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Cutting Edge Applications of Computational Intelligence Tools and Techniques de Kevin Daimi

Cutting Edge Applications of Computational Intelligence Tools and Techniques

Editat de Kevin Daimi, Abeer Alsadoon, Luis Coelho
en Limba Engleză Hardback – dec 2023

Un exemplu concret al modului în care acest volum transpune teoria în soluții tehnice este proiectul SINATRA, un clasificator de genuri muzicale bazat pe clusterizare și analiză de grafuri, care demonstrează flexibilitatea algoritmilor de inteligență computațională în domenii creative. Recomandăm această lucrare pentru abordarea sa riguroasă, care nu se limitează la concepte abstracte, ci analizează implementări specifice, precum utilizarea rețelelor neuronale convoluționale pentru orientarea pieselor în manufactura aditivă sau predicția valorilor de stres în biomecanica femurului. Dacă Computational Intelligence de Russell C. Eberhart v-a oferit cadrul teoretic și fundamentele evoluționiste ale disciplinei, volumul de față, Cutting Edge Applications of Computational Intelligence Tools and Techniques, oferă instrumentele practice și studiile de caz necesare pentru implementarea acestor tehnologii în medii industriale și de cercetare actuale. Credem că forța acestui volum rezidă în structura sa multidisciplinară, organizată pentru a ghida cititorul de la interfețe creier-calculator și interacțiune om-robot, până la optimizarea plantelor de tratament pentru producția de biogaz. Kevin Daimi continuă aici direcția începută în lucrări precum Emerging Trends in Cybersecurity Applications sau Current and Future Trends in Health and Medical Informatics, extinzând expertiza sa din zona securității și a informaticii medicale către un spectru larg de aplicații industriale, de la vehicule autonome la orașe inteligente. Cuprinsul indică o progresie logică, debutând cu tehnologii de frontieră în procesarea semnalelor și viziune computerizată, și culminând cu impactul transformării digitale asupra abilităților de leadership.

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Specificații

ISBN-13: 9783031441264
ISBN-10: 3031441265
Pagini: 372
Ilustrații: XV, 354 p. 149 illus., 124 illus. in color.
Dimensiuni: 160 x 241 x 25 mm
Greutate: 0.79 kg
Ediția:1st ed. 2023
Editura: Springer
Locul publicării:Cham, Switzerland

De ce să citești această carte

Această carte este o resursă tehnică esențială pentru ingineri și cercetători care doresc să implementeze soluții de inteligență artificială în scenarii reale de producție, robotică sau energie. Cititorul câștigă acces la metodologii validate pentru probleme complexe, precum identificarea gesturilor în interacțiunea om-robot sau securizarea sistemelor prin autentificare facială, depășind nivelul pur teoretic al manualelor clasice de informatică.

Despre autor

Kevin Daimi este profesor universitar și director al programelor de Computer Science și Software Engineering la University of Detroit Mercy. Cu o experiență vastă în mediul academic, interesele sale de cercetare acoperă securitatea cibernetică, informatica medicală și inteligența computațională. În calitate de editor, Daimi a coordonat numeroase volume publicate de Springer, fiind recunoscut pentru capacitatea de a sintetiza contribuții academice și industriale de vârf. Lucrările sale anterioare reflectă un angajament constant față de dezvoltarea profesională a comunității tehnice, integrând recomandările asociațiilor internaționale de profil în materiale de studiu riguroase.

Cuprins

Brain-Computer Interfaces: High-Tech Race to Merge Minds and Machines.- Using Artificial Neural Networks to Predict Critical Displacement and Stress Values in The Proximal Femur for Distinct Geometries and Load Cases.- An Integrated Model for Automated Identification and Learning of Conversational Gestures in Human-Robot Interaction.- Computational Intelligence Methods for User Matching.- ATIAS: A Model for Understanding Intentions to Use AI Technology.- Electronics Engineering Perspectives on Computer Vision Applications: An Overview of Techniques, Sub Areas, Advancements and Future Challenges.- Feature Importance Study for Biogas Production from POME Treatment Plants Using Out-Of-Bag Permutation.- Convolutional Neural Networks for Part Orientation in Additive Manufacturing.- SINATRA: A Music Genre Classifier based on Clustering and Graph Analysis.- Towards an Enhanced and Lightweight Face Authentication System.-  Conceptual Intelligence, Digital Transformation, and Leadership Skills: Key Concepts for Modern Business Success.- GEMM-SAFIN (FRIE)++: Explainable Artificial Intelligence Visualization System with Episodic Memory.- Traffic Sign Recognition Robustness in Autonomous Vehicles Under Physical Adversarial Attacks.- CI in Smart Cities and Smart Energy Systems.- Ontology-based Similarity Estimates for Fuzzy Data: Semantic Wiki Approach.

Notă biografică

Kevin Daimi received his Ph.D. from the University of Cranfield, England. He has a long academic and industry experience. His research interests include Computer and Network Security with emphasis on Vehicle Network Security, Software Engineering, Data Science, Computational Intelligence, and Computer Science and Software Engineering Education. He has published several papers on vehicle security. He is the editor of seven books in Cybersecurity and Data Science; Computer and Network Security Essentials, Innovation in Cybersecurity Education, Advances in Cybersecurity Management, Principles of Data Science, Breakthroughs in Digital Biometrics and Forensics, Principles and Practice of Blockchains, and Emerging Trends in Cybersecurity Applications, which were published by Springer. He is also the editor of the Proceedings of the ICR’22 and ICR’23 International Conference on Innovations in Computing Research book published by Springer Book Series: Advances in Intelligent Systems and Computing, and Lecture Notes in Networks and Systems, and ACR’23 International Conference on Advances in Computing Research book published by Springer Book Series: Lecture Notes in Networks and Systems. He has been chairing the annual International Conference on Security and Management (SAM) since 2012. He is also the program chair of the Annual International Conference on Innovations in Computing Research for the years 2022-2024 and the Annual International Conference on Advances in Computing Research for the years 2023-2024. Kevin is a fellow of the British Computer Society (BCS), a senior member of the Association for Computing Machinery (ACM), and a senior member of the Institute of Electrical and Electronic Engineers (IEEE). He is the recipient of the Outstanding Achievement Award from the 2010 World Congress in Computer Science, Computer Engineering, and Applied Computing (WORLDCOMP’10) in Recognition and Appreciation of his Leadership, Service, and Research Contributions to the fieldof Network Security. He is currently professor Emeritus of Computer Science and Software Engineering at the University of Detroit Mercy.Abeer Alsadoon received her Ph.D. from the University of Technology, Baghdad. She published more than 130 papers in A and B ranking journals and has more than 100 conference papers published in different peer-review IEEE conferences, and she has received four (4) best paper awards. She edited an Emerging Trends in Cybersecurity Applications book published by Springer. Abeer received twenty (20) awards for teaching and research excellence from different Australian Universities. She has been recognized nationally as one out of five finalists for the prestigious 2019 Australian Women’s Agenda Leadership Awards in the category of Emerging Female Leader in the Government and Public Sectors. She chaired the 2022 International Conference on Health Informatics and Medical System (HIMS’22), Las Vegas, USA. She is the conference chair of HIMS’23 conference too. She is the program chair of the 2022 International Conference on Innovations in Computing Research (ICR’22), Athens, Greece; the 2023 International Conference on Advances in Computing Research (ACR’23), Orlando, Florida, USA; the ICR’23, Madrid, Spain; and the ACR’24, Madrid, Spain. Abeer has been chairing the Program Committee of the Annual IEEE International Conference on Innovative Technologies in Intelligent Systems & Industrial Application (CITISIA’20), Sydney, since 2020. She also chaired special sessions at different conferences. Abeer is a senior member of the Institute of Electrical and Electronic Engineers (IEEE). She has many years of academic experience. Abeer is currently an associate professor at the Education Centre of Australia (ECA)-Asia Pacific International College (APIC). She was a dean of Scholarship and Research at Kent Institute Australia. In addition, Dr. Alsadoon is an adjunct associate professor at Charles Sturt University (CSU), Australia.Luís Coelho received his Ph.D. from the University of Vigo, Spain. He has published more than 80 scientific articles in conferences and journals. He actively promotes publishing as the editor of special edition books. He has received two best paper awards and was awarded with a national innovation prize. He has been a member of the organization committee for several conferences including the Sixth World Congress on Nature and Biologically Inspired Computing (NaBIC2014), Porto, Portugal; the 2014 Congress on Computational Aspects of Social Networks (CASON2014), Porto, Portugal; the 2018 Global Medical Engineering Physics Exchanges (GMEPE), Porto, Portugal; and the Pacific HealthCare Engineering (PAHCE), Porto, Portugal. He served as the sessions/workshops chair for the 2022 International Conference on Health Informatics and Medical System (HIMS’22), Las Vegas, USA, and the 2022 International Conference on Innovations in Computing Research (ICR’22), Athens, Greece. He is currently the sessions/workshops chair of the 2023 International Conference on Innovations in Computing Research (ICR’23), Madrid, Spain. Furthermore, he is a program committee member of a number of conferences including the 2023 International Conference on Advances in Computing Research (ACR’23), Orlando, USA; the 2023 International Conference on Health Informatics and Medical Systems (HIMS’23), Las Vegas, USA; and the 32nd International Conference on Flexible Automation and Intelligent Manufacturing (FAIM'23), Porto, Portugal. He has been actively involved with the coordination of several healthcare-related degrees and in the promotion of bridges between industry and academia.

Textul de pe ultima copertă

The book delivers an excellent professional development resource for educators and practitioners on the cutting-edge computational intelligence techniques and applications. It covers many areas and topics of computational intelligence techniques and applications proposed by computational intelligence experts and researchers and furthers the enhancement of the community outreach and engagement component of computational intelligence techniques and applications. Furthermore, it presents a rich collection of manuscripts in highly regarded computational intelligence techniques and applications topics that have been creatively compiled.
Computers are capable of learning from data and observations and providing solutions to real-life complex problems, following the same reasoning approach of human experts in various fields. This book endows a rich collection of applications in widespread areas. Among the areas addressed in this book are Computational Intelligence Principles and Techniques; CI in Manufacturing, Engineering, and Industry; CI in Recognition and Processing; CI in Robotics and Automation; CI in Communications and Networking; CI in Traditional Vehicles, Electric Vehicles, and Autonomous Vehicles; CI in Smart Cities and Smart Energy Systems; and CI in Finance, Business, Economics, and Education. These areas span many topics including repetitive manufacturing, discrete manufacturing, process manufacturing, electronic systems, speech recognition, pattern recognition, signal processing, image processing, industrial monitoring, vision systems for automation and robotics, cooperative and network robotics, perception, planning, control, urban traffic networks control, vehicle-to-roadside communications, smart buildings, smart urbanism, smart infrastructure, smart connected communities, smart energy, security, arts, and music.

Caracteristici

Introduces various techniques, methods, and approaches adopted by Computational Intelligence experts in the field Provides an excellent professional development resource for educators and practitioners Presents detailed explanation of the Computational Intelligence concepts that are aptly reinforced by some examples