systems -- 1.2. FUNDAMENTAL ISSUES OF NODE DEPLOYMENT PROBLEM -- 1.2.1. Task -- 1.2.2. Node -- 1.2.3. Environment -- 1.3. RESEARCH PROGRESS OF NODE DEPLOYMENT MODELING -- 1.3.1. Deployment Space -- 1.3.1.1. Candidate Locations
1.3.1.2. Deployment Formation -- 1.3.2. Constraints -- 1.3.3. Objective Functions -- 1.3.3.1. Node Deployment in Wireless Sensor Networks -- 1.3.3.2. Node Deployment in Air Defense -- 1.3.3.3. Other Types of Optimization Objective -- 1.4. RESEARCH PROGRESS OF NODE DEPLOYMENT METHODS -- 1.4.1. Encoding -- 1.4.2. Constraints Handling -- 1.4.3. Multi-Objective Handling -- 1.4.4. Algorithms -- 1.4.4.1. Exact Algorithm -- 1.4.4.2. Metaheuristic Algorithm -- 1.5. MAIN ISSUES AND CHALLENGES -- 1.6. BOOK OUTLINE -- CHAPTER 2: Stochastic Node Deployment for Area Coverage Problem -- 2.1. INTRODUCTION
2.2. PROBLEM FORMULATION -- 2.2.1. Detection Models -- 2.2.1.1. Binary Detection Model -- 2.2.1.2. Probabilistic Detection Model -- 2.2.2. Network Model -- 2.2.3. Problem Statement -- 2.2.4. NP-Hardness Proof -- 2.3. SOLUTION ALGORITHMS -- 2.3.1. D-VFCPSO -- 2.3.2. Other PSO-Based Algorithm for Area Coverage Problem -- 2.3.3. Complexity Analysis -- 2.4. EXPERIMENTS AND DISCUSSION -- 2.4.1. Test Instances -- 2.4.2. Parameter Setting -- 2.4.3. Analysis of Results -- 2.5. CONCLUSION -- CHAPTER 3: Stochastic Dynamic Node Deployment for Target Coverage Problem -- 3.1. INTRODUCTION
3.2. PROBLEM FORMULATION -- 3.2.1. Mathematical Model -- 3.2.2. Scenario-Based Model Reformulation -- 3.3. SOLUTION ALGORITHMS -- 3.3.1. NSGA-II -- 3.3.2. MOPSO -- 3.3.2.1. Personal Best Selection -- 3.3.2.2. Non-Dominated Solutions Maintaining and Global Best Selection -- 3.3.2.3. Diversity Maintaining -- 3.3.3. Complexity Analysis -- 3.4. EXPERIMENTS AND DISCUSSION -- 3.4.1. Test Instances -- 3.4.2. Performance Metrics -- 3.4.3. Parameter Turning -- 3.4.4. Analysis of Results -- 3.5. CONCLUSION -- CHAPTER 4: Robust Node Deployment for Cooperative Coverage Problem -- 4.1. INTRODUCTION
4.2. PROBLEM FORMULATION -- 4.2.1. The Deterministic and Uncertain Two-Level Cooperative Set Covering Problem -- 4.2.1.1. Two-Level Cooperative Set Covering Problem -- 4.2.1.2. Generalized Uncertain Two-Level Cooperative Set Covering Problem -- 4.2.2. Modeling the Robust Uncertain Two-Level Cooperative Set Covering Problem -- 4.2.2.1. Compact Formulation of the RUTLCSCP -- 4.3. SOLUTION ALGORITHMS -- 4.3.1. Dealing with Subproblem -- 4.3.2. Rule-Based Heuristic for RUTLCSCP -- 4.3.2.1. Processing Procedure -- 4.3.2.2. Complexity Analysis of MRBCH-k -- 4.3.3. Proposed SaDE for RUTLCSCP
Notes Description based upon print version of record
4.3.3.1. Encoding
Subject Business logistics.
Business logistics
Form Electronic book
Author Chen, Chen
Zhang, Qi
Xin, Bin
Pardalos, Panos M
ISBN 9781000432916
1000432912