Guide to Computational Modelling for Decision Processes Theory, Algorithms, Techniques and Applications /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Berry, Stuart (Επιμελητής έκδοσης), Lowndes, Val (Επιμελητής έκδοσης), Trovati, Marcello (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Σειρά: Simulation Foundations, Methods and Applications,
• Θέματα: Computer science.; Operations research.; Decision making.; Algorithms.; Mathematical statistics.; Computer simulation.; Computer Science.; Simulation and Modeling.; Algorithm Analysis and Problem Complexity.; Operation Research/Decision Theory.; Mathematics of Algorithmic Complexity.; Probability and Statistics in Computer Science.

This interdisciplinary reference and guide provides an introduction to modelling methodologies and models which form the starting point for deriving efficient and effective solution techniques, and presents a series of case studies that demonstrate how heuristic and analytical approaches may be used...

Πίνακας περιεχομένων:

• Part I: Introduction to Modelling and Model Evaluation
• Model Building
• Introduction to Cellular Automata in Simulation
• Introduction to Mathematical Programming
• Heuristic Techniques in Optimisation
• Introduction to the Use of Queueing Theory and Simulation
• Part II: Case Studies
• Case Studies: Using Heuristics
• Further Use of Heuristic Methods
• Air Traffic Controllers Planning: A Rostering Problem
• Solving Multiple Objective Problems: Modelling Diet Problems
• Fuzzy Scheduling Applied to Small Manufacturing Firms
• The Design and Optimisation of Surround Sound Decoders Using Heuristic Methods
• System Dynamics Case Studies
• Applying Queueing Theory to the Design of a Traffic Light Controller
• Cellular Automata and Agents in Simulations
• Three Big Data Case Studies
• Part III: Appendices
• Appendix A: Queueing Theory
• Appendix B: Function Optimisation Techniques: Genetic Algorithms and Tabu Searches
• Appendix C: What to Simulate to Evaluate Production Planning and Control Methods in Small Manufacturing Firms
• Appendix D: Defining Boolean and Fuzzy Logic Operators
• Appendix E: Assessing the Reinstated Waverley Line
• Appendix F: Matching Services with Users in Opportunistic Network Environments.