Haoqiang Liu, Tong Li, Fenyu Jiang, Weikang Su, Zhaocheng Wang,Coverage Optimization for Large-Scale Mobile Networks with Digital Twin and Multi-Agent Reinforcement Learning.[J].IEEE Transactions on Wireless Communications,2024,

Haoqiang Liu, Zefang Zong, Yong Li, Depeng Jin,NeuroCrossover: An Intelligent Genetic Locus Selection Scheme for Genetic Algorithm Using Reinforcement Learning.Applied Soft Computing,2023,

Haoqiang Liu, Wenzheng Huang, Dong In Kim, Sumei Sun, Yonghong Zeng, Shaohan Feng,Towards Efficient Task Offloading with Dependency Guarantees in Vehicular Edge Networks Through Distributed Deep Reinforcement Learning.[J].IEEE Transactions on Vehicular Technology,2024,

Haoqiang Liu, Weikang Su, Tong Li, Wenzhen Huang, Yong Li,Digital Twin Enhanced Multi-Agent Reinforcement Learning For Large-Scale Mobile Network Coverage Optimization.ACM Transactions on Knowledge Discovery from Data,2025,

Haoqiang Liu, Hongbo Zhao, Jiayue Wang, Shuai Yuan, Wenquan Feng,LSTM-GAN-AE: A Promising Approach for Fault Diagnosis in Machine Health Monitoring.[J].IEEE Transactions on Instrumentation and Measurement,2022,

李勇，李桐，刘浩强等 , 一种基站天线参数调整方法、装置、电子设备及介质，CN202310813995.2

李勇，刘浩强，李桐，黄文振 , 无线网络覆盖优化方法及装置，CN202410404858.8

张冬晨，高鹏，董江波，李勇，马力鹏，刘浩强等 , 无线网络能效优化方法及装置，CN202411011771.0

赵洪博，刘浩强，朱光轩等 , 一种融合LSTM和GAN的时间序列数据异常检测方法，CN201910809956.9

赵洪博，贺治钧，庄忱，王清，孙超，张文峰，刘浩强，冯文全 , 一种基于长码码相位辅助的DS/FH跳扩数传信号捕获方法，CN201910809181.5

**复杂性度量准则与化简方法,国家实验室,

基于紧凑型视觉感知卷积神经网络的集成式元学习行为识别方法,国家自然科学基金,

重点区域滑坡灾害的高精度监测及评估网络构建,安徽省科技厅,

**导航信号可信评估理论研究,中国科学技术部,

动态场景下**的智能感控机制,国防科技项目管理中心（筹）,