1.
无人驾驶技术研发,包括行人、非机动车辆、前车检测、前碰撞预警及车距保持、车道偏离检测、360环景和疲劳驾驶等辅助驾驶技术开发;涉及运动目标提取、视频处理、模式识别、机器视觉和深度学习等技术;实验室针对不同应用提供不同视角的摄像头、77G毫米波雷达、激光雷达及所需开发板、便携式电源等相关设备。
2.
智能交通大数据处理与分析,包括数字信号处理技术、大数据分析、机器学习和深度学习等技术。对新能源汽车部件运行多维数据进行分析,提取特征并进行融合,研究各种分类器,在线分析新能源汽车部件运行状态和故障;根据大数据分析引起异常现象的主要因素,对新能源汽车部件运行维护进行智能决策;实验室提供10余台可供跑深度学习程序的GPU服务器。
3.
人工智能技术在电网系统中应用研究,包括大数据分析、自然语言处理技术、数字信号处理技术、机器学习和深度学习等技术。对电网设备的多维异构大数据包括数值型、文本型、时间等多类数据进行分析,提取特征并进行融合,研究各种分类器,在线分析设备故障;根据多维异构大数据分析引起异常现象的主要因素,对设备运行维护进行智能决策;实验室提供10余台可供跑深度学习的GPU服务器。
4.
机器人视觉技术研发,包括网络摄像头硬件设备研发,嵌入式平台下的人脸检测与跟踪、身份识别等,基于云端深度学习策略的人脸检测与跟踪,单目SLAM技术;涉及运动目标提取、视频处理、模式识别、机器学习和深度学习等技术;实验室提供轮式机器人1台,搭载激光雷达、Kinect、超声波、红外模块和摄像头,提供用于深度学习的平台TX1、TX2和树莓派等一系列开发板。
5. 汽车智能网联研发,在
Linux
操作平台下进行,包括数据感知层的数据获取、车载自组织网络构建及其路由算法的研究与实现、车载联网设备开发;涉及
SD
卡本地存储、
GPRS
、蓝牙、
WiFi
、
4G
、
5G
通讯模块驱动技术、触摸屏显示和控制以及多类接口的通讯技术;实验室提供全套车载单元、路侧单元及其开发模块、各种车内通讯模块及所需开发板。
(1)
面向泛电动车无感快充的多方博弈共赢智能导航策略研究,国家自然科学基金,2
022.1-2025.12
。
(2)
计及气象因素的客户诉求及预购电量预测技术研究及应用,横向项目,国网河南省电力公司许昌供电公司,2022.12-2023.12。
(3)
基于多源大数据的电网防汛风险静、动态评价技术研究,横向项目,国网河南电力公司电力科学研究院,2022.6.21-2023.12.30。
(4)
洪涝灾害下变电站防汛抗灾能力评价与运维决策技术研究及应用,横向项目,国网河南电力公司电力科学研究院,2023.5.10-2025.12。
(5)
电网智能化感知技术研究,横向项目,河南济之楚实业有限公司,2023.6.8-2023.12.31。
(6)
锂离子电池充放电电能计量关键技术研究,横向项目,国网天津市电力公司,2023.6-2024.12。
(7)
特高压直流输电电碳转换模型研究,横向项目,中国电力科学研究院有限公司武汉分院,2022.11.25-2023.10.25。
(8)
特高压能耗及数字孪生系统测试服务,横向项目,中国电力科学研究院有限公司武汉分院,2022.11.30-2023.10.31.
(9)
基于机器学习的配网大数据处理与分析技术研究,横向项目,广东电网有限责任公司电力科学研究院,2022.3.6-2023.2.28。
(10)
基于大数据的变电站防汛能力风险预测与决策支持技术研究服务,横向项目,国网河南省电力公司电力科学研究院,2021.11.10-2022.6.30。
(11)
低碳城市智慧停车一体化平台委托开发,横向项目,湖北省长投智慧停车有限公司,2023.6-2025.12.31。
(12)
基于深度学习的红外图像测温预警系统,横向项目,武汉跨克信息技术有限公司,2022.9-2024.5.28。
(13)
基于深度学习的红外图像算法研究,横向项目,常州市丸之力科技有限公司,2022.4-2025.12.31。
(14)
复合绝缘子红外识别模型训练调优及部署,横向项目,武汉跨克信息技术有限公司,2023.6-2025.12.31。
(15)
基于机器学习的配网大数据处理与分析技术研究,横向项目,广东电网有限责任公司电力科学研究院,2022.3.6-2023.2.28。
(16)
直流特高压能效孪生可视化研究服务,横向项目,中国电力科学研究院有限公司武汉分院,2021.11.1-2023.6.30。
(17)
基于大数据的变电站防汛能力风险预测与决策支持技术研究服务,横向项目,国网河南省电力公司电力科学研究院,2021-11.10-2022.6.30。
(18)
微网条件下氢能综合利用与氢电混合储能技术,国家科技部,重点研发-可再生能源与氢能技术,2020.11-2023.10。
(19)
质子交换膜燃料电池高效热电联供系统研发,国家科技部,重点研发-可再生能源与氢能技术,2020.11-2023.10。
(20)
新能源汽车部件安全状态风险预警模型研究及系统开发,国家科技部重点研发-综合交通运输与智能交通,2019.12-2022.11。
(21)
基于机器学习的互感器运行误差评估技术研究服务,电网横向项目,2020.6-2022.5。
(22)
基于深度学习的动态砂石粒径分析系统,横向项目,2020.8-2021.5。
(23)
输变电工程声学机器人及噪声预测关键技术研究,电网横向项目,2019.02-2020.06。
(24)
混凝土砂石集料特征的视觉分析系统,横向项目,2019.2-2020.2。
(25)
500KV-1000KV输电线路异常线损成因分析与电能计量器具自动化检定系统监督方法研究服务,电网横向项目,2019.5-2019.12。
(26)
家庭娱乐服务型智能机器人关键技术研发,横向项目,武汉蛋玩科技有限公司,2017.11-2018.5。
(27)
极低航速深度控制1:10缩比台架控制软件开发,横向项目,2017.10-2019.6。
(28)
汽车智能网联关键技术研究及可视化平台开发,横向项目,江苏新通达电子科技股份有限公司,2016.9-2019.6。
(29)
零件螺纹的多路视频监控及其360°全景视觉检测软件开发,横向项目,2015.8-2016.10。
(30)
质子交换膜燃料电池中传递机理的分形多尺度关联研究(编号51106116),国家自然科学基金,2012.1-2014.12。
(31)
基于分形的PEM燃料电池多尺度关联研究,留学回国人员科研启动基金,2012.07-2013.12。
(32)
5KW级燃料电池系统用远程监控系统开发(编号 2009AA034400),国家863计划重点项目子项,2010.07-2012.06。
(33)
面向内河电子巡航的智能视频内容分析算法研究(编号
51279152
),国家自然科学基金,
2013.01-2016.12
。
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[2] A hybrid loss balancing algorithm based on gradient equilibrium and sample loss for understanding of road scenes at basic-level [J]. Pattern Analysis and Applications, 2022, https://doi.org/10.1007/s10044-022-01068-1
[3] Accurate and efficient traffic participant detection based on optimized features and multi-scale localization confidence. Part D: J Automobile Engineering, 2022, DOI: 10.1177/09544070221119282
[4] An Anchor-free Detector and R-CNN Structure Merged. For Peer Review Neural Network for Environment Perception on Urban Road. Part D: Journal of Automobile Engineering, 2021, 235(12): 2964-2973.
[5] Entity Extraction of Electrical Equipment Malfunction Text by Hybrid Natural Language Processing Algorithm. IEEE Access, 2021, 9:40216-40226.
[6] Pedestrian and vehicle detection algorithm based on improved Aggregated Channel Features (ACF).IEEE Access, 2021, 9: 25885-25897.
[7] A Frequency Decomposition-Based Hybrid Forecasting Algorithm for Short-Term Reactive Power. Energies, 2021, 14(20).
[8] Optimization of Thermoelectric Modules’ Number and Distribution Pattern in an Automotive Exhaust Thermoelectric Generator. IEEE Access, 2019, 7: 72143-72157. DOI 10.1109/ACCESS.2019.2919689.
[9] SOC and SOH Joint Estimation of the Power Batteries Based on Fuzzy Unscented Kalman Filtering Algorithm. Energies, 2019, 12(16), 3122.
[10] Maximization of piezoelectric vibration energy harvesting of vehicle based on double-gear drive. ENERGY SCIENCE & ENGINEERING, 2019, DOI: 10.1002/ese3.403.
[11] Fractal-based theoretical model on saturation and relative permeability in the gas diffusion layer of polymer electrolyte membrane fuel cells. J. Power Sources. 2012, 209(1): 130-140.
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[18] FSSPD: Fast Single Stage Pedestrian Detector for Autonomous Driving, ICEIV2018, 2018
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[20] A pedestrian detection algorithm based on improved YOLOv2. Conference on Cloud Computing and Intelligence Systems, IEEE CCIS2018, 2018: 488-492.
[21] Heart Rate Detection Based on Computer Vision. Conference on Cloud Computing and Intelligence Systems, IEEE CCIS2018, 2018: 400-404.
[22] A Method of Human Action Recognition Based on Spatio-Temporal Interest Points and PLSA[C]// International Conference on Industrial Informatics - Computing Technology, Intelligent Technology, Industrial Information Integration. IEEE Computer Society, 2016:69-72.
[23] A Method of Hand Contour Tracking based on GVF, Corner and Optical flow. 2015 2nd International Conference on Machinery, Materials Engineering, Chemical and Biotechnology (MMECEB 2015), 2015: 542-549.
[24] Steganography in TCP/IP-based communication. 2012 Second International Conference on Electric Information and Control Engineering (ICEICE 2012), 2012, 7: 5187-5190.
[25] Data post processing methods for determination on fractal dimension. 2012 Second International Conference on Electric Information and Control Engineering (ICEICE 2012), 2012, 6: 4442-4445.
[26] A method on safe data transmission with lossless compression. 2012 IEEE International Conference on Computer Science and Automation Engineering (CSAE 2012), 2012, 3: 639-643.
[27] Moving objects detection by Gaussian mixture model: a comparative analysis. The 2nd International Conference on Electrical and Control Engineering
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)
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竞技比赛全自动图像计时及信息管理系统
,
发明专利
,
专利号:
ZL200810236667.6.
授权公告日:
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通信基站燃料电池备用电源的远程监控数据安全传输方法
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发明专利
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专利号:
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授权公告日:
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基于以太网的燃料电池远程监控系统及实时监控方法
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发明专利
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专利号:
ZL201110421874.0.
授权公告日:
2014.08.27
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基于以太网的燃料电池远程监控系统
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实用新型专利
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专利号
: ZL201120527129.X.
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一种螺纹桶内壁
360
度全景图像拼接方法,发明专利,专利号:
ZL201610427181.5.
授权公告日:
2019.7.12
[34]
带超级电容的车载燃料电池与蓄电池直接并联动力系统的控制方法
,
发明专利,专利号:
ZL 2012101777920.
授权公告日:
2014.05.21
[35]
基于
SaaS
的智能设备监控管理系统
,
发明专利
,
专利号:
ZL 2012104348541.
授权公告日:
2014.10.29,
[36]
燃料电池混合电动汽车动力系统综合测试平台及测试方法
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发明专利
,
专利号:
ZL 2011104127830.
授权公告日:
2014.08.27
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一种结合互感器及采样电阻的逆变电路电流采样电路
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发明专利
,
专利号:
ZL 2014103518898.
授权公告日:
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一种三相多方向并网逆变器
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,
专利号:
ZL 2014108369508.
授权公告日:
2017.01.11
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燃料电池混合电源系统,发明专利,专利号:
ZL 201010185293.7.
授权公告日:
2010.12.22
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一种基于路网和
QOS
属性的
GPSR
协议改进方法,发明专利,专利号:
ZL201711241328.2
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一种燃料电池自动化测试系统,发明专利,专利号:
ZL201610652202.3
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一种基于道路分割的车道线多任务学习检测方法,发明专利,专利号:
ZL201910629235.X
[43]
一种质子交换膜燃料电池的多尺度关联方法,发明专利
,
申请号:
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基于傅里叶描述子和步态能量图融合特征的步态识别方法,发明专利,申请号:
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一种基于运动历史图像与卷积神经网络的在线实时行为识别,发明专利,申请号:
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一种匹配策略融合及低误差的快速图像拼接方法,发明专利,申请号:
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,
[47]
基于智能移动终端的驾驶行为识别方法,发明专利,申请号:
201810045607.X
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一种基于改进
YOLOv2
的无人驾驶中行人检测算法,发明专利,申请号:
201810675999.8
[49]
一种基于
T-LDA
主题模型的驾驶行为模式识别方法,发明专利,申请号:
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[50]
基于改进的嵌入式平台的实时颗粒物检测方法,发明专利,申请号:
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[51]
基于改进
SCNN
网络的车道线检测方法,发明专利,申请号:
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[52]
基于多峰值检测的抗遮挡行人跟踪方法,发明专利,申请号:
201910696761.8
[53]
一种基于梯度均衡策略的多任务实例级道路场景理解算法,发明专利,申请号:
202010665205.7
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一种基于样本损失的多检测框损失均衡道路场景理解算法,发明专利,申请号:
202010665209.5
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融合
FCOS
的
R-CNN
城市道路环境识别方法及装置,发明专利,申请号:
202011075466.X
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一种基于改进
ACF
的车辆行人多类别检测方法及设备,发明专利,申请号
:202011034733.9
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一种基于多头注意力机制的抗遮挡目标检测方法及设备,发明专利,申请号:
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一种基于集合经验模态的短期无功负荷预测算法
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发明专利
,
申请号:
202011075471.0,
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.
专著 武汉:中国地质大学出版社
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Xie Yufei, Shi Ying*, Xie Changjun, Liu Yue, Lin Chaojun. PMF-Reppoints- Lightning: A Lightweight Object Detection Model for Road Scene Perception and Localization Enhancement. IEEE Intelligent Transportation Systems Transactions. 2023, (Submitted)
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Li Changwu, Shi Ying*, Xie Changjun, Chen Yue, Lin Chaojun. A Composite Insulator Overheating Defect Detection System Based on Infrared Image Object Detection. IEEE Transactions on Smart Grid, 2023, (Submitted)
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Guo Qi, Shi Ying*, Xie Changjun, Li xiaoli. Missing-tolerant anomaly detection algorithm for gateway electrical energy metering devices based on improved Transformer. International Journal of Electrical Power & Energy Systems. 2023, (Submitted)
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Tang Xiaoman, Shi Ying*, Lou Lan, Xie Changjun, Lai Jinping. Multi-objective optimization low carbon model of UHVDC system considering carbon trading cost and equipment safety. International Journal of Electrical Power & Energy Systems. 2023, (Submitted)
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Liu Qi, Shi Ying*, Zhang Rui*, Du Jiabao, Liu Yuke, Xie Changjun, Lin Chaojun. Fault Causation Mining for Power Equipment Defect Texts. Electric Power Systems Research.2023,(Submitted)
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Wang Ze, Shi Ying*, Fan Zhexin*, Long Xinyu. An Integrated Two-Stage Framework for Electricity Consumption Forecasting based on Signal Decomposition and Multi-Source Factor Correction. IEEE Transaction on Smart Grid. 2023, (Submitted)
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[1]
Chaojun Lin, Ying Shi*, Changjun Xie*, Yue Chen. SReResNet: A stage recursive residual network for suppressing semantic redundancy during feature extraction. Engineering Applications of Artificial Intelligence, 2023, 126: 106823.
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Feng Q, Ying S*, Changjun X,et al. Improvement of Power Equipment Defect Text Quality Based on Improved BI-LSTM [J]. CSEE Journal of Power and Energy Systems. (Accepted)
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Wang J, Shi Y*, Zhang R, et al. CVT on-line error measurement hybrid-driven by domain knowledge and Stacking Model[J]. Engineering Applications of Artificial Intelligence, 2023, 125: 106710.(Accepted) doi:10.1016/j.engappai.2023.106710.
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Wang H, Shi Y*, Xie, C. et al. Fully densely linked and strongly correlated instance segmentation for street-level images. J Real-Time Image Proc. 20, 36 (2023). (Accepted)
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[6] W. L. Zhang, Ying shi*, J. C. Yu, B. Yang, and C. J. Lin, "Online measurement of capacitor voltage transformer metering errors based on GRU and MTL," ELECTRIC POWER SYSTEMS RESEARCH, vol. 221, AUG 2023, Art no. 109473. (Accepted) DOI:10.1016/j.epsr.2023.109473