Multivariate State Estimation Technique Combined with Modified Information Entropy Weight Method for Steam Turbine Energy Efficiency Monitoring Study
被引:6
作者:
Gu, Hui
论文数: 0引用数: 0
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机构:
Nanjing Inst Technol, Sch Energy & Power Engn, Nanjing 211167, Peoples R ChinaNanjing Inst Technol, Sch Energy & Power Engn, Nanjing 211167, Peoples R China
Gu, Hui
[1
]
Zhu, Hongxia
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h-index: 0
机构:
Nanjing Inst Technol, Sch Energy & Power Engn, Nanjing 211167, Peoples R ChinaNanjing Inst Technol, Sch Energy & Power Engn, Nanjing 211167, Peoples R China
Zhu, Hongxia
[1
]
Cui, Xiaobo
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h-index: 0
机构:
Nanjing Inst Technol, Sch Energy & Power Engn, Nanjing 211167, Peoples R ChinaNanjing Inst Technol, Sch Energy & Power Engn, Nanjing 211167, Peoples R China
Cui, Xiaobo
[1
]
机构:
[1] Nanjing Inst Technol, Sch Energy & Power Engn, Nanjing 211167, Peoples R China
energy efficiency monitoring;
MSET;
deviation degree;
information entropy weight;
NEURAL-NETWORK;
POWER-PLANT;
OPTIMIZATION;
DIAGNOSIS;
SYSTEM;
D O I:
10.3390/en14206795
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
An energy efficiency monitoring method of the steam turbine system is studied in this paper. Multivariate state estimation technique (MSET) is utilized to compare the actual monitoring parameters and the healthy data of the equipment in normal working condition with a multi parameter estimation model. Due to the limitation of a single heat rate index in evaluating energy efficiency variation, the energy efficiency deviation degree combined with improved information entropy weight is proposed to judge the steam turbine's operation condition levels. The index value in the modified weight method has been searched for more steady weight values calculated by information entropy values with small variation. Taking a 600 MW unit as an example, the energy efficiency levels of the unit under a 550 MW normal working condition are clustered into four groups, testifying the MSET model correctness and calculating the deviation degree value. Then, the energy efficiency status monitoring model is utilized to record residuals of actual data and estimated data during abnormal energy efficiency period. The residuals over deviation degree are then marked and judged as related with the abnormal data. The results show that the MSET model can timely and accurately judge the change of unit operation state, and the deviation degree calculated by the modified information entropy weight method can provide earlier warnings for the abnormal energy efficiency working conditions.</p>
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Chen, Shujuan
;
Jiang, Qin
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Jiang, Qin
;
He, Yuqing
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Hunan Power Co Ltd, Econ & Technol Res Inst Hunan Power Grid, Hunan Key Lab Energy Internet Supply Demand & Ope, Changsha 410007, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
He, Yuqing
;
Huang, Ruanming
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Shanghai Elect Power Co, Econ & Technol Res Inst Shanghai Power Grid, Shanghai 200122, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Huang, Ruanming
;
Li, Jiayong
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Li, Jiayong
;
Li, Can
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Li, Can
;
Liao, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Fu Peng
;
Wang NingLing
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Wang NingLing
;
Yang YongPing
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Yang YongPing
;
Xu Han
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Xu Han
;
Li XiaoEn
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Li XiaoEn
;
Zhang YuMeng
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
Kritskii V.G.
;
Berezina I.G.
论文数: 0引用数: 0
h-index: 0
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
Berezina I.G.
;
Gavrilov A.V.
论文数: 0引用数: 0
h-index: 0
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
Gavrilov A.V.
;
Motkova E.A.
论文数: 0引用数: 0
h-index: 0
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
Motkova E.A.
;
Prokhorov N.A.
论文数: 0引用数: 0
h-index: 0
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
机构:
Department of Mechanical Engineering, Bhilai Institute of Technology, Durg
Bhilai Institute of Technology, DurgDepartment of Mechanical Engineering, Bhilai Institute of Technology, Durg
Kumar M.
;
Chandra H.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Mechanical Engineering, Bhilai Institute of Technology, Durg
Bhilai Institute of Technology, Durg
Chhattisgarh Swami Vivekanand Technical University, BhilaiDepartment of Mechanical Engineering, Bhilai Institute of Technology, Durg
Chandra H.
;
Banchhor R.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Mechanical Engineering, Bhilai Institute of Technology, Durg
Bhilai Institute of Technology, DurgDepartment of Mechanical Engineering, Bhilai Institute of Technology, Durg
Banchhor R.
;
Arora A.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Mechanical Engineering, Bhilai Institute of Technology, Durg
Bhilai Institute of Technology, DurgDepartment of Mechanical Engineering, Bhilai Institute of Technology, Durg
机构:
Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Liu, Chao
;
Niu, Peifeng
论文数: 0引用数: 0
h-index: 0
机构:
Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Natl Engn Res Ctr Equipment & Technol Cold Strip, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Niu, Peifeng
;
Li, Guoqiang
论文数: 0引用数: 0
h-index: 0
机构:
Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Li, Guoqiang
;
You, Xia
论文数: 0引用数: 0
h-index: 0
机构:
Panzhihua Univ, Sch Informat & Elect Engn, Panzhihua 617000, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
You, Xia
;
Ma, Yunpeng
论文数: 0引用数: 0
h-index: 0
机构:
Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Ma, Yunpeng
;
Zhang, Weiping
论文数: 0引用数: 0
h-index: 0
机构:
Qinhuangdao Inst Technol, Qinhuangdao 066100, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Chen, Shujuan
;
Jiang, Qin
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Jiang, Qin
;
He, Yuqing
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Hunan Power Co Ltd, Econ & Technol Res Inst Hunan Power Grid, Hunan Key Lab Energy Internet Supply Demand & Ope, Changsha 410007, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
He, Yuqing
;
Huang, Ruanming
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Shanghai Elect Power Co, Econ & Technol Res Inst Shanghai Power Grid, Shanghai 200122, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Huang, Ruanming
;
Li, Jiayong
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Li, Jiayong
;
Li, Can
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Li, Can
;
Liao, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
Hunan Univ, Hunan Key Lab Intelligent Informat Anal & Integra, Changsha 410082, Hunan, Peoples R ChinaHunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Fu Peng
;
Wang NingLing
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Wang NingLing
;
Yang YongPing
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Yang YongPing
;
Xu Han
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Xu Han
;
Li XiaoEn
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
Li XiaoEn
;
Zhang YuMeng
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Natl Thermal Power Engn & Technol Res Ctr, Beijing 102206, Peoples R China
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
Kritskii V.G.
;
Berezina I.G.
论文数: 0引用数: 0
h-index: 0
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
Berezina I.G.
;
Gavrilov A.V.
论文数: 0引用数: 0
h-index: 0
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
Gavrilov A.V.
;
Motkova E.A.
论文数: 0引用数: 0
h-index: 0
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
Motkova E.A.
;
Prokhorov N.A.
论文数: 0引用数: 0
h-index: 0
机构:
Atomproekt Scientific Research and Design Construction Institute of Power Technologies, St. PetersburgAtomproekt Scientific Research and Design Construction Institute of Power Technologies, St. Petersburg
机构:
Department of Mechanical Engineering, Bhilai Institute of Technology, Durg
Bhilai Institute of Technology, DurgDepartment of Mechanical Engineering, Bhilai Institute of Technology, Durg
Kumar M.
;
Chandra H.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Mechanical Engineering, Bhilai Institute of Technology, Durg
Bhilai Institute of Technology, Durg
Chhattisgarh Swami Vivekanand Technical University, BhilaiDepartment of Mechanical Engineering, Bhilai Institute of Technology, Durg
Chandra H.
;
Banchhor R.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Mechanical Engineering, Bhilai Institute of Technology, Durg
Bhilai Institute of Technology, DurgDepartment of Mechanical Engineering, Bhilai Institute of Technology, Durg
Banchhor R.
;
Arora A.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Mechanical Engineering, Bhilai Institute of Technology, Durg
Bhilai Institute of Technology, DurgDepartment of Mechanical Engineering, Bhilai Institute of Technology, Durg
机构:
Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Liu, Chao
;
Niu, Peifeng
论文数: 0引用数: 0
h-index: 0
机构:
Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Natl Engn Res Ctr Equipment & Technol Cold Strip, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Niu, Peifeng
;
Li, Guoqiang
论文数: 0引用数: 0
h-index: 0
机构:
Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Li, Guoqiang
;
You, Xia
论文数: 0引用数: 0
h-index: 0
机构:
Panzhihua Univ, Sch Informat & Elect Engn, Panzhihua 617000, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
You, Xia
;
Ma, Yunpeng
论文数: 0引用数: 0
h-index: 0
机构:
Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China
Ma, Yunpeng
;
Zhang, Weiping
论文数: 0引用数: 0
h-index: 0
机构:
Qinhuangdao Inst Technol, Qinhuangdao 066100, Peoples R ChinaYanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Peoples R China