Metaheuristic Procedures For Training Neural Networks

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Metaheuristic Procedures for Training Neural Networks

Author : Enrique Alba,Rafael Martí
Publisher : Springer Science & Business Media
Page : 258 pages
File Size : 45,6 Mb
Release : 2006-08-25
Category : Business & Economics
ISBN : 9780387334165

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Metaheuristic Procedures for Training Neural Networks by Enrique Alba,Rafael Martí Pdf

This book provides successful implementations of metaheuristic methods for neural network training. It is the first book to achieve this objective. Moreover, the basic principles and fundamental ideas given in the book will allow the readers to create successful training methods on their own. Overall, the book's aim is to provide a broad coverage of the concepts, methods, and tools of the important area of ANNs within the realm of continuous optimization.

Nature-Inspired Methods for Metaheuristics Optimization

Author : Fouad Bennis,Rajib Kumar Bhattacharjya
Publisher : Springer Nature
Page : 503 pages
File Size : 45,7 Mb
Release : 2020-01-17
Category : Business & Economics
ISBN : 9783030264581

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Nature-Inspired Methods for Metaheuristics Optimization by Fouad Bennis,Rajib Kumar Bhattacharjya Pdf

This book gathers together a set of chapters covering recent development in optimization methods that are inspired by nature. The first group of chapters describes in detail different meta-heuristic algorithms, and shows their applicability using some test or real-world problems. The second part of the book is especially focused on advanced applications and case studies. They span different engineering fields, including mechanical, electrical and civil engineering, and earth/environmental science, and covers topics such as robotics, water management, process optimization, among others. The book covers both basic concepts and advanced issues, offering a timely introduction to nature-inspired optimization method for newcomers and students, and a source of inspiration as well as important practical insights to engineers and researchers.

Metaheuristics in Machine Learning: Theory and Applications

Author : Diego Oliva
Publisher : Springer Nature
Page : 765 pages
File Size : 52,5 Mb
Release : 2024-06-29
Category : Computational intelligence
ISBN : 9783030705428

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Metaheuristics in Machine Learning: Theory and Applications by Diego Oliva Pdf

This book is a collection of the most recent approaches that combine metaheuristics and machine learning. Some of the methods considered in this book are evolutionary, swarm, machine learning, and deep learning. The chapters were classified based on the content; then, the sections are thematic. Different applications and implementations are included; in this sense, the book provides theory and practical content with novel machine learning and metaheuristic algorithms. The chapters were compiled using a scientific perspective. Accordingly, the book is primarily intended for undergraduate and postgraduate students of Science, Engineering, and Computational Mathematics and is useful in courses on Artificial Intelligence, Advanced Machine Learning, among others. Likewise, the book is useful for research from the evolutionary computation, artificial intelligence, and image processing communities.

Metaheuristics

Author : Karl F. Doerner,Michel Gendreau,Peter Greistorfer,Walter Gutjahr,Richard F. Hartl,Marc Reimann
Publisher : Springer Science & Business Media
Page : 409 pages
File Size : 47,7 Mb
Release : 2007-08-13
Category : Mathematics
ISBN : 9780387719214

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Metaheuristics by Karl F. Doerner,Michel Gendreau,Peter Greistorfer,Walter Gutjahr,Richard F. Hartl,Marc Reimann Pdf

This book’s aim is to provide several different kinds of information: a delineation of general metaheuristics methods, a number of state-of-the-art articles from a variety of well-known classical application areas as well as an outlook to modern computational methods in promising new areas. Therefore, this book may equally serve as a textbook in graduate courses for students, as a reference book for people interested in engineering or social sciences, and as a collection of new and promising avenues for researchers working in this field.

Development in Wastewater Treatment Research and Processes

Author : Maulin P. Shah,Susana Rodriguez-Couto
Publisher : Elsevier
Page : 394 pages
File Size : 40,6 Mb
Release : 2024-01-20
Category : Science
ISBN : 9780323956574

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Development in Wastewater Treatment Research and Processes by Maulin P. Shah,Susana Rodriguez-Couto Pdf

Advanced Oxidation Processes for Tannery Effluent provides a detailed overview of currently applied and tested sewage treatment technologies and he integration of advanced processes to remove trace organic contaminants and micro-organisms. The book discusses the potential of improved biological treatment to produce reusable wastewater, new municipal wastewater disinfection processes and the reduction of bacteria resistant to antibiotics as well as the effects of advanced oxidation processes on microbial and chemical contaminants. Advanced Oxidation Processes for Tannery Effluent features membrane bioreactors, moving bed bioreactors, light and solar technology, ozonation and immobilized heterogeneous photocatalysis, and provides an assessment of the potential of built wetlands integrated with advanced oxidation technologies to ensure wastewater recycling for reuse. The book discusses issues and standards for water reuse, the state of application of membrane bioreactors and the treatment of reverse osmosis concentrate for better water use in wastewater treatment. It presents the latest developments in the field of drinking water reuse and addresses various important issues in this context, such as proper public health protection, reliability and monitoring. Includes advanced oxidation processes for wastewater treatment Describes various methodologies to treat tannery effluent Outlines applications of different types of treatment strategies to cope up with tannery effluent Applies tertiary advanced oxidation process to remove toxic contaminants from wastewater Provides biochemical pathways of degraded contaminants through various oxidation processes

Hybrid Artificial Intelligence Systems

Author : Emilio Corchado,Ajith Abraham
Publisher : Springer Science & Business Media
Page : 785 pages
File Size : 43,7 Mb
Release : 2008-09-10
Category : Computers
ISBN : 9783540876557

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Hybrid Artificial Intelligence Systems by Emilio Corchado,Ajith Abraham Pdf

This volume constitutes the proceedings of the Third International Workshop on Hybrid Artificial Intelligence Systems, HAIS 2008, held in Burgos, Spain, during September 24-26, 2008. The 93 papers presented, together with 4 invited talks, were carefully reviewed and selected from 280 submissions. The topics covered are agents and multi-agent systems; evolutionary computation; connectionist models; optimization sysetms; fuzzy logic systems; classification and classifiers; cluster analysis; video and image analysis; learning systems, algorithms and applications; hybrid systems based on negotiation and social network modelling; real world applications of HAIS under uncertainty; hybrid intelligent systems for multi-robot and multi-agent systems; applications of hybrid artificial intelligence in bioinformatics; and novel approaches to genetic fuzzy systems.

Progress in Artificial Intelligence and Pattern Recognition

Author : Yanio Hernández Heredia,Vladimir Milián Núñez,José Ruiz Shulcloper
Publisher : Springer Nature
Page : 454 pages
File Size : 49,8 Mb
Release : 2021-11-03
Category : Computers
ISBN : 9783030896911

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Progress in Artificial Intelligence and Pattern Recognition by Yanio Hernández Heredia,Vladimir Milián Núñez,José Ruiz Shulcloper Pdf

This book constitutes the refereed proceedings of the 7th International Workshop on Artificial Intelligence and Pattern Recognition, IWAIPR 2021, held in Havana, Cuba, in October 2021. The 42 full papers presented were carefully reviewed and selected from 73 submissions. The papers promote and disseminate ongoing research on mathematical methods and computing techniques for artificial intelligence and pattern recognition, in particular in bioinformatics, cognitive and humanoid vision, computer vision, image analysis and intelligent data analysis.

Encyclopedia of Optimization

Author : Christodoulos A. Floudas,Panos M. Pardalos
Publisher : Springer Science & Business Media
Page : 4646 pages
File Size : 48,8 Mb
Release : 2008-09-04
Category : Mathematics
ISBN : 9780387747583

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Encyclopedia of Optimization by Christodoulos A. Floudas,Panos M. Pardalos Pdf

The goal of the Encyclopedia of Optimization is to introduce the reader to a complete set of topics that show the spectrum of research, the richness of ideas, and the breadth of applications that has come from this field. The second edition builds on the success of the former edition with more than 150 completely new entries, designed to ensure that the reference addresses recent areas where optimization theories and techniques have advanced. Particularly heavy attention resulted in health science and transportation, with entries such as "Algorithms for Genomics", "Optimization and Radiotherapy Treatment Design", and "Crew Scheduling".

Fleet Telematics

Author : Asvin Goel
Publisher : Springer Science & Business Media
Page : 192 pages
File Size : 46,6 Mb
Release : 2007-10-23
Category : Business & Economics
ISBN : 9780387751054

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Fleet Telematics by Asvin Goel Pdf

This book combines wireless telematics systems with dynamic vehicle routing algorithms and vehicle-positioning systems to produce a telematics-enabled information system that can be employed by commercial fleet operators for real-time monitoring, control, and planning. The book further presents a Messaging And Fleet Monitoring System and a Dynamic Planning System (DPS) that provides real-time decision support considering the current state of the transportation system.

Graphs, Dioids and Semirings

Author : Michel Gondran,Michel Minoux
Publisher : Springer Science & Business Media
Page : 401 pages
File Size : 52,8 Mb
Release : 2008-05-14
Category : Business & Economics
ISBN : 9780387754505

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Graphs, Dioids and Semirings by Michel Gondran,Michel Minoux Pdf

The primary objective of this essential text is to emphasize the deep relations existing between the semiring and dioïd structures with graphs and their combinatorial properties. It does so at the same time as demonstrating the modeling and problem-solving flexibility of these structures. In addition the book provides an extensive overview of the mathematical properties employed by "nonclassical" algebraic structures which either extend usual algebra or form a new branch of it.

Smart Cities

Author : Sergio Nesmachnow,Luis Hernández Callejo
Publisher : Springer
Page : 215 pages
File Size : 45,5 Mb
Release : 2019-02-20
Category : Computers
ISBN : 9783030128043

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Smart Cities by Sergio Nesmachnow,Luis Hernández Callejo Pdf

This book constitutes the thoroughly refereed proceedings of the First Ibero-American Congress, ICSC-CITIES 2018, held in Soria, Spain, in May 2018. The 15 full papers presented were carefully reviewed and selected from 101 submissions. The papers cover wide research fields including smart cities, energy efficiency and sustainability, infrastructures, smart mobility, intelligent transportation systems, Internet of Things, governance and citizenship.

Innovations in Signal Processing and Embedded Systems

Author : Jyotsna Kumar Mandal,Mike Hinchey,K. Sreenivas Rao
Publisher : Springer Nature
Page : 489 pages
File Size : 54,5 Mb
Release : 2022-09-13
Category : Technology & Engineering
ISBN : 9789811916694

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Innovations in Signal Processing and Embedded Systems by Jyotsna Kumar Mandal,Mike Hinchey,K. Sreenivas Rao Pdf

This book covers four sections such as artificial intelligence and machine learning; VLSI and signal processing; robotics and automation; and communications and networking. This book is a collection of selected papers presented at the First International Conference on Innovations in Signal Processing and Embedded Systems (ICISPES 2021), organized by MLR Institute of Technology, Hyderabad, India, during October 22–23, 2021. The topics covered are advanced communication technologies, IoT-based systems and applications, application AI in computer vision, natural language processing, reinforcement learning, ANN and deep neural networks, RNN, GAN, CNN and RBM, SOC, NOC design, VLSI and CAD/CAM, cross-layer design, fault tolerance and computation theories, FPGA in outer space, nanotechnology, semiconductor technology, signal and image processing, high-performance computing, pattern recognition and computer vision innovations in robotics, reconfigurable robots, and MEMS/NEMS.

Dynamic Fleet Management

Author : Vasileios S. Zeimpekis,Christos D. Tarantilis,George M. Giaglis,Ioannis E. Minis
Publisher : Springer Science & Business Media
Page : 249 pages
File Size : 42,6 Mb
Release : 2007-10-05
Category : Business & Economics
ISBN : 9780387717227

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Dynamic Fleet Management by Vasileios S. Zeimpekis,Christos D. Tarantilis,George M. Giaglis,Ioannis E. Minis Pdf

This book focuses on real time management of distribution systems, integrating the latest results in system design, algorithm development and system implementation to capture the state-of-the art research and application trends. The book important topics such as goods dispatching, couriers, rescue and repair services, taxi cab services, and more. The book includes real-life case studies that describe the solution to actual distribution problems by combining systemic and algorithmic approaches.

Extending the Horizons: Advances in Computing, Optimization, and Decision Technologies

Author : Edward K. Baker,Anito Joseph,Anuj Mehrotra,Michael A. Trick
Publisher : Springer Science & Business Media
Page : 266 pages
File Size : 46,5 Mb
Release : 2007-04-30
Category : Mathematics
ISBN : 9780387487939

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Extending the Horizons: Advances in Computing, Optimization, and Decision Technologies by Edward K. Baker,Anito Joseph,Anuj Mehrotra,Michael A. Trick Pdf

This book represents the results of cross-fertilization between OR/MS and CS/AI. It is this interface of OR/CS that makes possible advances that could not have been achieved in isolation. Taken collectively, these articles are indicative of the state-of-the-art in the interface between OR/MS and CS/AI and of the high caliber of research being conducted by members of the INFORMS Computing Society.

Reactive Search and Intelligent Optimization

Author : Roberto Battiti,Mauro Brunato,Franco Mascia
Publisher : Springer Science & Business Media
Page : 198 pages
File Size : 45,8 Mb
Release : 2008-12-16
Category : Business & Economics
ISBN : 9780387096247

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Reactive Search and Intelligent Optimization by Roberto Battiti,Mauro Brunato,Franco Mascia Pdf

Reactive Search and Intelligent Optimization is an excellent introduction to the main principles of reactive search, as well as an attempt to develop some fresh intuition for the approaches. The book looks at different optimization possibilities with an emphasis on opportunities for learning and self-tuning strategies. While focusing more on methods than on problems, problems are introduced wherever they help make the discussion more concrete, or when a specific problem has been widely studied by reactive search and intelligent optimization heuristics. Individual chapters cover reacting on the neighborhood; reacting on the annealing schedule; reactive prohibitions; model-based search; reacting on the objective function; relationships between reactive search and reinforcement learning; and much more. Each chapter is structured to show basic issues and algorithms; the parameters critical for the success of the different methods discussed; and opportunities for the automated tuning of these parameters.