科研项目
[1]北京市教委项目“MEMS个人导航系统航向误差抑制算法研究”,主持.
[2]企业横向课题“多机器人协同视觉SLAM后端优化算法研究”,主持.
[3]企业横向课题“光学陀螺捷联导航系统计算机及接口电路”,主持.
[4]企业横向课题“仿生复眼系统电源板”,主持.
[5]企业横向课题“路径匹配误差试验及修正技术”,主持.
[6]企业横向课题“步态导航系统零速检测算法研究”,主持.
[7]企业横向课题“定位定向导航系统计算机组件电路板检测系统研制”,主持.
[8]国家自然科学基金“城市生活垃圾焚烧参数设定值的群决策案例推理优化方法研究”,参与.
[9]国家自然科学基金“城市污水处理全流程多目标动态协同优化基础理论与关键技术”,参与.
代表性科研论文及专利
(1)Mingrong Ren, Kai Pan, etc.. A Novel Pedestrian Navigation Algorithm for a Foot- Mounted Inertial-Sensor-Based System, Sensors. 2016, 16(1):139. (中科院分区SCI 2区).
(2)Mingrong Ren, Hongyu Guo, etc. Indoor Pedestrian Navigation Based on Conditional Random Fields , Micromachines,2017,8(11):320. (中科院分区SCI 2区).
(3) Jingjing Shi,Mingrong Ren*, Pu Wang, etc. Research on PF-SLAM Indoor Pedestrian Localization Algorithm Based on Feature Point Map. Micromachines 2018, 9(6):267. (中科院分区SCI 2区).
(4) Juan Meng,Mingrong Ren*, Pu Wang, Jitong Zhang and Yuman Mou. Improving Positioning Accuracy via Map Matching Algorithm for Visual–Inertial Odometer. Sensors. 2020, 20(2). 552. (中科院分区SCI 2区).
(5) Jitong Zhang,Mingrong Ren*, Pu Wang, Juan Meng and Yuman Mou. Indoor Localization Based on VIO System and Three- Dimensional Map Matching. Sensors. 2020, 20(10). 2790. (中科院分区SCI 2区).
(6)郭红雨,任明荣*,王普.基于条件随机场模型的室内地图匹配算法.仪器仪表学报, 2018, 39(5).
(7)任明荣,孟娟,王普.MEMS-INS室内行人定位三维地图匹配算法.电子学报, 2021, 49(1).
(8)Mingrong Ren, Bo Gao. Loop closure detection based on feature pyramids and NetVLAD. Journal of Electronic Imaging. 2023, 32(6).
(9)任明荣,郭红雨,王普,韩红桂.行人室内三维地图匹配方法,中国发明专利, CN108426582 B (专利).
(10)王普,郭红雨,任明荣*,刘艳红,时晶晶.条件随机场地图匹配算法,中国发明专利, CN 106871894 B (专利).
(11)任明荣,张继统,王普,牟雨曼.一种利用地图的视觉惯性室内定位方法,中国发明专利, 202110257493.7 (专利号).