教授、博士生导师
教育经历
1999.9-2003.7 东北大学信息科学与工程学院自动化专业学士学位
2003.9-2006.3 东北大学信息科学与工程学院控制理论与控制工程专业硕士学位
2006.3-2010.10东北大学信息科学与工程学院控制理论与控制工程专业博士学位
工作经历
2006.10-2009.12 东北大学 信息科学与工程学院 助教
2010.01-2013.12 东北大学 信息科学与工程学院讲师
2012.11-2013.11 英国德蒙福特大学 国家公派访问学者
2014.1-2023.12 东北大学信息科学与工程学院副教授
2024.1至今 东北大学信息科学与工程学院 教授
研究方向
智能控制理论及应用;复杂工业过程建模与优化;设备故障诊断与智能维护;人工智能应用与系统集成技术。
招收博士/硕士方向
欢迎自动化、机械工程、仪器仪表、机器人、数学、计算机科学、人工智能等理工科专业学生报考控制科学与工程0811、控制工程/人工智能(专业学位)硕士研究生;欢迎报考控制科学与工程0811博士研究生、控制工程/人工智能博士研究生。
项目
1.电梯快速检测与健康评价技术及装备,国家重点研发计划项目,2023YFC3010400,2023/11-2026/10,1400万,子课题负责人。
2.参数实时监测和预警研究,国家重点研发计划课题,2020/10-2022/9,280万,课题负责人。
3.基于大数据的特种设备事故预测预防技术研究,国家重点研发计划项目,2018YFC0809000,2018/7-2021/6,1906万,子课题负责人。
4.湿法冶金全流程综合智能一体优化控制技术,国家863计划,2011AA060204,2011/1-2014/12,967万,子课题负责人。
5.具有不确定性的流程工业生产过程的优化控制及其补偿策略研究,国家自然科学基金面上项目,61673092,2017/1-2017/12,19.2万,项目负责人。
6.流程工业优化控制与安全运行知识自动化系统设计方法与应用研究,国家自然科学基金重点项目,61533007,2016/1-2020/12,285万,任务负责人。
7.基于混合模型及其校正策略的发酵过程实时优化研究,国家自然科学基金青年基金,61304121,2014/1-2016/12,22万,项目负责人。
8.蓄热式电锅炉系统的运行优化与改造策略研究,中央高校基本科研业务费项目,N2104028,2021/1-2022/12,10万,项目负责人。
9.知识与数据驱动的流程工业生产过程优化控制研究,中央高校基本科研业务费项目,N150404017,2016/1-2017/12,11万,项目负责人。
10.具有不确定性的多时段间歇过程的优化控制研究,中央高校基本科研业务费项目,N130404024,2014/1-2015/12,15万,项目负责人。
学术成果
期刊论文
1.Niu Dapeng, Lei Guangyang. Self-Healing Control of Abnormal Conditions for Fused Magnesium Furnace Based on Data Augmentation and Improved JITL[J]. Advanced Engineering Informatics, 2024, 61, 102477.(SCI检索,JCR Q1)
2. Guo Lei, Niu Dapeng. Operation Condition Assessment for Elevators Based on Deep Siamese Network and T-S Semi-Supervision Model[J]. IEEE Transactions on Instrumentation and Measurement, 2024, 73, 7503013.(SCI检索,JCR Q1)
3. Niu Dapeng, Song Dandan. Model-Based Robust Fault Diagnosis of IncipientITSC for PMSM in Elevator Traction System[J]. IEEE Transactions on Instrumentation and Measurement, 2023, 72, 3533512.(SCI检索,JCR Q1)
4.Niu Dapeng, Lei Guangyang. Prediction of abnormal conditions for fused magnesium furnace based on improvedLSTM model and rule-based reasoning[J]. Measurement, 2023, 218, 113163.(SCI检索,JCR Q1)
5.Niu Dapeng, Liu Xudong, Liu Yuanqing, Jia Mingxing. Optimization control of hydrometallurgical leaching process based on IDE-MPC[J]. Minerals Engineering, 2022, 176, 107341.(SCI检索,JCR Q1)
6. Niu Dapeng, Guo Lei, Zhao Weiwei, Li Hongru. Operation performance evaluation of elevators based on condition monitoring and combination weighting method[J]. Measurement, 2022, 194,111091.(SCI检索,JCR Q1)
7.Niu Dapeng, Guo Lei, Bi Xiaolin, Wen Di. Preventive Maintenance Period Decision for Elevator Parts Based on Multi-Objective Optimization Method[J]. Journal of Building Engineering, 2021, 44, 102984.(SCI检索,JCR Q1)
8.ZhuXiaochen,NiuDapeng, WangXu,Wang Fuli,Jia Mingxing. Comprehensive Energy Saving Evaluation of Circulating Cooling Water System Based on Combination Weighting Method[J]. Applied Thermal Engineering, 2019,157,113735.(SCI检索,JCR Q1)
9.Niu Dapeng, Zhang Long, Wang Fuli. Modeling and Parameter Updating for Nosiheptide Fed-batch Fermentation Process[J]. Industrial & Engineering Chemistry Research, 2016, 55(30): 8395-8402.(SCI检索,JCR Q2)
10.Niu Dapeng,Sun Ying,Wang Fuli. Optimization of Advertising Budget Allocation over Time Based on LS-SVMR and DE[J]. IEEE Transactions on Automation Science and Engineering, 2014, 10(4): 1076-1082.(SCI检索,JCR Q1)
会议论文
1. Yang Minghao, Niu Dapeng. Operation performance evaluation for electro-fused magnesium furnaces[C]. 36th Chinese Control and Decision Conference, 2024, Xi'an, China.
2. Zhang Jie, Niu Dapeng. Design optimization study of cooling tower incirculating cooling water system of iron and steelindustry[C]. 35th Chinese Control and Decision Conference, 2023,Yichang, China.
3.Niu Dapeng, Tong Yudong, Jia Mingxing. Operation Performance Evaluation of Circulating Cooling Water System in Metallurgical Industry[C].34th Chinese Control and Decision Conference, 2022, Hefei, China.
4.Niu Dapeng, Liu Yanxiang, Zhao Zicheng. Fence Intrusion Monitoring along Track Based on D-S Evidence Theory[C].34th Chinese Control and Decision Conference, Hefei, China.
5.Niu Dapeng, Zhao Zicheng, Jia Mingxing. An Interval Neural Network Based on Improved Differential Evolution Algorithm[C].33rd Chinese Control and Decision Conference, 2021, Kunming, China.
6.Niu Dapeng, Zhang Guojin, Jia Mingxing. Operation Performance Assessment and Non-optimal Reasons Traceability for Melting Process of Fused Magnesium Furnace[C]. International Conference on Industrial Artificial Intelligence, 2020, Shenyang, China.
7.Niu Dapeng, Tian Xiangyan, Jia Mingxing. Operation Performance Assessment and Non-optimal Reasons Traceability for Melting Process of Fused Magnesium Furnace[C]. International Conference on Industrial Artificial Intelligence, 2020, Shenyang, China.
8.Niu Dapeng, Gao Huiyuan, Liu Yuanqing. Modeling of Penicillin Fermentation Process Based on FCM and Improved Just-In-Time Learning Algorithm[C].36th Chinese Control Conference,2017, pp10328-10332,Dalian, China.
9.NiuDapeng,WangFuli, ChangYuqing, HeDakuo. An Improved Multi-objective Differential Evolution Algorithm[C].24th Control and Decision Conference, 2012, pp879-882, Taiyuan, China.
10.NiuDapeng,WangFuli, ChangYuqing, HeDakuo. Modelling of multistage centrifugal compressor[C]. International Conference on Computer Science and Network Technology, 2011, pp1144-1147, Harbin, China.
专利
1.牛大鹏,赵子铖. 一种轨道交通沿线外部环境的风险监测系统及评估方法,2024.8.30,中国,专利号:ZL202111502944.5.
2. 牛大鹏,郭雷,李鸿儒,贾明兴,尤富强. 一种电梯机械零部件的维保方法及系统,发明专利,2024.2.2,中国,专利号:ZL202011476479.8.
3.牛大鹏,王忠昂,王福利.一种具有区间不确定性的湿法冶金浸出过程优化方法,2021.10.22,中国,专利号:ZL201810737754.3.
4.牛大鹏,杨宇凌,胡熙玉,贾明兴,尤富强.一种电梯按需维保策略的获取方法及系统,中国专利,2020.9.29,中国,专利号:ZL201910872998.7.
5.牛大鹏,刘亚东,王福利,李鸿儒,贾润达,常玉清,王姝. 基于区间数的湿法冶金全流程建模方法与优化方法,2019.4.12,中国,专利号:ZL201710280388.9.
6.牛大鹏,徐宁,张淑宁,方文,郭振宇,杨晓东. 湿法冶金浓密洗涤过程关键变量检测方法,2017.1.18,中国,专利号:ZL201410258081.5.
获奖
1.牛大鹏,王福利,何大阔,贾明兴.多目标混沌差分进化算法,中国精品科技期刊顶尖学术论文F5000,2020.
2.牛大鹏,孙莹,王福利.Optimization of advertising budget allocation over time based on LS-SVMR and DE,辽宁省自然科学学术成果奖评审委员会,辽宁省自然科学学术成果奖,三等奖,2015.
3.牛大鹏,贾明兴,王福利,何大阔.Optimization of nosiheptide fed-batch fermentation process based on hybrid model,辽宁省自然科学学术成果奖评审委员会,辽宁省自然科学学术成果奖,二等奖,2013.
联系方式
办公室:信息学馆335
电话:024-83681106
邮箱:niudapeng@ise.neu.edu.cn
教师个人主页(网址):
/neu/mu_faculty/niudapeng/zh_CN/index.htm