Processor Scheduling with Improved Heuristic Algorithms

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ISBN 13 :
Total Pages : 302 pages
Book Rating : 4.:/5 (86 download)

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Book Synopsis Processor Scheduling with Improved Heuristic Algorithms by : Michael Allen Langston

Download or read book Processor Scheduling with Improved Heuristic Algorithms written by Michael Allen Langston and published by . This book was released on 1981 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Certain Investigation on Improved PSO Algorithm for Workflow Scheduling in Cloud Computing Environments

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Publisher : Anchor Academic Publishing
ISBN 13 : 396067192X
Total Pages : 45 pages
Book Rating : 4.9/5 (66 download)

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Book Synopsis Certain Investigation on Improved PSO Algorithm for Workflow Scheduling in Cloud Computing Environments by : Sadhasivam Narayanan

Download or read book Certain Investigation on Improved PSO Algorithm for Workflow Scheduling in Cloud Computing Environments written by Sadhasivam Narayanan and published by Anchor Academic Publishing. This book was released on 2017-11-01 with total page 45 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cloud computing is a new prototype for enterprises which can effectively assist the execution of tasks. Task scheduling is a major constraint which greatly influences the performance of cloud computing environments. The cloud service providers and consumers have different objectives and requirements. For the moment, the load and availability of the resources vary dynamically with time. Therefore, in the cloud environment scheduling resources is a complicated problem. Moreover, task scheduling algorithm is a method by which tasks are allocated or matched to data center resources. All task scheduling problems in a cloud computing environment come under the class of combinatorial optimization problems which decide searching for an optimal solution in a finite set of potential solutions. For a combinatorial optimization problem in bounded time, exact algorithms always guarantee to find an optimal solution for every finite size instance. These kinds of problems are NP-Hard in nature. Moreover, for the large scale applications, an exact algorithm needs unexpected computation time which leads to an increase in computational burden. However, the absolutely perfect scheduling algorithm does not exist, because of conflicting scheduling objectives. Therefore, to overcome this constraint heuristic algorithms are proposed. In workflow scheduling problems, search space grows exponentially with the problem size. Heuristics optimization as a search method is useful in local search to find good solutions quickly in a restricted area. However, the heuristics optimization methods do not provide a suitable solution for the scheduling problem. Researchers have shown good performance of metaheuristic algorithms in a wide range of complex problems. In order to minimize the defined objective of task resource mapping, improved versions of Particle Swarm Optimization (PSO) are put in place to enhance scheduling performance with less computational burden. In recent years, PSO has been successfully applied to solve different kinds of problems. It is famous for its easy realization and fast convergence, while suffering from the possibility of early convergence to local optimums. In the proposed Improved Particle Swarm Optimization (IPSO) algorithm, whenever early convergence occurs, the original particle swarm would be considered the worst positions an individual particle and worst positions global particle the whole swarm have experienced.

Algorithm Design for Computer System Design

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Publisher : Springer
ISBN 13 : 3709143381
Total Pages : 239 pages
Book Rating : 4.7/5 (91 download)

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Book Synopsis Algorithm Design for Computer System Design by : Giorgio Ausiello

Download or read book Algorithm Design for Computer System Design written by Giorgio Ausiello and published by Springer. This book was released on 2014-05-04 with total page 239 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Metaheuristics for Scheduling in Industrial and Manufacturing Applications

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Publisher : Springer
ISBN 13 : 3540789855
Total Pages : 362 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Metaheuristics for Scheduling in Industrial and Manufacturing Applications by : Fatos Xhafa

Download or read book Metaheuristics for Scheduling in Industrial and Manufacturing Applications written by Fatos Xhafa and published by Springer. This book was released on 2008-08-22 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: During the past decades scheduling has been among the most studied op- mization problemsanditisstillanactiveareaofresearch!Schedulingappears in many areas of science, engineering and industry and takes di?erent forms depending on the restrictions and optimization criteria of the operating en- ronments [8]. For instance, in optimization and computer science, scheduling has been de?ned as “the allocation of tasks to resources over time in order to achieve optimality in one or more objective criteria in an e?cient way” and in production as “production schedule, i. e. , the planning of the production or the sequence of operations according to which jobs pass through machines and is optimal with respect to certain optimization criteria. ” Although there is a standardized form of stating any scheduling problem, namely “e?cient allocation ofn jobs onm machines –which can process no more than one activity at a time– with the objective to optimize some - jective function of the job completion times”, scheduling is in fact a family of problems. Indeed, several parameters intervene in the problem de?nition: (a) job characteristics (preemptive or not, precedence constraints, release dates, etc. ); (b) resource environment (single vs. parallel machines, un- lated machines, identical or uniform machines, etc. ); (c) optimization criteria (minimize total tardiness, the number of late jobs, makespan, ?owtime, etc. ; maximize resource utilization, etc. ); and, (d) scheduling environment (static vs. dynamic,intheformerthenumberofjobstobeconsideredandtheirready times are available while in the later the number of jobs and their charact- istics change over time).

Experimental and Efficient Algorithms

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Publisher : Springer
ISBN 13 : 3540248382
Total Pages : 595 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Experimental and Efficient Algorithms by : Celso C. Ribeiro

Download or read book Experimental and Efficient Algorithms written by Celso C. Ribeiro and published by Springer. This book was released on 2004-04-20 with total page 595 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Third International Workshop on Experimental and Efficient Algorithms, WEA 2004, held in Angra dos Reis, Brazil in May 2004. The 40 revised full papers presented together with abstracts of two invited talks were carefully reviewed and selected from numerous submissions. The book is devoted to the areas of design, analysis, and experimental evaluation of algorithms. Among the topics covered are scheduling, heuristics, combinatorial optimization, evolutionary optimization, graph computations, labeling, robot navigation, shortest path algorithms, flow problems, searching, randomization and derandomization, string matching, graph coloring, networking, error detecting codes, timetabling, sorting, energy minimization, etc.

Combinatorics and Computer Science

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Publisher : Springer Science & Business Media
ISBN 13 : 9783540615767
Total Pages : 436 pages
Book Rating : 4.6/5 (157 download)

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Book Synopsis Combinatorics and Computer Science by : M. Deza

Download or read book Combinatorics and Computer Science written by M. Deza and published by Springer Science & Business Media. This book was released on 1996-08-07 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a collection of 33 strictly refereed full papers on combinatorics and computer science; these papers have been selected from the 54 papers accepted for presentation at the joint 8th Franco-Japanese and 4th Franco-Chinese Conference on Combinatorics in Computer Science, CCS '96, held in Brest, France in July 1995. The papers included in the book have been contributed by authors from 10 countries; they are organized in sections entitled graph theory, combinatorial optimization, selected topics, and parallel and distributed computing.

Exact and Heuristic Scheduling Algorithms

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Publisher : MDPI
ISBN 13 : 3039284681
Total Pages : 200 pages
Book Rating : 4.0/5 (392 download)

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Book Synopsis Exact and Heuristic Scheduling Algorithms by : Frank Werner

Download or read book Exact and Heuristic Scheduling Algorithms written by Frank Werner and published by MDPI. This book was released on 2020-03-18 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited book presents new results in the area of the development of exact and heuristic scheduling algorithms. It contains eight articles accepted for publication for a Special Issue in the journal Algorithms. The book presents new algorithms, e.g., for flow shop, job shop, and parallel machine scheduling problems. The particular articles address subjects such as a heuristic for the routing and scheduling problem with time windows, applied to the automotive industry in Mexico, a heuristic for the blocking job shop problem with tardiness minimization based on new neighborhood structures, fast heuristics for the Euclidean traveling salesman problem or a new mathematical model for the period-aggregated resource leveling problem with variable job duration, and several others.

16th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2021)

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Publisher : Springer
ISBN 13 : 9783030878689
Total Pages : 832 pages
Book Rating : 4.8/5 (786 download)

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Book Synopsis 16th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2021) by : Hugo Sanjurjo González

Download or read book 16th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2021) written by Hugo Sanjurjo González and published by Springer. This book was released on 2021-09-23 with total page 832 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book of Advances in Intelligent and Soft Computing contains accepted papers presented at SOCO 2021 conference held in the beautiful and historic city of Bilbao (Spain), in September 2021. Soft computing represents a collection or set of computational techniques in machine learning, computer science, and some engineering disciplines, which investigate, simulate, and analyze very complex issues and phenomena. After a through peer-review process, the 16th SOCO 2021 International Program Committee selected 78 papers which are published in these conference proceedings and represents an acceptance rate of 48%. In this relevant edition, a special emphasis is put on the organization of special sessions. Seven special sessions are organized related to relevant topics as follows: applications of machine learning in computer vision; soft computing applied to autonomous robots and renewable energy systems; optimization, modeling, and control by soft computing techniques (OMCS); challenges and new approaches toward artificial intelligence deployments in real-world scenarios; time series forecasting in industrial and environmental applications (TSF); soft computing methods in manufacturing and management systems and applied machine learning. The selection of papers was extremely rigorous in order to maintain the high quality of the conference, and we would like to thank the members of the program committees for their hard work in the reviewing process. This is a crucial process to the creation of a high standard conference, and the SOCO conference would not exist without their help.

Integrated Process Planning, Scheduling, and Due-Date Assignment

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Publisher : CRC Press
ISBN 13 : 1000919714
Total Pages : 189 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Integrated Process Planning, Scheduling, and Due-Date Assignment by : Halil Ibrahim Demir

Download or read book Integrated Process Planning, Scheduling, and Due-Date Assignment written by Halil Ibrahim Demir and published by CRC Press. This book was released on 2023-08-10 with total page 189 pages. Available in PDF, EPUB and Kindle. Book excerpt: Traditionally, the three most important manufacturing functions are process planning, scheduling, and due-date assignment, which are handled sequentially and separately.This book integrates these manufacturing processes and functions to increase global performance along with manufacturing and production cost savings. Integrated Process Planning, Scheduling, and Due-Date Assignment combines the most important manufacturing functions to use manufacturing resources better, reduce production costs, and eliminate bottlenecks with increased production efficiency. The book covers how the integration will help eliminate scheduling conflicts and how to adapt to irregular shop floor disturbances. It also explains how other elements, such as tardiness and earliness, are penalized and how prioritizing helps improve weight performance function. This book will draw the interest of professionals, students, and academicians in process planning, scheduling, and due-date assignment. It could also be supplemental material for manufacturing courses in industrial engineering and manufacturing engineering departments.

Approximation and Online Algorithms

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Publisher : Springer
ISBN 13 : 3642380166
Total Pages : 308 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Approximation and Online Algorithms by : Thomas Erlebach

Download or read book Approximation and Online Algorithms written by Thomas Erlebach and published by Springer. This book was released on 2013-12-11 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post workshop proceedings of the 10th International Workshop on Approximation and Online Algorithms, WAOA 2012, held in Ljubljana, Slovenia, in September 2012 as part of the ALGO 2012 conference event. The 22 revised full papers presented together with invited talk were carefully reviewed and selected from 60 submissions. The workshop covered areas such as geometric problems, online algorithms, scheduling, algorithmic game theory, and approximation algorithms.

Integration of Process Planning and Scheduling

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Publisher : CRC Press
ISBN 13 : 0429667442
Total Pages : 226 pages
Book Rating : 4.4/5 (296 download)

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Book Synopsis Integration of Process Planning and Scheduling by : Rakesh Kumar Phanden

Download or read book Integration of Process Planning and Scheduling written by Rakesh Kumar Phanden and published by CRC Press. This book was released on 2019-10-16 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: Both process planning and scheduling are very important functions of manufacturing, which affect together the cost to manufacture a product and the time to deliver it. This book contains various approaches proposed by researchers to integrate the process planning and scheduling functions of manufacturing under varying configurations of shops. It is useful for both beginners and advanced researchers to understand and formulate the Integration Process Planning and Scheduling (IPPS) problem effectively. Features Covers the basics of both process planning and scheduling Presents nonlinear approaches, closed-loop approaches, as well as distributed approaches Discuss the outfit of IPPS in Industry 4.0 paradigm Includes the benchmarking problems on IPPS Contains nature-algorithms and metaheuristics for performance measurements in IPPS Presents analysis of energy-efficient objective for sustainable manufacturing in IPPS

H2GS

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (11 download)

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Book Synopsis H2GS by : Mohammad Daoud

Download or read book H2GS written by Mohammad Daoud and published by . This book was released on 2004 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The majority of published static scheduling algorithms are only suited to homogeneous processor networks. Little effort has been put into developing scheduling algorithms specifically for heterogeneous processors networks. It is easy to prove, using counterexamples, that the best existing heterogeneous scheduling algorithms [1, 12] generate sub-optimal schedules. Hence, there is much room for the development of better scheduling algorithms for heterogeneous processor networks. This report presents and tests a novel hybrid scheduling algorithm (H2GS) that utilizes both deterministic and stochastic approaches to the problem of scheduling. H2GS is a two-phase algorithm. The first phase implements a heuristic algorithm (LDCP) that identifies one near-optimal schedule. This schedule is used, together with a small number of other schedules as the initial population of the second customized genetic algorithm (called GATS). The GATS algorithm proceeds to evolve even better schedules. The most important contributions of our research are: (i) the development of a new hybrid algorithm, which primes a customized genetic algorithm with a near-optimal schedule produced by a heuristic (LDCP); (ii) The hybrid algorithm succeeds in generating task schedules with completion times that are, on average, 6.2% shorter than those produced by the best existing scheduling algorithm, on the same set of test data.

Evolutionary Computation in Scheduling

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Publisher : John Wiley & Sons
ISBN 13 : 1119573874
Total Pages : 323 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Evolutionary Computation in Scheduling by : Amir H. Gandomi

Download or read book Evolutionary Computation in Scheduling written by Amir H. Gandomi and published by John Wiley & Sons. This book was released on 2020-04-09 with total page 323 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents current developments in the field of evolutionary scheduling and demonstrates the applicability of evolutionary computational techniques to solving scheduling problems This book provides insight into the use of evolutionary computations (EC) in real-world scheduling, showing readers how to choose a specific evolutionary computation and how to validate the results using metrics and statistics. It offers a spectrum of real-world optimization problems, including applications of EC in industry and service organizations such as healthcare scheduling, aircraft industry, school timetabling, manufacturing systems, and transportation scheduling in the supply chain. It also features problems with different degrees of complexity, practical requirements, user constraints, and MOEC solution approaches. Evolutionary Computation in Scheduling starts with a chapter on scientometric analysis to analyze scientific literature in evolutionary computation in scheduling. It then examines the role and impacts of ant colony optimization (ACO) in job shop scheduling problems, before presenting the application of the ACO algorithm in healthcare scheduling. Other chapters explore task scheduling in heterogeneous computing systems and truck scheduling using swarm intelligence, application of sub-population scheduling algorithm in multi-population evolutionary dynamic optimization, task scheduling in cloud environments, scheduling of robotic disassembly in remanufacturing using the bees algorithm, and more. This book: Provides a representative sampling of real-world problems currently being tackled by practitioners Examines a variety of single-, multi-, and many-objective problems that have been solved using evolutionary computations, including evolutionary algorithms and swarm intelligence Consists of four main parts: Introduction to Scheduling Problems, Computational Issues in Scheduling Problems, Evolutionary Computation, and Evolutionary Computations for Scheduling Problems Evolutionary Computation in Scheduling is ideal for engineers in industries, research scholars, advanced undergraduates and graduate students, and faculty teaching and conducting research in Operations Research and Industrial Engineering.

Optimization Techniques And Applications: International Conference (In 2 Volumes)

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Publisher : World Scientific
ISBN 13 : 9814554561
Total Pages : 1264 pages
Book Rating : 4.8/5 (145 download)

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Book Synopsis Optimization Techniques And Applications: International Conference (In 2 Volumes) by : F S Chou

Download or read book Optimization Techniques And Applications: International Conference (In 2 Volumes) written by F S Chou and published by World Scientific. This book was released on 1992-05-25 with total page 1264 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the advent of powerful computers and novel mathematical programming techniques, the multidisciplinary field of optimization has advanced to the stage that quite complicated systems can be addressed. The conference was organized to provide a platform for the exchanging of new ideas and information and for identifying areas for future research. The contributions covered both theoretical techniques and a rich variety of case studies to which optimization can be usefully applied.

Explainable, trustworthy and responsiveintelligent processing of biological resources integrating data, information,knowledge, and wisdom – volume II

Download Explainable, trustworthy and responsiveintelligent processing of biological resources integrating data, information,knowledge, and wisdom – volume II PDF Online Free

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Publisher : Frontiers Media SA
ISBN 13 : 2832513298
Total Pages : 132 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Explainable, trustworthy and responsiveintelligent processing of biological resources integrating data, information,knowledge, and wisdom – volume II by : Yucong Duan

Download or read book Explainable, trustworthy and responsiveintelligent processing of biological resources integrating data, information,knowledge, and wisdom – volume II written by Yucong Duan and published by Frontiers Media SA. This book was released on 2023-02-01 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Task Scheduling for Parallel Systems

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Publisher : John Wiley & Sons
ISBN 13 : 0471735760
Total Pages : 326 pages
Book Rating : 4.4/5 (717 download)

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Book Synopsis Task Scheduling for Parallel Systems by : Oliver Sinnen

Download or read book Task Scheduling for Parallel Systems written by Oliver Sinnen and published by John Wiley & Sons. This book was released on 2007-05-04 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: A new model for task scheduling that dramatically improves the efficiency of parallel systems Task scheduling for parallel systems can become a quagmire of heuristics, models, and methods that have been developed over the past decades. The author of this innovative text cuts through the confusion and complexity by presenting a consistent and comprehensive theoretical framework along with realistic parallel system models. These new models, based on an investigation of the concepts and principles underlying task scheduling, take into account heterogeneity, contention for communication resources, and the involvement of the processor in communications. For readers who may be new to task scheduling, the first chapters are essential. They serve as an excellent introduction to programming parallel systems, and they place task scheduling within the context of the program parallelization process. The author then reviews the basics of graph theory, discussing the major graph models used to represent parallel programs. Next, the author introduces his task scheduling framework. He carefully explains the theoretical background of this framework and provides several examples to enable readers to fully understand how it greatly simplifies and, at the same time, enhances the ability to schedule. The second half of the text examines both basic and advanced scheduling techniques, offering readers a thorough understanding of the principles underlying scheduling algorithms. The final two chapters address communication contention in scheduling and processor involvement in communications. Each chapter features exercises that help readers put their new skills into practice. An extensive bibliography leads to additional information for further research. Finally, the use of figures and examples helps readers better visualize and understand complex concepts and processes. Researchers and students in distributed and parallel computer systems will find that this text dramatically improves their ability to schedule tasks accurately and efficiently.

Information Computing And Automation (In 3 Volumes) - Proceedings Of The International Conference

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Publisher : World Scientific
ISBN 13 : 9814471380
Total Pages : 1645 pages
Book Rating : 4.8/5 (144 download)

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Book Synopsis Information Computing And Automation (In 3 Volumes) - Proceedings Of The International Conference by : Jian Ping Li

Download or read book Information Computing And Automation (In 3 Volumes) - Proceedings Of The International Conference written by Jian Ping Li and published by World Scientific. This book was released on 2008-04-25 with total page 1645 pages. Available in PDF, EPUB and Kindle. Book excerpt: Wavelet analysis and its applications have become one of the fastest growing research areas in the past several years. Wavelet theory has been employed in many fields and applications, such as signal and image processing, communication systems, biomedical imaging, radar, air acoustics, and endless other areas. Active media technology is concerned with the development of autonomous computational or physical entities capable of perceiving, reasoning, adapting, learning, cooperating, and delegating in a dynamic environment.This book consists of carefully selected and received papers presented at the conference, and is an attempt to capture the essence of the current state-of-the-art in wavelet analysis and active media technology. Invited papers included in this proceedings includes contributions from Prof P Zhang, T D Bui, and C Y Suen from Concordia University, Canada; Prof N A Strelkov and V L Dol'nikov from Yaroslavl State University, Russia; Prof Chin-Chen Chang and Ching-Yun Chang from Taiwan; Prof S S Pandey from R D University, India; and Prof I L Bloshanskii from Moscow State Regional University, Russia.