TCMD-MIML: TCM diagnosis using multi-instance multi-label learning via hierarchical graph neural network with random walk strategy.

Mengjian Zhang https://orcid.org/0000-0001-8546-9972

Junjie Zhang Mengjian Zhang Kongfa Hu Tao Yang 0048 TCMD-MIML: TCM diagnosis using multi-instance multi-label learning via hierarchical graph neural network with random walk strategy. 2026 110409 121 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2026.110409 db/journals/bspc/bspc121.html#ZhangZHY26 streams/journals/bspc

Zengqiang Peng Mengjian Zhang Guihua Wen Qufei Zhang Chuyun Chen Mutual supervision: A framework for improving reward model in preference alignment. 2026 116467 349 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2026.116467 db/journals/kbs/kbs349.html#PengZWZC26 streams/journals/kbs

Mengjian Zhang Guihua Wen Pei Yang 0001 Changjun Wang Xuhui Huang Chuyun Chen Chaos-DFT-MLP: Chaos transform and DFT combination MLP-like architecture for the body constitution assisted recognition using medical images. 113528 2025 182 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2025.113528 db/journals/asc/asc182.html#ZhangWYWHC25 streams/journals/asc

Yuanxing Xu Mengjian Zhang Deguang Wang Ming Yang 0030 Chengbin Liang Hybrid Gaussian quantum particle swarm optimization and adaptive genetic algorithm for flexible job-shop scheduling problem. 110882 2025 154 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2025.110882 db/journals/eaai/eaai154.html#XuZWYL25 streams/journals/eaai

Mengjian Zhang Guihua Wen Pei Yang 0001 Changjun Wang Chuyun Chen Multi-label body constitution recognition via HWmixer-MLP for facial and tongue images. 126383 2025 269 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.126383 db/journals/eswa/eswa269.html#ZhangWYWC25 streams/journals/eswa

Guodong Xie Mengjian Zhang Deguang Wang Ming Yang 0030 Economic-environmental dispatch of isolated microgrids based on dynamic classification sparrow search algorithm. 126677 2025 271 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.126677 db/journals/eswa/eswa271.html#XieZWY25 streams/journals/eswa

Jixiang Zhang 0010 Mengjian Zhang Deguang Wang Ming Yang 0030 Chengbin Liang Multi-scale convolutional sparse attention transformer: A lightweight fault diagnosis model for rotating machinery. 130934 2025 650 Neurocomputing https://doi.org/10.1016/j.neucom.2025.130934 db/journals/ijon/ijon650.html#ZhangZWYL25 streams/journals/ijon

Kailong Mou Mengjian Zhang Deguang Wang Ming Yang 0030 Chengbin Liang Enhanced hippopotamus optimization algorithm for tuning proportional-integral-derivative controllers. 1356-1377 2025 August 26 Frontiers Inf. Technol. Electron. Eng. 8 https://doi.org/10.1631/FITEE.2400492 db/journals/jzusc/jzusc26.html#MouZWYL25 streams/journals/jzusc

Xinyi Chen Mengjian Zhang Ming Yang 0030 Deguang Wang NHBBWO: A novel hybrid butterfly-beluga whale optimization algorithm with the dynamic strategy for WSN coverage optimization. 80 2025 April 18 Peer Peer Netw. Appl. 2 https://doi.org/10.1007/s12083-024-01901-w db/journals/ppna/ppna18.html#ChenZYW25 streams/journals/ppna

Yuanxing Xu Deguang Wang Mengjian Zhang Ming Yang 0030 Chengbin Liang Quantum particle swarm optimization with chaotic encoding schemes for flexible job-shop scheduling problem. 101836 2025 93 Swarm Evol. Comput. https://doi.org/10.1016/j.swevo.2024.101836 db/journals/swevo/swevo93.html#XuWZYL25 streams/journals/swevo

Mengjian Zhang Guihua Wen Pei Yang 0001 Changjun Wang Xuhui Huang Chuyun Chen Chaos-MLP: Chaotic Transform MLP-Like Architecture for Medical Images Multi-Label Recognition Task. 2819-2831 2025 April 29 IEEE J. Biomed. Health Informatics 4 https://doi.org/10.1109/JBHI.2024.3507532 db/journals/titb/titb29.html#ZhangWYWHC25 streams/journals/titb

Junjie Zhang Weixiang Liu Mengjian Zhang Tao Yang 0048 Kongfa Hu Tcmid-Miml: Tcm Intelligent Diagnosis With Multi-Instance Multi-Label Learning. 1-8 2025 BIBM https://doi.org/10.1109/BIBM66473.2025.11356205 conf/bibm/2025 db/conf/bibm/bibm2025.html#ZhangLZYH25 Mengjian Zhang Xian Zhang Tao Yang 0048 Kongfa Hu Intelligent Inspection of Traditional Chinese Medicine: A Brief Review. 1-6 2025 BIBM https://doi.org/10.1109/BIBM66473.2025.11356347 conf/bibm/2025 db/conf/bibm/bibm2025.html#ZhangZYH25 Jingxuan Xue Mengjian Zhang Liu Li Tao Yang 0048 Kongfa Hu MeTALFA: A Novel Tongue Image-Based Meta-Learning Model for the Intelligent TCM Diagnosis of Colorectal Cancer. 5290-5295 2025 BIBM https://doi.org/10.1109/BIBM66473.2025.11356890 conf/bibm/2025 db/conf/bibm/bibm2025.html#XueZLYH25 Xian Zhang Xiaofeng Ye Mengjian Zhang Tao Yang 0048 Kongfa Hu MSLD: Medical Image Segmentation via Latent Diffusion Model. 5332-5337 2025 BIBM https://doi.org/10.1109/BIBM66473.2025.11357093 conf/bibm/2025 db/conf/bibm/bibm2025.html#ZhangYZYH25 Mengjian Zhang Guihua Wen Pei Yang 0001 Multi-label body constitution recognition via dual transform MLP-like architecture using tongue images. 1-5 2025 ICASSP https://doi.org/10.1109/ICASSP49660.2025.10889110 conf/icassp/2025 db/conf/icassp/icassp2025.html#ZhangW025

Mengjian Zhang Guihua Wen Jiahui Zhong Changjun Wang Xuhui Huang Jingwen Ruan Wenya Pei Multi-label recognition of facial body constitution via MLP-like deep networks with non-equilibrium weight loss. 105363 2024 January 87 Biomed. Signal Process. Control. Part A https://doi.org/10.1016/j.bspc.2023.105363 db/journals/bspc/bspc87.html#ZhangWZWHRP24

Mengjian Zhang Guihua Wen Duck swarm algorithm: theory, numerical optimization, and applications. 6441-6469 2024 August 27 Clust. Comput. 5 https://doi.org/10.1007/s10586-024-04293-x db/journals/cluster/cluster27.html#ZhangW24 streams/journals/cluster

Yunpeng Wang Jixiang Zhang 0010 Mengjian Zhang Deguang Wang Ming Yang 0030 Enhanced artificial ecosystem-based optimization for global optimization and constrained engineering problems. 10053-10092 2024 October 27 Clust. Comput. 7 https://doi.org/10.1007/s10586-024-04488-2 db/journals/cluster/cluster27.html#WangZZWY24 streams/journals/cluster

Mengjian Zhang Guihua Wen Pei Yang 0001 Chaos-BBO: Chaos balanced butterfly optimizer with dynamic continuum chaotic strategies and its applications. 11911-11952 2024 December 27 Clust. Comput. 9 https://doi.org/10.1007/s10586-024-04666-2 db/journals/cluster/cluster27.html#ZhangWY24 streams/journals/cluster

Xinyi Chen Mengjian Zhang Ming Yang 0030 Deguang Wang A multi-strategy improved beluga whale optimization algorithm for constrained engineering problems. 14685-14727 2024 December 27 Clust. Comput. 10 https://doi.org/10.1007/s10586-024-04680-4 db/journals/cluster/cluster27.html#ChenZYW24 streams/journals/cluster

Wenjun Cai Mengjian Zhang Guihua Wen Pei Yang 0001 TSRNet: Tongue image segmentation with global and local refinement. 102601 2024 January 81 Displays https://doi.org/10.1016/j.displa.2023.102601 db/journals/displays/displays81.html#CaiZWY24

Pingzhi Hu Mengjian Zhang Deguang Wang Woa-fism planning hexapod robot various gaits. 963-979 2024 July 17 Intell. Serv. Robotics 4 https://doi.org/10.1007/s11370-024-00548-z db/journals/isrob/isrob17.html#HuZW24 streams/journals/isrob

Hao Zhang Mengjian Zhang Tao Qin Wei Wei Yuancheng Fan Jing Yang 0042 An energy consumption optimization strategy for Wireless sensor networks via multi-objective algorithm. 101919 2024 January 36 J. King Saud Univ. Comput. Inf. Sci. 1 https://doi.org/10.1016/j.jksuci.2024.101919 db/journals/jksucis/jksucis36.html#ZhangZQWFY24

Mengjian Zhang Guihua Wen Jiahui Zhong Dongliang Chen Changjun Wang Xuhui Huang Shijun Zhang MLP-Like Model With Convolution Complex Transformation for Auxiliary Diagnosis Through Medical Images. 4385-4396 2023 September 27 IEEE J. Biomed. Health Informatics 9 https://doi.org/10.1109/JBHI.2023.3292312 db/journals/titb/titb27.html#ZhangWZCWHZ23

Mengjian Zhang Jing Yang 0042 Tao Qin An Adaptive Three-Dimensional Improved Virtual Force Coverage Algorithm for Nodes in WSN. 199 2022 11 Axioms 5 https://doi.org/10.3390/axioms11050199 https://www.wikidata.org/entity/Q114581691 db/journals/axioms/axioms11.html#ZhangYQ22

Mengjian Zhang Deguang Wang Ming Yang 0030 Wei Tan Jing Yang 0042 HPSBA: A Modified Hybrid Framework with Convergence Analysis for Solving Wireless Sensor Network Coverage Optimization Problem. 675 2022 11 Axioms 12 https://doi.org/10.3390/axioms11120675 db/journals/axioms/axioms11.html#ZhangWYTY22

Mengjian Zhang Deguang Wang Jing Yang 0042 Hybrid-Flash Butterfly Optimization Algorithm with Logistic Mapping for Solving the Engineering Constrained Optimization Problems. 525 2022 24 Entropy 4 https://doi.org/10.3390/e24040525 db/journals/entropy/entropy24.html#ZhangWY22

Binghui Wu Jing Yang 0042 Guanhao Fu Mengjian Zhang The Strategy Selection in Financial Fraud and Audit Supervision: A Study Based on a Three-Party Evolutionary Game Model. 173 2022 10 Syst. 5 https://doi.org/10.3390/systems10050173 db/journals/systems/systems10.html#WuYFZ22

Mengjian Zhang Daoyin Long Dan Dan Li Xiao Wang 0002 Tao Qin Jing Yang 0042 A novel chaotic grey wolf optimisation for high-dimensional and numerical optimisation. 194-203 2021 67 Int. J. Comput. Appl. Technol. 2/3 https://doi.org/10.1504/IJCAT.2021.121524 db/journals/ijcat/ijcat67.html#ZhangLLWQY21

Mengjian Zhang Guihua Wen Jing Yang 0042 Duck swarm algorithm: a novel swarm intelligence algorithm. 2021 abs/2112.13508 CoRR https://arxiv.org/abs/2112.13508 db/journals/corr/corr2112.html#abs-2112-13508

Mengjian Zhang Daoyin Long Tao Qin Jing Yang 0042 A Chaotic Hybrid Butterfly Optimization Algorithm with Particle Swarm Optimization for High-Dimensional Optimization Problems. 1800 2020 12 Symmetry 11 https://doi.org/10.3390/sym12111800 db/journals/symmetry/symmetry12.html#ZhangLQY20

Wenjun Cai Chuyun Chen Dongliang Chen Xinyi Chen Yuancheng Fan Guanhao Fu Kongfa Hu Pingzhi Hu Xuhui Huang Dan Dan Li Liu Li Chengbin Liang Weixiang Liu Daoyin Long Kailong Mou Wenya Pei Zengqiang Peng Tao Qin Jingwen Ruan Wei Tan Changjun Wang Deguang Wang Xiao Wang 0002 Yunpeng Wang Wei Wei Guihua Wen Binghui Wu Guodong Xie Yuanxing Xu Jingxuan Xue Jing Yang 0042 Ming Yang 0030 Pei Yang 0001 Tao Yang 0048 Xiaofeng Ye Hao Zhang Jixiang Zhang 0010 Junjie Zhang Qufei Zhang Shijun Zhang Xian Zhang Jiahui Zhong