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Women in Soft Computing de Vanita Garg

Women in Soft Computing: Women in Engineering and Science

Editat de Vanita Garg, Kusum Deep, Valentina E. Balas
en Limba Engleză Hardback – 19 dec 2023

În domeniul inteligenței artificiale și al analizei computaționale, volumul Women in Soft Computing reprezintă o resursă tehnică ce fundamentează utilizarea metodelor de calcul aproximativ pentru rezolvarea unor probleme care depășesc capacitățile hardware-ului convențional. Merită menționat că această lucrare, publicată sub egida Springer, nu se limitează la teorie, ci explorează aplicabilitatea soft computing-ului în medii complexe unde precizia absolută este secundară viabilității soluției. Remarcăm o structură riguroasă care ghidează cititorul de la fundamentele rețelelor neuronale și extracția de trăsături către aplicații critice în medicină, cum ar fi diagnosticarea cancerului, și în inginerie, prin optimizarea sistemelor mecanice.

Observăm că progresia materialului este facilitată de prezentarea unor algoritmi de ultimă generație, precum Discrete Grey Wolf Optimization sau Differential Evolution Algorithm, aplicați în contexte diverse, de la procesarea imaginilor pentru clasificarea plantelor până la managementul energiei în fermele eoliene. În contextul operei editorilor, acest volum continuă direcția stabilită în Role of Nature-Inspired Algorithms in Real-life Problems, însă rafinează perspectiva prin prisma expertizei feminine la nivel înalt în inginerie. Complementar lucrării Soft Computing Techniques in Engineering, Health, Mathematical and Social Sciences de Pradip Debnath, care oferă o viziune interdisciplinară vastă, volumul de față se distinge prin accentul pus pe algoritmi specifici de optimizare și pe rolul crucial al modelelor de scoring fuzzy în evaluarea performanței.

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Specificații

ISBN-13: 9783031447051
ISBN-10: 3031447050
Pagini: 168
Ilustrații: IX, 156 p. 27 illus., 22 illus. in color.
Dimensiuni: 160 x 241 x 15 mm
Greutate: 0.42 kg
Ediția:1st ed. 2024
Editura: Springer
Colecția Women in Engineering and Science
Seria Women in Engineering and Science

Locul publicării:Cham, Switzerland

De ce să citești această carte

Pentru specialiștii în AI și inginerii de sistem, această carte oferă o perspectivă aplicată asupra algoritmilor de optimizare inspirați din natură. Cititorul câștigă acces la studii de caz concrete, de la diagnostic medical la energie regenerabilă, înțelegând cum pot fi utilizate calculele aproximative pentru a depăși limitările de timp și resurse ale metodelor computaționale tradiționale.

Despre autor

Volumul este coordonat de un colectiv de experți recunoscuți, printre care se numără Vanita Garg, Kusum Deep și Valentina E. Balas. Valentina E. Balas este un nume de referință în domeniul sistemelor inteligente, având o activitate academică intensă axată pe logica fuzzy și aplicațiile soft computing în automatizări. Kusum Deep este specializată în algoritmi de optimizare inspirați din natură, fiind autorul unor lucrări fundamentale precum Design and Applications of Nature Inspired Optimization. Contribuția lor colectivă în seria Women in Engineering and Science subliniază nu doar competența tehnică, ci și rolul esențial al femeilor în avansarea frontierelor inteligenței artificiale.

Descriere scurtă

This book gives a detailed information of various soft computing techniques across various fields for solving relevant, real-life problems. The authors, all female leaders in the field, show how soft computing uses approximate calculations to provide imprecise yet usable solutions to complex computational problems. This enables solutions for problems that may be either unsolvable or too time-consuming to solve with current hardware. The authors show how these techniques, when applied, have proven to be efficient and robust in many difficult situations. As an important part of the Women in Science and Engineering book series, the work highlights the contribution of women leaders in soft computing, inspiring women and men, girls and boys to enter and apply themselves to secure the future in the field.

Cuprins

Introduction.- Object Identification using Neural Networks.- Feature Extraction Techniques.- Fuzzy Scoring Theory Applied to Team-Peer Assessment.- Cancer Detection and diagnosis using soft computing techniques.- Biogeography Based Algorithm for Solving Wind farm energy problem.- Mechanical engineering optimization problems solving using soft computing approach.- Classification of Plants Leave Using Image Processing.- Differential Evolution Algorithm for solving nonlinear optimization problem.- Discrete Grey Wolf Optimization Algorithm.- Constrained Teaching Learning Algorithm for real life problems.- Conclusion.

Notă biografică

Dr. Vanita Garg, received her PhD from the Indian Institute of Technology, Roorkee, studying Applied Mathematics. She teaches at Galgotia University, specializing in Nature Inspired Optimization Techniques. Her research areas include Operational Research, Unconstrained Optimization Problems, Constrained Optimization Problems, and Biogeography Based Optimization Algorithm.


Dr. Kusum Deep, is a full Professor, with the Department of Mathematics, Indian Institute of Technology Roorkee, India and Visiting Professor, Liverpool Hope University, UK and University of Technology Sydney, Australia. With B.Sc Hons & M.Sc Hons. School from Centre for Advanced Studies, Panjab University, Chandigarh, she is an M.Phil Gold Medalist. She earned her PhD from UOR (now IIT Roorkee) in 1988. She has been a national scholarship holder and a Post Doctoral from Loughborough University, UK assisted by International Bursary funded by Commission of European Communities, Brussels. She has wonnumerous awards like Khosla Research Award, UGC Career Award, Starred Performer of IITR Faculty, best paper awards by Railway Bulletin of Indian Railways, special facilitation in memory of late Prof. M. C. Puri, AIAP Excellence Award. She has authored two books, supervised 20 PhDs, and published 125 research papers. She is a Senior Member of ORSI, CSI, IMS and ISIM. She is the Executive Editor of International Journal of Swarm Intelligence, Inderscience. She is Associate Editor of Swarm and Evolutionary Algorithms, Elsevier and is on the editorial board of many journals. She is the Founder President of Soft Computing Research Society, India. She is the General Chair of series of International Conference on Soft Computing for Problems Solving (SocProS). Her research interests are Evolutionary Algorithms, Swarm Intelligence and nature inspired optimization techniques and their applications.


Valentina E. Balas is currently Full Professor in the Department of Automatics and Applied Software at the Faculty of Engineering, “Aurel Vlaicu” University of Arad, Romania. She holds a Ph.D. Cum Laude, in Applied Electronics and Telecommunications from Polytechnic University of Timisoara. Dr. Balas is author of more than 400 research papers in refereed journals and International Conferences. Her research interests are in Intelligent Systems, Fuzzy Control, Soft Computing, Smart Sensors, Information Fusion, Modeling and Simulation. She is the Editor-in Chief to International Journal of Advanced Intelligence Paradigms (IJAIP) and to International Journal of Computational Systems Engineering (IJCSysE), member in Editorial Board member of several national and international journals and is evaluator expert for national, international projects and PhD Thesis. Dr. Balas is the Head of Intelligent Systems Research Centre in Aurel Vlaicu University of Arad and Head of the Department of International Relations in the same university. She served as General Chair of the International Workshop Soft Computing and Applications (SOFA) in ten editions organized in the interval 2005-2022 and held in Romania and Hungary. Dr. Balas participated in many international conferences as Organizer, Honorary Chair, Session Chair, member in Steering, Advisory or International Program Committees and Keynote Speaker. Recently she was working in a national project with EU funding support: BioCell-NanoART = Novel Bio-inspired Cellular Nano-Architectures - For Digital Integrated Circuits, 3M Euro from National Authority for Scientific Research and Innovation. She is a member of European Society for Fuzzy Logic and Technology (EUSFLAT), member of Society for Industrial and Applied Mathematics (SIAM) and a Senior Member IEEE, member in Technical Committee – Fuzzy Systems (IEEE Computational Intelligence Society), chair of the Task Force 14 in Technical Committee – Emergent Technologies (IEEE CIS), member in Technical Committee – Soft Computing (IEEE SMCS). She is member in theCommittee of IEEE Romania Section as Volunteers Training Coordinator and vice chair of IEEE Computational Intelligence Society Chapter – CIS 11. During the interval 2021-2022 she was a member of IEEE European Public Policy Committee Working Group on ICT. From May 2023 Dr. Balas is associate member of Romanian Academy of Scientists. Dr. Balas was past Vice President (awards) of IFSA - International Fuzzy Systems Association Council (2013-2015), is a Joint Secretary of the Governing Council of Forum for Interdisciplinary Mathematics (FIM), - A Multidisciplinary Academic Body, India. She is the recipient of the "Tudor Tanasescu" Prize from the Romanian Academy for contributions in the field of soft computing methods (2019) and “Stefan Odobleja” Prize from Romanian Academy of Scientists (2023).

Caracteristici

Describes various soft computing techniques from various fields for solving relevant real-life problems Includes well-defined variables and objective functions and their constraints on various applications Includes mathematical definitions of soft computing problems

Descriere

Descriere de la o altă ediție sau format:
This book gives a detailed information of various soft computing techniques across various fields for solving relevant, real-life problems.