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Journal

CAAI Transactions on Intelligence Technology

Scopus

ISSN 2468-2322 · Wiley · 631 articles in the index

  1. Journal Article

    APTNet: A Condition‐Sensitive Modulation Framework for Surface Pressure Prediction on Supersonic Aircraft

    Hongbin Xu; Yin Long; Junlin Wu

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Accurate surface‐pressure prediction over broad operating envelopes is critical for supersonic aerodynamic analysis and design. To overcome the bottlenecks of traditional computational fluid dynamics (CFD) in real‐time performance and computational efficiency, data‐driven deep learning…

  2. Journal Article

    Edge‐Channel Aggregation Network and Two‐Stage Fine Tuning Scheme for Handwritten Dongba Character Recognition

    Xiali Li; Yang Xiao; Xiaojun Bi et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Handwritten Dongba Character Recognition (HDCR) contains a large number of visually similar characters with subtle and fragile edge cues, posing severe challenges to feature learning. To address this issue, an Edge Channel Aggregation Network (EdgeCANet) model is proposed. The core of…

  3. Journal Article

    A Novel Full‐Chain Loop Tracking Auditing Framework for Obtaining Audit Evidence With Reasonable Assurance

    Xiaojia Wang; Ziqing Luo; Chaoxu Mu

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT As an attestation engagement, auditing is required to provide reasonable assurance for its conclusions. Traditional auditing has limited capacity to handle unstructured data and is usually based on audit sampling techniques, which can lead to the neglect of important audit evidence during…

  4. Journal Article

    Task‐Aligned Haze Removal With Semantic‐Aware Fusion and Contrast Self‐Correction

    Jinbin Wang; Aiping Yang; Guosong Jiang et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Adverse haze conditions introduce complex degradations that obscure scene details and distort structural cues critical for object detection, posing persistent challenges for vision‐based sensing systems. Although existing haze removal methods have achieved notable improvements in visual…

  5. Journal Article

    Convergent Interval Confirmation for Three‐Step Discrete Specific Zeroing Neural Dynamics Illustrated With Repetitive Motion Planning of Redundant Manipulators

    Ying Kong; Shaoyuan Sun; Yunliang Jiang et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Repetitive motion planning (RMP) for redundant manipulators with high convergent precision becomes an intense research topic due to its more degrees of freedom. In this paper, a specific zeroing neural dynamics (SZND) model for the RMP is first set up via zeroing neurodynamics. After that…

  6. Journal Article

    Application of Intelligent Systems in CO2 Management: State of the Art and Future Prospects

    Muhammad Zulkefal; Iftikhar Ahmad; Asad Habib et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Machine learning (ML) integration is becoming increasingly popular in advancing the 4th industrial revolution, known as Industry 4.0. This review paper examines ML applications in CO2 management stages: emission, capture, and conversion. ML models, including multiple linear regression…

  7. Journal Article

    TriCrackNet: Trilateral Segmentation Network for Real‐Time Crack Segmentation

    Haixin Jia; Han Wang; Xiaoqiang Shi et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT To achieve high‐precision real‐time crack segmentation, we propose TriCrackNet, an efficient network based on a tri‐branch collaborative architecture incorporating boundary constraints, semantic parsing, and spatial refinement. In the semantic branch, efficient atrous spatial pyramid…

  8. Journal Article

    Multi‐Strategy Synergy‐Based Differential Evolution for Large Wind Farm Layout Optimization

    Haotian Li; Yifei Yang; Qiong Fu et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Exploring clean energy alternatives to fossil fuels has become a major research focus worldwide. Wind energy is regarded as one of the most promising renewable energy sources due to its clean and sustainable nature. However, wake interactions among turbines significantly reduce power…

  9. Journal Article

    AGT: Efficient Offline Reinforcement Learning With Advantage‐Guided Transformer

    Jiaye Wei; Xin Xu; Yixing Lan et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Offline reinforcement learning (RL) is a paradigm that seeks to train policies directly based on fixed datasets derived from previous interactions with the environment. However, offline RL faces critical challenges in environments characterised by sparse rewards and datasets dominated by…

  10. Journal Article

    A Quantised Push‐Sum Distributed Adaptive Momentum Algorithm for Optimisation Over Directed Networks

    Qingguo Lü; Mingyu Guan; Chenglong He et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT In this paper, we investigate a distributed constrained optimisation problem over directed networks. The agents in the networks conduct local computations and communications, endeavouring to collaboratively minimise the aggregation of all locally known convex cost functions subject to a…

  11. Journal Article

    TMSA‐Net: Transformer‐Based Multi‐Scale Attention U‐Net for Flood Image Segmentation

    Parham Imanzadeh Charandabi; Shivakumara Palaiahnakote; Apostolos Antonacopoulos et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Flood detection is essential for real‐time applications, including disaster management, emergency response, and alerting people in flood zones. For successful flood detection, accurate flood region segmentation is essential. However, the flood region segmentation is challenging due to the…

  12. Journal Article

    Brain‐Mimetic Mapless Navigation Framework Integrating Visual Streams and Entorhinal‐Hippocampal‐Prefrontal Circuits

    Yishen Liao; Naigong Yu; Hejie Yu et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Efficient autonomous navigation in complex and unstructured environments without pre‐existing maps remains a significant challenge for mobile robotics. Drawing inspiration from rodent neural architectures, this study proposes a brain‐mimetic mapless navigation framework for mobile robots…

  13. Journal Article

    Enhancing Generalisation via Cascaded Inertia SGD With Learnt Hyperparameters

    Yongji Guan; Shunbao Zhang; Longbang Wang et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT A central challenge in deep learning lies in achieving strong model generalisation, an area in which conventional optimisers such as stochastic gradient descent (SGD) often exhibit limitations, even though they ensure convergence. This paper introduces cascaded inertia SGD (CISGD), a novel…

  14. Journal Article

    CDFNet: Cross‐Modal Deep Fusion for Monocular 3D Semantic Scene Completion

    Xianjing Cheng; Lintai Wu; Jie Wen et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Semantic scene completion (SSC) aims to predict the semantic occupancy and geometry of 3D scenes. Recently, most studies focus on camera‐based approaches due to the rich visual cues of images and the cost‐effectiveness of cameras. However, these methods usually lack efficient fusion and…

  15. Journal Article

    Exploration and Exploitation: A Study on Sample Efficiency in Reinforcement Learning With Multifaceted Curiosity Rewards and Adaptive Experience Replay Utilisation in Sparse Reward Environments

    Jingyi Huang; Guipeng Xi; Meixiu Lin et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT In recent years, the widespread application of deep reinforcement learning (DRL) in autonomous systems has highlighted the importance of achieving high sample efficiency under sparse reward conditions. To improve sample efficiency in sparse reward environments, this paper proposes a…

  16. Journal Article

    Align What Truly Matters: Pedestrian‐Relevant Hierarchical Parsing Network for Text‐Based Person Retrieval

    Jiajun Su; Yifan Shi; Pudu Liu et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Fine‐grained alignment is crucial for text‐based person retrieval, which searches for relevant pedestrian images using a text query. However, background clutter and semantically vacuous words can cause interference and misalignment, hindering retrieval performance. Existing methods employ…

  17. Journal Article

    A Lightweight Hybrid Network for Medical Image Segmentation With Adaptive Feature Selection

    Zhouwei Lin; Yudong Xia; Pingping Wu et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Accurate medical image segmentation with low model complexity remains difficult because lesions are often small in scale and boundary cues are easily corrupted by noise. Although recent segmentation methods have achieved strong performance, many of them rely on increasingly complex…

  18. Journal Article

    Cyberattack‐Resilient Fractional‐Order PPI Control for Frequency Regulation in PV‐Integrated Power Systems

    Bora Çavdar; Erdinç Şahin; Fatih Mehmet Nuroğlu

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Load‐frequency control (LFC) comprises a primary process in interconnected electrical power systems, playing a critical role in maintaining the stability and reliability of the electrical grid. It is of paramount importance that the designed controller functions in an optimal manner…

  19. Journal Article

    Boosting Embodied Visual Localisation Through Multi‐Granular Semantics and Multi‐Robot Consensus

    Wenshuai Wang; Shiyu Liu; Peifeng Jiang et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Achieving high accuracy and synergy remains extremely difficult for multi‐robot embodied visual localisation, which suffers from persistent real‐world challenges such as viewpoint ambiguity, appearance variation and dynamic occlusion. Conventional optimisation‐based methods often lead to…

  20. Journal Article

    Training‐Efficient Personalised Knee Joint Moment Estimation via an Incremental Broad Learning System

    Guoyu Zuo; Minghui Zhang; Jingwei Ren et al.

    CAAI Transactions on Intelligence Technology, Vol. 11 No. 4 · 2026 · English · DOAJ Scopus

    ABSTRACT Knee joint moment estimation is a critical component in biomechanical analysis, with profound implications for rehabilitation assessment and the development of assistive devices like exoskeletons. However, existing data‐driven approaches often rely on highly complex network architectures…