个人简介
向毅 实验室成果简介2026.pdf向毅,博士,华南理工大学副教授、博士生导师,广东省优秀青年(青年提升)基金获得者。现兼任中国运筹学会模糊信息与工程分会理事、广东省计算机学会软件工程专委会秘书长,担任国际期刊 Mathematics 客座编辑及 2025 International Seminar on Theoretical Computer Science 特邀联合主席。长期聚焦基础软件与工业软件等可配置软件系统的质量保障关键难题,围绕“配置优化—智能测试—缺陷定位”构建了贯穿全流程的创新研究体系,系统突破了可配置软件中“约束难满足、覆盖难扩展、缺陷难定位”三大核心瓶颈。在配置优化方面,提出“内嵌 SAT 求解的演化优化计算新范式”,实现逻辑推理与智能搜索的深度耦合,在国际上率先达到 100% 可行解发现率,整体性能显著优于国际主流算法 SATIBEA;在智能测试方面,揭示测试用例多样性与 t 阶组合覆盖率之间的显著正相关规律,提出多样性驱动测试新理论,构建基于质量–多样性优化的智能测试技术体系,在典型工业场景中实现最高 488 倍的效率提升;在缺陷定位方面,提出“内部特征交互—外部行为失效”的因果链条模型,构建因果推断驱动的自动化缺陷定位方法,使平均定位精度提升 42%。围绕上述系统性创新,主持国家自然科学基金、广东省自然科学基金(青年提升/优青、面上)、广州市科技计划项目、中国博士后基金及企事业委托项目等科研项目 12 余项;以第一作者或通讯作者在 ACM TOSEM、IEEE TSE、IEEE TEVC、IEEE TCYB、ICSE、ISSTA、《中国科学:信息科学》和《软件学报》等重要期刊与会议发表论文 50 余篇,其中 CCF-A 期刊与会议论文 23 篇,代表性成果入选 ESI。近三年授权国家发明专利 8 项,作为主要完成人制定全国团体标准 T/CI 083-2023《无源码的白盒化测试标准》,并参与制定《汽车基础软件测试指南》。曾获2023 年度广东省科技进步二等奖、2024、2025 年度广东省计算机学会优秀论文一等奖,2018 年度 ACM 中国广州分会优秀博士学位论文奖,2020 年度中国仿真学会智能仿真优化与调度专业委员会优秀博士学位论文奖及2024 年度广东省计算机学会教育教学成果奖一等奖。相关成果已在工信部电子五所(中国赛宝实验室)、中国电科普华基础软件、TCL 云创科技有限公司、微科智检、泰一科技等单位实现产业化应用,累计新增经济效益超过 621 万元,显著提升了国产手机操作系统以及人工智能、EDA 等关键基础软件的测试与调试效率,有力支撑了我国基础软件的自主可控与智能化发展。
招生信息
学术型硕导,083500 专业学位硕导,085400,软件工程 学术型博导,083500 工程博导
研究领域
软件产品线/可配置软件系统、软件测试、演化计算、基于优化的数据增强、AI大模型及其应用等
论文
- Qin, Haoxiang;Xiang, Yi;Zhang, Hainan;Han, Yuyan;Wang, Yuting;Tao, Xinrui;Liu, Yiping,A survey on Quality-Diversity optimization: Approaches, applications, and challenges,Swarm and Evolutionary Computation,2026
- Qin, Haoxiang;Xiang, Yi;Han, Yuyan;Wang, Yuting;Li, Junqing;Pan, Quanke,A knowledge region selection enhanced quality-diversity algorithm for real-world flexible job shop scheduling with Automated Guided Vehicles transportation,Engineering Applications of Artificial Intelligence,2026
- Zhou, Shixuan;Xiang, Yi;Huang, Han;Huang, Pei;Peng, Chaoda;Yang, Xiaowei;Song, Peng,Unsupervised feature selection with evolutionary sparsity,Neural Networks,2025
- 袁中锦;黄翰;向毅;刘方青;郝志峰,融合中文需求文本语义特征的UML活动图自动生成方法,软件学报,2025
- Qin, Haoxiang;Xiang, Yi;Liu, Fangqing;Han, Yuyan;Wang, Yuting,Enhancing Quality-Diversity algorithm by reinforcement learning for Flexible Job Shop Scheduling with transportation constraints,Swarm and Evolutionary Computation,2025
- Zhou, Canmiao;Li, Zifeng;Huang, Han;Xiang, Yi;Liu, Fangqing;Hao, Zhifeng,Enhanced Architecture of Structure Semantics for Syntax-Aware Code Generation,Software: Practice and Experience,2025
- Xiang Yi;Huang Han;Luo Chuan;Yang Xiao-Wei,基于多样性 SAT 求解器和新颖性搜索的软件产品线测试,Journal of Software,2024
- Qin, Haoxiang;Bai, Wenlei;Xiang, Yi;Liu, Fangqing;Han, Yuyan;Wang, Ling,A Self-Adaptive Collaborative Differential Evolution Algorithm for Solving Energy Resource Management Problems in Smart Grids,IEEE Transactions on Evolutionary Computation,2024
- Xiang, Yi;Huang, Han;Li, Sizhe;Li, Miqing;Luo, Chuan;Yang, Xiaowei,Automated Test Suite Generation for Software Product Lines Based on Quality-Diversity Optimization,ACM Transactions on Software Engineering and Methodology,2024
- Qin, Haoxiang;Xiang, Yi;Han, Yuyan;Yan, Xueming,Optimizing Energy-Efficient Flexible Job Shop Scheduling with Transportation Constraints: A Q-Learning Enhanced Quality-Diversity Algorithm,2024
- Qin, Haoxiang;Bai, Wenlei;Xiang, Yi;Liu, Fangqing;Han, Yuyan;Wang, Ling,A Self-Adaptive Collaborative Differential Evolution Algorithm for Solving Energy Resource Management Problems in Smart Grids,IEEE Transactions on Evolutionary Computation,2024
- Xiang, Yi;Yang, Xiaowei;Huang, Han;Wang, Jiahai,Balancing Constraints and Objectives by Considering Problem Types in Constrained Multiobjective Optimization,IEEE Transactions on Cybernetics,2023
- Xiang, Yi;Huang, Han;Zhou, Yuren;Li, Sizhe;Luo, Chuan;Lin, Qingwei;Li, Miqing;Yang, Xiaowei,Search-based Diverse Sampling from Real-world Software Product Lines,2022
- Xia, Xiaoyun;Huang, Zhengxin;Peng, Xue;Chen, Zefeng;Xiang, Yi,Performance analysis of evolutionary algorithm for the maximum internal spanning tree problem,Journal of Supercomputing,2022
- Zhou, Yuren;Chen, Zefeng*;Huang, Zhengxin;Xiang, Yi,A Multiobjective Evolutionary Algorithm Based on Objective-Space Localization Selection,IEEE Transactions on Cybernetics,2022
- Xiang, Yi;Yang, Xiaowei;Huang, Han;Huang, Zhengxin;Li, Miqing,Sampling configurations from software product lines via probability-aware diversification and SAT solving,Automated Software Engineering,2022
- Xiang, Yi;Peng, Xue;Xia, Xiaoyun;Meng, Xianbing;Li, Sizhe;Huang, Han,An Investigation of Decomposition-Based Metaheuristics for Resource-Constrained Multi-objective Feature Selection in?Software Product Lines,2021
- Zhou, Yuren;Xiang, Yi;He, Xiaoyu,Constrained Multiobjective Optimization: Test Problem Construction and Performance Evaluations,IEEE Transactions on Evolutionary Computation,2021
- Zhou, Yuren;Xiang, Yi;He, Xiaoyu,Constrained Multiobjective Optimization: Test Problem Construction and Performance Evaluations,IEEE Transactions on Evolutionary Computation,2021
- Xiang, Yi;Huang, Han;Li, Miqing;Li, Sizhe;Yang, Xiaowei,Looking For Novelty in Search-based Software Product Line Testing,IEEE Transactions on Software Engineering,2021
- Xiang, Yi;Huang, Han;Li, Miqing;Li, Sizhe;Yang, Xiaowei,Looking For Novelty in Search-Based Software Product Line Testing,IEEE Transactions on Software Engineering,2021
- Xiang, Yi;Huang, Han;Li, Miqing;Li, Sizhe;Yang, Xiaowei,Looking For Novelty in Search-Based Software Product Line Testing,IEEE Transactions on Software Engineering,2021
- 向毅,Enhancing Decomposition-based Algorithms by Estimation of Distribution for Constrained Optimal Software Product Selection,IEEE Transactions on Evolutionary Computation,2020
- Xiang, Yi;Zhou, Yuren;Chen, Zefeng;Jun, Zhang,A Many-Objective Particle Swarm Optimizer With Leaders Selected From Historical Solutions by Using Scalar Projections,IEEE Transactions on Cybernetics,2020
- Xiang, Yi;Yang, Xiaowei;Zhou, Yuren;Zheng, Zibin;Li, Miqing;Huang, Han,Going deeper with optimal software products selection using many-objective optimization and satisfiability solvers,Empirical Software Engineering,2020
- Xiang, Yi;Yang, Xiaowei;Zhou, Yuren;Huang, Han,Enhancing Decomposition-Based Algorithms by Estimation of Distribution for Constrained Optimal Software Product Selection,IEEE Transactions on Evolutionary Computation,2020
- Xiang, Yi;Zhou, Yuren;Yang, Xiaowei;Huang, Han,A Many-Objective Evolutionary Algorithm With Pareto-Adaptive Reference Points,IEEE Transactions on Evolutionary Computation,2020
- Yi Xiang;Yuren Zhou;Xiaowei Yang;Han Huang,A Many-Objective Evolutionary Algorithm With Pareto-Adaptive Reference Points,IEEE Transactions on Evolutionary Computation,2020
- Zhou, Yuren;Xiang, Yi;Chen, Zefeng;He, Jun;Wang, Jiahai,A Scalar Projection and Angle-Based Evolutionary Algorithm for Many-Objective Optimization Problems,IEEE Transactions on Cybernetics,2019
- Xiang, Yi;Zhou, Yuren;Tang, Langping;Chen, Zefeng,A Decomposition-Based Many-Objective Artificial Bee Colony Algorithm,IEEE Transactions on Cybernetics,2019
- Zhou, Yuren;He, Xiaoyu;Xiang, Yi;Cai, Shaowei,A set of new multi- and many-objective test problems for continuous optimization and a comprehensive experimental evaluation,Artificial Intelligence,2019
专利
- 向毅;周士璇;黄翰;曹捷;洪英汉,一种风险感知的自动驾驶仿真测试用例排序方法,2025116777155,2026-03-10
- 向毅;张海南;鹿洵;黄翰;曹捷,一种基于双层质量多样性优化算法的无人机测试用例生成方法,2025117153500,2026-03-10
- 向毅;秦浩翔;韩玉艳;王玉亭,一种分布式柔性作业车间的调度方法及装置,2023118313531,2025-10-17
- 秦浩翔;向毅;韩玉艳;王玉亭,带自动导引车的分布式柔性作业车间的调度方法及装置,2024106703377,2025-10-10
- 黄翰;袁中锦;向毅;曹捷;雷丰强,一种基于用例增强的自动化软件产品线特征模型生成方法,2025107158495,2025-09-09
- 向毅;周士璇;黄翰;曹捷;黄沛,一种自动驾驶仿真测试特征选择方法,2025104975460,2025-07-01
- 向毅;王悦琪;黄翰;曹捷,一种基于主动学习的可配置软件系统的性能预测方法,2024111757644,2024-11-26
- 向毅;王海宁;黄翰;曹捷;崔书中;赵元波,一种软件产品线的自动化功能型缺陷定位方法,2024109314243,2024-10-29
- 向毅;徐书凝;黄翰;曹捷;崔书中,一种基于多目标MAP-Elites的机器人损伤恢复方法,2024106126685,2024-07-16
- 向毅;周士璇;黄翰;曹捷;黄沛,一种自动驾驶仿真测试特征选择方法,PCT/CN2025/130553,/
- 向毅;李思哲,软件产品线配置空间近似均匀采样方法,2021106464599
- 向毅;吴童;洪翊翔;查凯星,基于用例周边密度采样的自适应测试用例生成方法及装置,2023105210734
- 秦浩翔;向毅;韩玉艳;王玉亭,一种阻塞混合成组流水车间调度方法、装置及存储介质,2023118313866
- 秦浩翔;向毅;韩玉艳;王玉亭,一种柔性作业车间的调度方法、装置及存储介质,2024106703324
- 王海宁;向毅;黄翰;曹捷;崔书中,一种可配置软件系统的可变性自动分析方法,2025109654502
获奖、荣誉称号
- 智能化软件工程关键技术及应用,软件学院,向毅,2024-05-19,省部级,广东省科技进步二等奖
软著
- 基于多目标优化的软件产品线配置系统V1.0,软著登字第7218430号,2021SR0495804,2021-04-06 00:00:00
- 《魔女的试炼》游戏-智能排课软件[简称:智能排课算法游戏软件]V1.0,软著登字第7182617号,2021SR0459991,2021-03-26 00:00:00
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