Special Issue: Intelligent data and image analysis and applications

Guest Editors

Prof. William Guo
School of Engineering and Technology, Central Queensland University, North Rockhampton, Qld 4702, Australia
Email: w.guo@cqu.edu.au
Interests: applied computing; computational intelligence; modelling and simulation


Prof. Hepu Deng
RMIT University, Australia
Email: hepu.deng@rmit.edu.au
Interests: decision analysis; intelligent systems


Prof. Zhiqiang Ma
Northeast Normal University, China
Email: mazq@nenu.edu.cn
Interests: bioinformatics; computational intelligence; image processing


Dr. Chiranjibi Sitaula
Department of Electrical and Computer Systems Engineering Monash University, Australia
Email: Chiranjibi.Sitaula@monash.edu
Interests: Computer vision; machine learning; natural language processing; health informatics

Manuscript Topics


Intelligent techniques (often incorporated with mathematical or numerical methods) have been rapidly advancing riding on the technological evolution cycle in very 3-5 years. Consequently, their applications have not only deeply penetrated into the traditional fields such as stock exchange, robotics and control, image processing, biomedical data analysis, text mining etc., but also spread to other fields that traditionally relied on individual's experiences, such as agriculture, education, driving, medical diagnosis and so forth. The various restrictions imposed on people’s life, business operations, and community management during the COVID-19 pandemic since early 2020 have accelerated the development and adoption of intelligent solutions to meet the needs of people, small businesses, industries, institutions, communities, and governments around the world. This special issue provides an opportunity for researchers and developers in the world to report and disseminate their latest research outputs in devising new algorithms, creating novel techniques, and solving real-world problems or significantly improving existing solutions in all areas by adopting intelligent computing.


Contributions to this special issue can either be within the following technical areas (but not limited to):
• neural networks, deep learning, and machine learning
• evolutionary computing
• genetic programming
• fuzzy computing
• ant colony, swarm intelligence, and other nature-inspired intelligent methods
• hybrid computing


or be in any of the following application areas (but not limited to):
• agricultural, environmental, and Earth sciences
• satellite, airborne, or drone image analysis or processing
• medical, biological, biomedical, or pharmaceutical sciences
• business, finance, economy
• defense and surveillance
• transportation, logistics
• communication networks and cyber security
• virtual reality (VR) and augmented reality (AR)
• engineering design and optimization
• automation and control
• optimal scheduling in all areas
• online learning, teaching, assessment, or invigilation
• Internet of things (IoT)
• modelling, simulation, pattern recognition, forecasting in all fields
• knowledge engineering
• Text mining and social media analysis


We welcome contributions combining the theoretical novelty with application together to solve real-world problems. High quality review articles on a specific theme related to the scope of this special issue would attract special attention by the editorial team.


Instructions for authors
https://www.aimspress.com/era/news/solo-detail/instructionsforauthors
Please submit your manuscript to online submission system
https://aimspress.jams.pub/

Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 31 May 2023

Published Papers(34)

Research article
Design of a virtual simulation interaction system based on enhanced reality
Juan Li Geng Sun
2023, Volume 31, Issue 10: 6260-6273. doi: 10.3934/era.2023317
Abstract HTML PDF Viewed (1066)
Research article
A rational resource allocation method for multimedia network teaching reform based on Bayesian partition data mining
Juan Li Geng Sun
2023, Volume 31, Issue 10: 5959-5975. doi: 10.3934/era.2023303
Abstract HTML PDF Viewed (1039)
Research article
Multi-features combinatorial optimization for keyframe extraction
Lei Ma Weiyu Wang Yaozong Zhang Yu Shi Zhenghua Huang Hanyu Hong
2023, Volume 31, Issue 10: 5976-5995. doi: 10.3934/era.2023304
Abstract HTML PDF Cited (1) Viewed (1854)
Research article
Boundary distribution estimation for precise object detection
Peng Zhi Haoran Zhou Hang Huang Rui Zhao Rui Zhou Qingguo Zhou
2023, Volume 31, Issue 8: 5025-5038. doi: 10.3934/era.2023257
Abstract HTML PDF Viewed (1356)
Research article
A novel drug-drug interactions prediction method based on a graph attention network
Xian Tan Shijie Fan Kaiwen Duan Mengyue Xu Jingbo Zhang Pingping Sun Zhiqiang Ma
2023, Volume 31, Issue 9: 5632-5648. doi: 10.3934/era.2023286
Abstract HTML PDF Cited (1) Viewed (1792)
Research article
MTNA: A deep learning based predictor for identifying multiple types of N-terminal protein acetylated sites
Yongbing Chen Wenyuan Qin Tong Liu Ruikun Li Fei He Ye Han Zhiqiang Ma Zilin Ren
2023, Volume 31, Issue 9: 5442-5456. doi: 10.3934/era.2023276
Abstract HTML PDF Cited (1) Viewed (1763)
Research article
Deciphering and identifying pan-cancer RAS pathway activation based on graph autoencoder and ClassifierChain
Jianting Gong Yingwei Zhao Xiantao Heng Yongbing Chen Pingping Sun Fei He Zhiqiang Ma Zilin Ren
2023, Volume 31, Issue 8: 4951-4967. doi: 10.3934/era.2023253
Abstract HTML PDF Viewed (1764)
Research article
Using deep learning in pathology image analysis: A novel active learning strategy based on latent representation
Yixin Sun Lei Wu Peng Chen Feng Zhang Lifeng Xu
2023, Volume 31, Issue 9: 5340-5361. doi: 10.3934/era.2023271
Abstract HTML PDF Viewed (1833)
Research article
Satellite road extraction method based on RFDNet neural network
Weichi Liu Gaifang Dong Mingxin Zou
2023, Volume 31, Issue 8: 4362-4377. doi: 10.3934/era.2023223
Abstract HTML PDF Cited (1) Viewed (1557)
Research article
2.5D cascaded context-based network for liver and tumor segmentation from CT images
Rongrong Bi Liang Guo Botao Yang Jinke Wang Changfa Shi
2023, Volume 31, Issue 8: 4324-4345. doi: 10.3934/era.2023221
Abstract HTML PDF Cited (5) Viewed (1922)
Research article
Peanut yield prediction with UAV multispectral imagery using a cooperative machine learning approach
Tej Bahadur Shahi Cheng-Yuan Xu Arjun Neupane Dayle B. Fleischfresser Daniel J. O'Connor Graeme C. Wright William Guo
2023, Volume 31, Issue 6: 3343-3361. doi: 10.3934/era.2023169
Abstract HTML PDF Cited (7) Viewed (2426)
Research article
An improved signal detection algorithm for a mining-purposed MIMO-OFDM IoT-based system
Jikun Guo Qing Zhao Lixuan Guo Shize Guo Gen Liang
2023, Volume 31, Issue 7: 3943-3962. doi: 10.3934/era.2023200
Abstract HTML PDF Viewed (1855)
Research article
Sentence coherence evaluation based on neural network and textual features for official documents
Yunmei Shi Yuanhua Li Ning Li
2023, Volume 31, Issue 6: 3609-3624. doi: 10.3934/era.2023183
Abstract HTML PDF Viewed (1740)
Research article
Sentence opinion mining model for fusing target entities in official government documents
Xiao Ma Teng Yang Feng Bai Yunmei Shi
2023, Volume 31, Issue 6: 3495-3509. doi: 10.3934/era.2023177
Abstract HTML PDF Viewed (1231)
Research article
Factors influencing the Supply Chain Management in e-Health using UTAUT model
Moteeb Al Moteri Mohammed Alojail
2023, Volume 31, Issue 5: 2855-2877. doi: 10.3934/era.2023144
Abstract HTML PDF Cited (2) Viewed (4356)
Research article
Anas platyrhynchos optimizer with deep transfer learning-based gastric cancer classification on endoscopic images
Mashael S. Maashi Yasser Ali Reyad Ali Abdelwahed Motwakel Amira Sayed A. Aziz Manar Ahmed Hamza Amgad Atta Abdelmageed
2023, Volume 31, Issue 6: 3200-3217. doi: 10.3934/era.2023162
Abstract HTML PDF Cited (3) Viewed (1565)
Research article
Plot-aware transformer for recommender systems
Suhua Wang Zhen Huang Bingjie Zhang Xiantao Heng Yeyi Jiang Xiaoxin Sun
2023, Volume 31, Issue 6: 3169-3186. doi: 10.3934/era.2023160
Abstract HTML PDF Cited (3) Viewed (1881)
Research article
Tunicate swarm algorithm with deep convolutional neural network-driven colorectal cancer classification from histopathological imaging data
Abdullah S. AL-Malaise AL-Ghamdi Mahmoud Ragab
2023, Volume 31, Issue 5: 2793-2812. doi: 10.3934/era.2023141
Abstract HTML PDF Cited (11) Viewed (1883)
Research article
Detection of rice plant disease from RGB and grayscale images using an LW17 deep learning model
Yogesh Kumar Rathore Rekh Ram Janghel Chetan Swarup Saroj Kumar Pandey Ankit Kumar Kamred Udham Singh Teekam Singh
2023, Volume 31, Issue 5: 2813-2833. doi: 10.3934/era.2023142
Abstract HTML PDF Cited (5) Viewed (2787)
Research article
An efficient S-box design scheme for image encryption based on the combination of a coset graph and a matrix transformer
Asima Razzaque Abdul Razaq Sheikh Muhammad Farooq Ibtisam Masmali Muhammad Iftikhar Faraz
2023, Volume 31, Issue 5: 2708-2732. doi: 10.3934/era.2023137
Abstract HTML PDF Cited (9) Viewed (2278)
Research article
A classification method for breast images based on an improved VGG16 network model
Yi Dong Jinjiang Liu Yihua Lan
2023, Volume 31, Issue 4: 2358-2373. doi: 10.3934/era.2023120
Abstract HTML PDF Cited (2) Viewed (1647)
Research article
Multiscale style transfer based on a Laplacian pyramid for traditional Chinese painting
Kunxiao Liu Guowu Yuan Hongyu Liu Hao Wu
2023, Volume 31, Issue 4: 1897-1921. doi: 10.3934/era.2023098
Abstract HTML PDF Cited (2) Viewed (1963)
Research article
Regress 3D human pose from 2D skeleton with kinematics knowledge
Longkui Jiang Yuru Wang Weijia Li
2023, Volume 31, Issue 3: 1485-1497. doi: 10.3934/era.2023075
Abstract HTML PDF Cited (1) Viewed (1638)
Research article
Calibrated deep attention model for 3D pose estimation in the wild
Longkui Jiang Yuru Wang Xinhe Ji
2023, Volume 31, Issue 3: 1556-1569. doi: 10.3934/era.2023079
Abstract HTML PDF Viewed (1471)
Research article
Critical node identification in network cascading failure based on load percolation
Hangyu Hu Fan Wu Xiaowei Xie Qiang Wei Xuemeng Zhai Guangmin Hu
2023, Volume 31, Issue 3: 1524-1542. doi: 10.3934/era.2023077
Abstract HTML PDF Cited (4) Viewed (1910)
Research article
Detection of cigarette appearance defects based on improved YOLOv4
Guowu Yuan Jiancheng Liu Hongyu Liu Yihai Ma Hao Wu Hao Zhou
2023, Volume 31, Issue 3: 1344-1364. doi: 10.3934/era.2023069
Abstract HTML PDF Cited (10) Viewed (2413)
Research article
Huizhou GDP forecast based on fractional opposite-direction accumulating nonlinear grey bernoulli markov model
Meilan Qiu Dewang Li Zhongliang Luo Xijun Yu
2023, Volume 31, Issue 2: 947-960. doi: 10.3934/era.2023047
Abstract HTML PDF Cited (1) Viewed (1535)
Research article
An adaptive preference retention collaborative filtering algorithm based on graph convolutional method
Bingjie Zhang Junchao Yu Zhe Kang Tianyu Wei Xiaoyu Liu Suhua Wang
2023, Volume 31, Issue 2: 793-811. doi: 10.3934/era.2023040
Abstract HTML PDF Cited (2) Viewed (2296)
Research article
Remaining useful life prediction of the lithium-ion battery based on CNN-LSTM fusion model and grey relational analysis
Dewang Chen Xiaoyu Zheng Ciyang Chen Wendi Zhao
2023, Volume 31, Issue 2: 633-655. doi: 10.3934/era.2023031
Abstract HTML PDF Cited (13) Viewed (3254)
Research article
Fatigue detection method for UAV remote pilot based on multi feature fusion
Lei Pan Chongyao Yan Yuan Zheng Qiang Fu Yangjie Zhang Zhiwei Lu Zhiqing Zhao Jun Tian
2023, Volume 31, Issue 1: 442-466. doi: 10.3934/era.2023022
Abstract HTML PDF Cited (3) Viewed (12926)
Research article
PM2.5 hourly concentration prediction based on graph capsule networks
Suhua Wang Zhen Huang Hongjie Ji Huinan Zhao Guoyan Zhou Xiaoxin Sun
2023, Volume 31, Issue 1: 509-529. doi: 10.3934/era.2023025
Abstract HTML PDF Viewed (1784)
Research article
Joint attention mechanism for the design of anti-bird collision accident detection system
Xuanfeng Li Jiajia Yu
2022, Volume 30, Issue 12: 4401-4415. doi: 10.3934/era.2022223
Abstract HTML PDF Cited (1) Viewed (1917)
Review
Machine learning methods for precision agriculture with UAV imagery: a review
Tej Bahadur Shahi Cheng-Yuan Xu Arjun Neupane William Guo
2022, Volume 30, Issue 12: 4277-4317. doi: 10.3934/era.2022218
Abstract HTML PDF Cited (40) Viewed (8733)
Research article
Video behavior recognition based on actional-structural graph convolution and temporal extension module
Hui Xu Jun Kong Mengyao Liang Hui Sun Miao Qi
2022, Volume 30, Issue 11: 4157-4177. doi: 10.3934/era.2022210
Abstract HTML PDF Cited (1) Viewed (11972)