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Soft Computing: Theories and Applications de Rajesh Kumar

Soft Computing: Theories and Applications: Lecture Notes in Networks and Systems, cartea 627

Editat de Rajesh Kumar, Ajit Kumar Verma, Tarun K. Sharma, Om Prakash Verma, Sanjay Sharma
en Limba Engleză Paperback – 25 apr 2023

Volumul de față solicită un nivel de experiență avansat, fiind adresat cercetătorilor și profesorilor care dețin deja cunoștințe solide în inteligența artificială și modelarea matematică. Apreciem în mod deosebit rigoarea cu care sunt tratate algoritmii de Soft Computing, lucrarea presupunând familiaritatea cititorului cu rețelele neuronale și logica fuzzy. Structura este organizată tematic, pornind de la fundamentări teoretice și progresând rapid spre aplicații critice în sectoarele medical și industrial.

Merită menționat că, spre deosebire de alte volume colective, Soft Computing: Theories and Applications oferă studii de caz extrem de specifice, cum ar fi utilizarea CNN pentru detectarea bolilor la pepeni sau implementarea ANN în industria feroviară. Complementar lui Applied Soft Computing Techniques, care oferă o privire de ansamblu asupra tehnologiei de comunicații, acest volum de față acoperă zona de optimizare a modelelor de inventar și politici de credit comercial, integrând cercetarea operațională cu inteligența artificială. De asemenea, dacă Soft Computing for Problem Solving se concentrează pe direcții viitoare de dezvoltare, volumul editat de Rajesh Kumar pune accentul pe implementarea imediată în Internetul Lucrurilor Medicale (6G-Enabled IoMT).

În contextul operei editorului, această lucrare continuă direcția tehnologică aplicată regăsită în Industry 5.0 Leveraging Technologies, mutând însă focusul de la sustenabilitatea industrială generală către algoritmi de nișă pentru procesarea imaginilor și diagnostic medical. Progresia capitolelor facilitează o navigare tehnică între extragerea de caracteristici prin metoda GLCM și polinoamele Euler-Genocchi, demonstrând versatilitatea matematicii aplicate în ingineria modernă.

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Specificații

ISBN-13: 9789811998577
ISBN-10: 9811998574
Pagini: 984
Ilustrații: XXIX, 951 p. 322 illus., 271 illus. in color.
Dimensiuni: 155 x 235 x 49 mm
Greutate: 1.64 kg
Ediția:1st edition 2023
Editura: Springer
Colecția Lecture Notes in Networks and Systems
Seria Lecture Notes in Networks and Systems

Locul publicării:Singapore, Singapore

De ce să citești această carte

Recomandăm această lucrare specialiștilor care caută soluții concrete pentru probleme complexe de optimizare și diagnosticare. Cititorul câștigă acces la metodologii de ultimă oră testate în cadrul conferinței SoCTA 2022, beneficiind de un transfer tehnologic direct dinspre cercetarea academică spre aplicații practice în medicină, logistică și securitate digitală. Este un instrument de referință pentru fundamentarea proiectelor de cercetare-dezvoltare în Deep Learning.

Despre autor

Rajesh Kumar este un cercetător și editor prolific, implicat în documentarea avansului tehnologic în multiple domenii interdisciplinare. Contribuțiile sale editoriale acoperă un spectru larg, de la ingineria anticorpilor și biodiversitatea Himalayană, până la sustenabilitatea industrială. În cadrul seriei Lecture Notes in Networks and Systems, acesta coordonează lucrări ce sintetizează cele mai noi cercetări din India și de la nivel internațional. Expertiza sa se concentrează pe intersecția dintre tehnologiile emergente și aplicabilitatea lor practică în beneficiul societății și economiei.

Descriere scurtă

This book focuses on soft computing and how it can be applied to solve real-world problems arising in various domains, ranging from medicine and health care, to supply chain management, image processing and cryptanalysis. It gathers high-quality papers presented at the International Conference on Soft Computing: Theories and Applications (SoCTA 2022), held at University Institute of Technology, Himachal Pradesh University Shimla, Himachal Pradesh, India. The book offers valuable insights into soft computing for teachers and researchers alike; the book inspires further research in this dynamic field.

Cuprins

Chapter 1. A CNN-based Approach for Facial Emotion Detection.- Chapter 2. Implementation of Artificial Neural Network for Demanufacturing Operation in the Rail Industry.- Chapter 3. Diversified Recommendation Generation using Graph Convolution Neural Network.- Chapter 4. Brain Tumor detection with GLCM feature extraction and hybrid classification approach.- Chapter 5. Optimization of an inventory model with selling price and stock sensitive demand along with trade credit policy.- Chapter 6. A new family of generalized Euler-Genocchi polynomials associated with Hermite polynomials.- Chapter 7. 6G-Enabled Internet of Medical Things.- Chapter 8. An Inductively Degenerated LNA for ISM Applications: Design & Performance Comparison.- Chapter 9. Prostate Cancer Risk Analysis Using Artificial Neural Network.- Chapter 10. On two bivariate kinds of (p; q)-Euler polynomials.- Chapter 11. Different stages of Watermelon Diseases Detection Using optimized CNN.- Chapter 12. Machine Learning: An Analytical Approach for Pattern Detection in Diabetes.- Chapter 13. A Dynamic Weighted Federated Learning for Android Malware Classification.- Chapter 14. Entropy measure for the linguistic q-rung orthopair fuzzy set.- Chapter 15. Empirical Analysis of Unsupervised Link Prediction Algorithms in Wighted Networks.

Notă biografică

Dr. Rajesh Kumar received the Bachelor of Technology in Engineering degree with honours in Electrical Engineering from the Department of Electrical Engineering, National Institute of Technology, Kurukshetra, India, in 1994, Master of Engineering with honours in Power Engineering from the Department of Electrical Engineering, Malaviya National Institute of Technology, Jaipur, India, in 1997 and Ph.D. degree in Intelligent Systems from Department of Electrical Engineering, Malaviya National Institute of Technology (MREC, University of Rajasthan), India, in 2005. He is currently Professor at Department of Electrical Engineering and Adjunct Professor at Centre of Energy and Environment at Malaviya National Institute of Technology, Jaipur, India. He has been Research Fellow (A) at the Department of Electrical and Computer Engineering at National University of Singapore from 2009-2011. He has been Reader from 2005-2009, Senior Lecturer from 2000-2005 and Lecturer from 1995-2000 at Department of Electrical Engineering, Malaviya National Institute of Technology. He is Founder of ZINE student innovative group. His background is in the fields of computational intelligence, artificial intelligence, intelligent systems, power and energy management, robotics, bioinformatics, smart grid and computer vision. 
 
Ajit K. Verma is Professor in the Faculty of Engineering and Natural Sciences, Western Norway University of Applied Sciences, Haugesund, Norway (since March 2012) and has been Professor (since Feb 2001) with the Department of Electrical Engineering at IIT Bombay with a research focus in Reliability and Safety Engineering. He was Director of the International Institute of Information Technology, Pune, on lien from IIT Bombay, from Aug 2009–Sep 2010. He is also Guest Professor at Lulea University of Technology, Sweden. He has supervised/co-supervised 38 Ph.D.s and 95 Masters theses in the area of software reliability, reliable computing,power systems reliability (PSR), reliability centred maintenance (RCM) and probabilistic safety/risk assessment (PSA). He has executed various research projects to promote industry interface and has been course co-ordinator for industry CEPs like reliability engineering, six sigma, software inspections, competency tracking system and software reliability for IT industries. He is Springer Book Series Editor of Asset Analytics-Performance and Safety Management, Fire safety Engineering and Management and Reliable & Sustainable Electric Power and Energy Systems Management and has jointly edited books titled Reliability and Risk Evaluation of Wind Integrated Power Systems(Springer), Reliability Modelling Analysis of Smart Power Systems (Springer) & Current Trends in Reliability, Availability, Maintainability and Safety(Springer) and is Author of books titled Fuzzy Reliability Engineering-Concepts and Applications (Alpha science international - Narosa), Reliability and Safety Engineering (Springer) and Dependability of Networked Computer Based Systems (Springer), Risk Management of Non-Renewable Energy Systems(Springer) and Optimal Maintenance of Large Engineering Systems(Narosa). He has over 250 publications in various journals (over 100 papers) and conferences. He is Senior Member of IEEE and Life Fellow of IETE. He has been Editor-in-Chief of OPSEARCH published by Springer(Jan 2008-Jan 2011) as well as Founder Editor-in-Chief of International Journal of Systems Assurance Engineering and Management (IJSAEM) published by Springer and Editor-in-Chief of Journal of Life Cycle Reliability and Safety Engineering. He is also on the editorial board of several international journals. He was Guest Editor of Special Issue on “Reliable Computing” of International Journal of Automation and Computing (Oct 2007), May 2010, IJSAEM (June 2010) (with Prof Roy Billington and Prof Rajesh Karki) and IJSAEM (March 2011) (with Prof Lotfi A. Zadeh and Prof Ashok Deshpande) and IEEE Transactions on Reliability, March 2011 among others. He was also nominated as Chairman of the “Special Interest Group on System Assurance Engineering and Management' of Berkeley Initiative in Soft Computing” by Prof Lotfi A. Zadeh.
 
Dr. Tarun Kumar Sharma holds Ph.D. in Soft Computing from the Department of Applied Science and Engineering of IIT Roorkee. Since 1 April 2022, he is associated with Shobhit Deemed University, Meerut, as Professor and Head of CSE and Dean – School of Engineering & Technology. Earlier, he worked with Shobhit University Gangoh as Professor and Head of CSE and Dean – School of Engineering & Technology and Amity University Rajasthan as Associate Professor and Head – Department of Computer Science & Engineering / IT as well as Alternate Director – Outcome. He has supervised 4 Ph.D.s, 14 M.Tech. dissertations, several M.C.A. and B.Tech. projects. He has over 80 research publications in his credit. He has been to Amity Institute of Higher Education Mauritius on deputation. He has availed grants from Microsoft Research India, CSIR, New Delhi and DST New Delhi to visit Australia, Singapore and Malaysia, respectively. He is Founding Member of International Conference on Soft Computing: Theories and Applications (SoCTA Series) and Congress on Advances in Materials Science and Engineering (CAMSE). He has edited seven volumes of Conference Proceedings published by AISC series of Springer (SCOPUS) Publication and four edited books with Springer Nature.
 
Dr. Om Prakash Verma is presently associated with Dr. B R Ambedkar National Institute of Technology Jalandhar, Punjab, India, since January 2018 as Assistant Professor in the Department of Instrumentation and Control Engineering. He has almost 11 years of teaching experience. He did his Ph.D. from IIT Roorkee, M.Tech. from Dr. B R Ambedkar NIT Jalandhar and B.E. from Dr. B R Ambedkar University, Agra. He is presently working on ISRO SponsoredProject as PI. He has edited a book on Soft Computing: Theories and Applications and has been Potential Reviewer of several International Journals of high repute. He has published more than 30 research papers in SCI/Scopus/ESI indexed Journals. He has published recently published a paper in Renewable & Sustainable Energy Reviews, (IF: 12.110). He has guided four M.Tech. students and supervising six Ph.D. students.


Dr. Sanjay Sharma received B.Tech. degree in Electrical Engineering from Himachal Pradesh University, Shimla, India, in 2007 and M.Tech. degree in Power System from National Institute of Technology, Hamirpur, India, in 2010.  He has completed her Ph.D. degree in Department of Electrical Engineering from Punjab Engineering College Deemed to be University, Chandigarh, India, in December 2019. Presently, he is working as Assistant Professor in University Institute of Technology, Himachal Pradesh University, Shimla (H.P), India. He has good research experience in various areas of Electrical Engineering. He worked on a Project “Development and validation of technology for production of high energy density from rice straw and Agri-biomasses (Funding agency PSA, GOI and Sweden). He published 16 research papers in reputed international and national journals, and 18 research papers in international and national conferences. His area of research includes power system, renewable energy, network planning, microgrid, optimization, GIS and machine learning. He has published a number of research papers in various journals and conferences. Presently, his one book on renewable energy has been accepted for Publication in Willey Publication likely to be in market in Dec. 2021. He also granted with one patent and one in progress. He has six-year teaching experience of NITs and government institute. He has delivered expert lecture in various colleges/universities in India. He is Reviewer of various conferences and international journals including Elsevier, Springer, IEEE and Taylor &Francis.

Caracteristici

Provides insights into soft computing and inspires researchers to work in the field of soft computing Results of SoCTA 2022 held in December 2022 Serves as a reference for researchers and practitioners in academia and industry