Special Issue: Advances of Artificial Intelligence-based mathematical modeling optimization in engineering applications

Guest Editors

Prof. Jae-Mo Kang
Department of Artificial Intelligence, Kyungpook National University, Daegu, South Korea
Email: jmkang@knu.ac.kr


Prof. Vikas Palakonda
Department of Artificial Intelligence, Kyungpook National University, Daegu, South Korea
Email: vikas11475@gmail.com

Manuscript Topics


Artificial intelligence (AI) employs techniques from neural networks, operations research, and statistics, among others, to unearth concealed insights in large amounts of data. With its automatic perception and evaluation capabilities, AI has supported the development of numerous engineering disciplines, including communications, smart infrastructure, transportation, etc. It has accelerated the development of artificial intelligence by introducing new opportunities and urgency. AI is founded on algorithms, and mathematical modeling is the foundation of algorithmic thought. Mathematical modeling is a subfield within the realm of applied mathematics that involves the development of simplified representations of complex mathematical theories. Further, mathematical modeling refers to the process of creating a mathematical representation of a real-world scenario to make a prediction or provide insight. The field of mathematical modeling is continuously advancing, with the continual emergence of novel technical tools.


This Special Issue aims to report on the recent advances in state-of-the-art research on artificial intelligence-based mathematical modeling optimization in diverse engineering applications. The research domains may involve (but are not limited to):


• Applications of AI-based mathematical modeling in Internet of Things (IOTs)
• Applications of AI-based mathematical modeling in Intelligent Transportation Systems (ITS)
• Applications of AI-based mathematical modeling in Communications and Sensing
• Applications of AI-based mathematical modeling in Cloud Computing applications
• Applications of AI-based mathematical modeling in UAV deployment and resource allocation
• Applications of AI-based mathematical modeling in Smart city applications
• Applications of AI-based mathematical modeling in Recommendation systems
• Applications of AI-based mathematical modeling in Human-in-the-Loop Cyber Physical Systems
• Applications of AI-based mathematical modeling in Signal processing


Keywords:
• Artificial Intelligence
• Mathematical Modelling
• Machine Learning
• Deep learning
• Optimization algorithms
• Reinforcement learning


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Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 30 June 2024

Published Papers(29)

Review
Deep convolutional neural network (CNN) model optimization techniques—Review for medical imaging
Ghazanfar Latif Jaafar Alghazo Majid Ali Khan Ghassen Ben Brahim Khaled Fawagreh Nazeeruddin Mohammad
2024, Volume 9, Issue 8: 20539-20571. doi: 10.3934/math.2024998
Abstract HTML PDF Cited (1) Viewed (2060)
Research article
A hybrid framework for mean-CVaR portfolio selection under jump-diffusion processes: Combining cross-entropy method with beluga whale optimization
Guocheng Li Pan Zhao Minghua Shi Gensheng Li
2024, Volume 9, Issue 8: 19911-19942. doi: 10.3934/math.2024972
Abstract HTML PDF Viewed (1139)
Research article
Machine learning approach of Casson hybrid nanofluid flow over a heated stretching surface
Gunisetty Ramasekhar Shalan Alkarni Nehad Ali Shah
2024, Volume 9, Issue 7: 18746-18762. doi: 10.3934/math.2024912
Abstract HTML PDF Cited (2) Viewed (1050)
Research article
Weighted salp swarm algorithm with deep learning-powered cyber-threat detection for robust network security
Maha M. Althobaiti José Escorcia-Gutierrez
2024, Volume 9, Issue 7: 17676-17695. doi: 10.3934/math.2024859
Abstract HTML PDF Viewed (949)
Research article
AI-based outdoor moving object detection for smart city surveillance
Yahia Said Amjad A. Alsuwaylimi
2024, Volume 9, Issue 6: 16015-16030. doi: 10.3934/math.2024776
Abstract HTML PDF Cited (1) Viewed (1261)
Research article
Election-based optimization algorithm with deep learning-enabled false data injection attack detection in cyber-physical systems
Hend Khalid Alkahtani Nuha Alruwais Asma Alshuhail Nadhem NEMRI Achraf Ben Miled Ahmed Mahmud
2024, Volume 9, Issue 6: 15076-15096. doi: 10.3934/math.2024731
Abstract HTML PDF Cited (1) Viewed (1266)
Research article
Super-resolution reconstruction algorithm for dim and blurred traffic sign images in complex environments
Yan Ma Defeng Kong
2024, Volume 9, Issue 6: 14525-14548. doi: 10.3934/math.2024706
Abstract HTML PDF Viewed (1057)
Research article
An application of heuristic optimization algorithm for demand response in smart grids with renewable energy
Mohammed Jalalah Lyu-Guang Hua Ghulam Hafeez Safeer Ullah Hisham Alghamdi Salem Belhaj
2024, Volume 9, Issue 6: 14158-14185. doi: 10.3934/math.2024688
Abstract HTML PDF Cited (4) Viewed (1230)
Research article
An artificial neural network analysis of the thermal distribution of a fractional-order radial porous fin influenced by an inclined magnetic field
M. A. El-Shorbagy Waseem Mati ur Rahman Hossam A. Nabwey Shazia Habib
2024, Volume 9, Issue 6: 13659-13688. doi: 10.3934/math.2024667
Abstract HTML PDF Cited (3) Viewed (1181)
Research article
Extraction of PEM fuel cell parameters using Walrus Optimizer
Essam H. Houssein Nagwan Abdel Samee Maali Alabdulhafith Mokhtar Said
2024, Volume 9, Issue 5: 12726-12750. doi: 10.3934/math.2024622
Abstract HTML PDF Cited (1) Viewed (1195)
Research article
A new control scheme for temperature adjustment of electric furnaces using a novel modified electric eel foraging optimizer
Sarah A. Alzakari Davut Izci Serdar Ekinci Amel Ali Alhussan Fatma A. Hashim
2024, Volume 9, Issue 5: 13410-13438. doi: 10.3934/math.2024654
Abstract HTML PDF Cited (8) Viewed (1509)
Research article
Optimized RNA structure alignment algorithm based on longest arc-preserving common subsequence
Hazem M. Bahig Mohamed A.G. Hazber Tarek G. Kenawy
2024, Volume 9, Issue 5: 11212-11227. doi: 10.3934/math.2024550
Abstract HTML PDF Viewed (989)
Research article
An equilibrium optimizer with deep recurrent neural networks enabled intrusion detection in secure cyber-physical systems
E Laxmi Lydia Chukka Santhaiah Mohammed Altaf Ahmed K. Vijaya Kumar Gyanendra Prasad Joshi Woong Cho
2024, Volume 9, Issue 5: 11718-11734. doi: 10.3934/math.2024574
Abstract HTML PDF Viewed (1232)
Research article
A battle royale optimization with feature fusion-based automated fruit disease grading and classification
S. Rama Sree E Laxmi Lydia C. S. S. Anupama Ramya Nemani Soojeong Lee Gyanendra Prasad Joshi Woong Cho
2024, Volume 9, Issue 5: 11432-11451. doi: 10.3934/math.2024561
Abstract HTML PDF Cited (2) Viewed (1276)
Research article
Joint channel training and passive beamforming design for intelligent reflecting surface-aided LoRa systems
Jae-Mo Kang Dong-Woo Lim
2024, Volume 9, Issue 5: 11423-11431. doi: 10.3934/math.2024560
Abstract HTML PDF Viewed (1048)
Research article
An intelligent water drop algorithm with deep learning driven vehicle detection and classification
Thavavel Vaiyapuri M. Sivakumar Shridevi S Velmurugan Subbiah Parvathy Janjhyam Venkata Naga Ramesh Khasim Syed Sachi Nandan Mohanty
2024, Volume 9, Issue 5: 11352-11371. doi: 10.3934/math.2024557
Abstract HTML PDF Viewed (1436)
Research article
Comparative analysis of feed-forward neural network and second-order polynomial regression in textile wastewater treatment efficiency
Ali S. Alkorbi Muhammad Tanveer Humayoun Shahid Muhammad Bilal Qadir Fayyaz Ahmad Zubair Khaliq Mohammed Jalalah Muhammad Irfan Hassan Algadi Farid A. Harraz
2024, Volume 9, Issue 5: 10955-10976. doi: 10.3934/math.2024536
Abstract HTML PDF Cited (1) Viewed (1205)
Research article
Performance of the Walrus Optimizer for solving an economic load dispatch problem
Mokhtar Said Essam H. Houssein Eman Abdullah Aldakheel Doaa Sami Khafaga Alaa A. K. Ismaeel
2024, Volume 9, Issue 4: 10095-10120. doi: 10.3934/math.2024494
Abstract HTML PDF Cited (9) Viewed (1523)
Research article
Advancements in remote sensing: Harnessing the power of artificial intelligence for scene image classification
Alaa O. Khadidos
2024, Volume 9, Issue 4: 10235-10254. doi: 10.3934/math.2024500
Abstract HTML PDF Cited (3) Viewed (1112)
Research article
An enhanced tunicate swarm algorithm with deep-learning based rice seedling classification for sustainable computing based smart agriculture
Manal Abdullah Alohali Fuad Al-Mutiri Kamal M. Othman Ayman Yafoz Raed Alsini Ahmed S. Salama
2024, Volume 9, Issue 4: 10185-10207. doi: 10.3934/math.2024498
Abstract HTML PDF Cited (1) Viewed (1204)
Research article
Hybrid arithmetic optimization algorithm with deep learning model for secure Unmanned Aerial Vehicle networks
Sultanah M. Alshammari Nofe A. Alganmi Mohammed H. Ba-Aoum Sami Saeed Binyamin Abdullah AL-Malaise AL-Ghamdi Mahmoud Ragab
2024, Volume 9, Issue 3: 7131-7151. doi: 10.3934/math.2024348
Abstract HTML PDF Cited (1) Viewed (1352)
Research article
A real-time air-writing model to recognize Bengali characters
Mohammed Abdul Kader Muhammad Ahsan Ullah Md Saiful Islam Fermín Ferriol Sánchez Md Abdus Samad Imran Ashraf
2024, Volume 9, Issue 3: 6668-6698. doi: 10.3934/math.2024325
Abstract HTML PDF Cited (2) Viewed (1476)
Research article
Dandelion optimization based feature selection with machine learning for digital transaction fraud detection
Ebtesam Al-Mansor Mohammed Al-Jabbar Arwa Darwish Alzughaibi Salem Alkhalaf
2024, Volume 9, Issue 2: 4241-4258. doi: 10.3934/math.2024209
Abstract HTML PDF Viewed (1604)
Research article
Diagnostic power of some graphical methods in geometric regression model addressing cervical cancer data
Zawar Hussain Atif Akbar Mohammed M. A. Almazah A. Y. Al-Rezami Fuad S. Al-Duais
2024, Volume 9, Issue 2: 4057-4075. doi: 10.3934/math.2024198
Abstract HTML PDF Viewed (1214)
Research article
A sophisticated Drowsiness Detection System via Deep Transfer Learning for real time scenarios
Amina Turki Omar Kahouli Saleh Albadran Mohamed Ksantini Ali Aloui Mouldi Ben Amara
2024, Volume 9, Issue 2: 3211-3234. doi: 10.3934/math.2024156
Abstract HTML PDF Cited (8) Viewed (2038)
Research article
Boosting task scheduling in IoT environments using an improved golden jackal optimization and artificial hummingbird algorithm
Ibrahim Attiya Mohammed A. A. Al-qaness Mohamed Abd Elaziz Ahmad O. Aseeri
2024, Volume 9, Issue 1: 847-867. doi: 10.3934/math.2024043
Abstract HTML PDF Cited (3) Viewed (1539)
Research article
Enhancing land cover classification in remote sensing imagery using an optimal deep learning model
Abdelwahed Motwake Aisha Hassan Abdalla Hashim Marwa Obayya Majdy M. Eltahir
2024, Volume 9, Issue 1: 140-159. doi: 10.3934/math.2024009
Abstract HTML PDF Cited (1) Viewed (1881)
Research article
Inverse chi-square-based flamingo search optimization with machine learning-based security solution for Internet of Things edge devices
Youseef Alotaibi R Deepa K Shankar Surendran Rajendran
2024, Volume 9, Issue 1: 22-37. doi: 10.3934/math.2024002
Abstract HTML PDF Cited (5) Viewed (1811)
Research article
Reinforced concrete bridge damage detection using arithmetic optimization algorithm with deep feature fusion
Majdy M. Eltahir Ghadah Aldehim Nabil Sharaf Almalki Mrim M. Alnfiai Azza Elneil Osman
2023, Volume 8, Issue 12: 29290-29306. doi: 10.3934/math.20231499
Abstract HTML PDF Viewed (1545)