Special Issue: Advanced neural networks: models, theories, and applications

Guest Editors

Prof. Shangce Gao
Faculty of Engineering, University of Toyama, Japan
Email: gaosc@eng.u-toyama.ac.jp


Prof. Hiroki Tamura
Department of Environmental Robotics, Miyazaki University, Japan
Email: htamura@cc.miyazaki-u.ac.jp


Prof. Dongbao Jia
School of Computer Engineering, Jiangsu Ocean University, China
Email: dbjia@jou.edu.cn


Prof. Ting Jin
School of Science, Nanjing Forestry University, China
Email: tingjin@njfu.edu.cn

Manuscript Topics

Nowadays, artificial intelligence (AI) plays an integral role in scientific progress. Various methods have been developed to solve previously challenging problems. AI has global potential to provide tools for learning, knowledge discovery, and decision-making that outperform human capabilities and can be applied across a broad range of fields. It has also become a core field that provides basic building blocks for computer vision systems, computational modeling, security threat assessment, simulated biological intelligence systems, multi-agent systems, data conversion methods, etc.


A neural network is a technical reproduction of the biological neural network in a simplified sense. It builds practical neural network models based on the principles of the biological neural network and practical applications, designs corresponding learning algorithms, simulates some intelligent activities of the human brain, and solves practical problems in technology. Recent developments in artificial intelligence, particularly in neural networks, have allowed research in almost every conceivable field, from purely theoretical methods to fully applied industrial research.


This Special Issue aims to gather a collection of articles reflecting the latest applied implementations of neural networks in different areas, highlighting the similarities and differences in approaches. This will enable researchers to apply developed neural network cases and obtain new results in various application areas.


Topics of interest include, but are not limited to:
• Computational Neuroscience
• Foundation of Artificial Intelligence
• Deep Learning and Classic Machine Learning
• Evolutionary Computation and Neural Networks
• Multiple Objective Optimization
• Neural Modeling, Architectures, and Learning Algorithms
• Deep Neural Networks
• Intelligent Systems
• Evolutionary Combinatorial Optimization and Metaheuristics
• Surrogate Model for Optimization
• Complex Network


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Please submit your manuscript to online submission system
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Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 01 January 2024

Published Papers(21)

Research article
Research on gesture recognition algorithm based on MME-P3D
Hongmei Jin Ning He Boyu Liu Zhanli Li
2024, Volume 21, Issue 3: 3594-3617. doi: 10.3934/mbe.2024158
Abstract HTML PDF Viewed (1274)
Research article
A surface defect detection method for steel pipe based on improved YOLO
Lili Wang Chunhe Song Guangxi Wan Shijie Cui
2024, Volume 21, Issue 2: 3016-3036. doi: 10.3934/mbe.2024134
Abstract HTML PDF Cited (2) Viewed (1810)
Research article
Fixed-time command filtered output feedback control for twin-roll inclined casting system with prescribed performance
Dongxiang Gao Yujun Zhang Libing Wu Sihan Liu
2024, Volume 21, Issue 2: 2282-2301. doi: 10.3934/mbe.2024100
Abstract HTML PDF Viewed (1286)
Research article
The WuC-Adam algorithm based on joint improvement of Warmup and cosine annealing algorithms
Can Zhang Yichuan Shao Haijing Sun Lei Xing Qian Zhao Le Zhang
2024, Volume 21, Issue 1: 1270-1285. doi: 10.3934/mbe.2024054
Abstract HTML PDF Cited (18) Viewed (2099)
Research article
Photovoltaic power prediction based on dilated causal convolutional network and stacked LSTM
Chongyi Tian Longlong Lin Yi Yan Ruiqi Wang Fan Wang Qingqing Chi
2024, Volume 21, Issue 1: 1167-1185. doi: 10.3934/mbe.2024049
Abstract HTML PDF Cited (2) Viewed (1736)
Research article
Improved YOLOv7-based steel surface defect detection algorithm
Yinghong Xie Biao Yin Xiaowei Han Yan Hao
2024, Volume 21, Issue 1: 346-368. doi: 10.3934/mbe.2024016
Abstract HTML PDF Cited (3) Viewed (2147)
Research article
Weakly supervised salient object detection via image category annotation
Ruoqi Zhang Xiaoming Huang Qiang Zhu
2023, Volume 20, Issue 12: 21359-21381. doi: 10.3934/mbe.2023945
Abstract HTML PDF Viewed (1620)
Research article
Research on a lightweight electronic component detection method based on knowledge distillation
Zilin Xia Jinan Gu Wenbo Wang Zedong Huang
2023, Volume 20, Issue 12: 20971-20994. doi: 10.3934/mbe.2023928
Abstract HTML PDF Cited (2) Viewed (1451)
Research article
A dehazing method for flight view images based on transformer and physical priori
Tian Ma Huimin Zhao Xue Qin
2023, Volume 20, Issue 12: 20727-20747. doi: 10.3934/mbe.2023917
Abstract HTML PDF Cited (1) Viewed (1647)
Research article
Advancing document-level event extraction: Integration across texts and reciprocal feedback
Min Zuo Jiaqi Li Di Wu Yingjun Wang Wei Dong Jianlei Kong Kang Hu
2023, Volume 20, Issue 11: 20050-20072. doi: 10.3934/mbe.2023888
Abstract HTML PDF Viewed (1645)
Research article
Research on transformer and long short-term memory neural network car-following model considering data loss
Pinpin Qin Xing Li Shenglin Bin Fumao Wu Yanzhi Pang
2023, Volume 20, Issue 11: 19617-19635. doi: 10.3934/mbe.2023869
Abstract HTML PDF Cited (2) Viewed (1554)
Research article
Aberrant intrinsic functional brain topology in methamphetamine-dependent individuals after six-months of abstinence
Xiang Li Jinyu Cong Kunmeng Liu Pingping Wang Min Sun Benzheng Wei
2023, Volume 20, Issue 11: 19565-19583. doi: 10.3934/mbe.2023867
Abstract HTML PDF Cited (1) Viewed (1950)
Research article
Optimized YOLOv7-tiny model for smoke detection in power transmission lines
Chen Chen Guowu Yuan Hao Zhou Yutang Ma Yi Ma
2023, Volume 20, Issue 11: 19300-19319. doi: 10.3934/mbe.2023853
Abstract HTML PDF Cited (4) Viewed (2045)
Research article
Wave interference network with a wave function for traffic sign recognition
Qiang Weng Dewang Chen Yuandong Chen Wendi Zhao Lin Jiao
2023, Volume 20, Issue 11: 19254-19269. doi: 10.3934/mbe.2023851
Abstract HTML PDF Viewed (11840)
Research article
CJS-YOLOv5n: A high-performance detection model for cigarette appearance defects
Yihai Ma Guowu Yuan Kun Yue Hao Zhou
2023, Volume 20, Issue 10: 17886-17904. doi: 10.3934/mbe.2023795
Abstract HTML PDF Cited (5) Viewed (2407)
Research article
SEINN: A deep learning algorithm for the stochastic epidemic model
Thomas Torku Abdul Khaliq Fathalla Rihan
2023, Volume 20, Issue 9: 16330-16361. doi: 10.3934/mbe.2023729
Abstract HTML PDF Cited (3) Viewed (2144)
Research article
Time-Resolved 3D cardiopulmonary MRI reconstruction using spatial transformer network
Qing Zou Zachary Miller Sanja Dzelebdzic Maher Abadeer Kevin M. Johnson Tarique Hussain
2023, Volume 20, Issue 9: 15982-15998. doi: 10.3934/mbe.2023712
Abstract HTML PDF Cited (1) Viewed (2092)
Research article
Image classification of Chinese medicinal flowers based on convolutional neural network
Meiling Huang Yixuan Xu
2023, Volume 20, Issue 8: 14978-14994. doi: 10.3934/mbe.2023671
Abstract HTML PDF Cited (4) Viewed (2194)
Research article
Multi-modal transformer for fake news detection
Pingping Yang Jiachen Ma Yong Liu Meng Liu
2023, Volume 20, Issue 8: 14699-14717. doi: 10.3934/mbe.2023657
Abstract HTML PDF Cited (7) Viewed (2953)
Research article
QL-ADIFA: Hybrid optimization using Q-learning and an adaptive logarithmic spiral-levy firefly algorithm
Shuang Tan Shangrui Zhao Jinran Wu
2023, Volume 20, Issue 8: 13542-13561. doi: 10.3934/mbe.2023604
Abstract HTML PDF Cited (9) Viewed (1934)
Research article
Element detection and segmentation of mathematical function graphs based on improved Mask R-CNN
Jiale Lu Jianjun Chen Taihua Xu Jingjing Song Xibei Yang
2023, Volume 20, Issue 7: 12772-12801. doi: 10.3934/mbe.2023570
Abstract HTML PDF Cited (1) Viewed (2010)