CN114673982B - 一种基于混合智能优化算法的火力发电锅炉主汽温控制系统 - Google Patents
一种基于混合智能优化算法的火力发电锅炉主汽温控制系统 Download PDFInfo
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- CN114673982B CN114673982B CN202210332195.4A CN202210332195A CN114673982B CN 114673982 B CN114673982 B CN 114673982B CN 202210332195 A CN202210332195 A CN 202210332195A CN 114673982 B CN114673982 B CN 114673982B
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- main steam
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- 238000004422 calculation algorithm Methods 0.000 title claims abstract description 35
- 238000005457 optimization Methods 0.000 title claims abstract description 27
- 238000010248 power generation Methods 0.000 title claims abstract description 14
- 238000013528 artificial neural network Methods 0.000 claims abstract description 5
- 230000004044 response Effects 0.000 claims abstract description 5
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 22
- 230000009467 reduction Effects 0.000 claims description 15
- 238000000034 method Methods 0.000 claims description 12
- QVGXLLKOCUKJST-UHFFFAOYSA-N atomic oxygen Chemical compound [O] QVGXLLKOCUKJST-UHFFFAOYSA-N 0.000 claims description 11
- 239000000446 fuel Substances 0.000 claims description 11
- 239000001301 oxygen Substances 0.000 claims description 11
- 229910052760 oxygen Inorganic materials 0.000 claims description 11
- UGFAIRIUMAVXCW-UHFFFAOYSA-N Carbon monoxide Chemical compound [O+]#[C-] UGFAIRIUMAVXCW-UHFFFAOYSA-N 0.000 claims description 8
- 239000003546 flue gas Substances 0.000 claims description 8
- 238000002922 simulated annealing Methods 0.000 claims description 6
- 239000000779 smoke Substances 0.000 claims description 6
- 238000006243 chemical reaction Methods 0.000 claims description 3
- 230000000630 rising effect Effects 0.000 claims 2
- 230000001276 controlling effect Effects 0.000 abstract description 5
- 230000001105 regulatory effect Effects 0.000 abstract description 3
- 230000008569 process Effects 0.000 description 4
- 238000010276 construction Methods 0.000 description 3
- 238000010586 diagram Methods 0.000 description 3
- 238000004364 calculation method Methods 0.000 description 1
- 230000008859 change Effects 0.000 description 1
- 239000003245 coal Substances 0.000 description 1
- 238000002485 combustion reaction Methods 0.000 description 1
- 230000004069 differentiation Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 230000004927 fusion Effects 0.000 description 1
- 230000010354 integration Effects 0.000 description 1
- 239000011159 matrix material Substances 0.000 description 1
- 238000004904 shortening Methods 0.000 description 1
- 238000004088 simulation Methods 0.000 description 1
Classifications
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F22—STEAM GENERATION
- F22B—METHODS OF STEAM GENERATION; STEAM BOILERS
- F22B35/00—Control systems for steam boilers
- F22B35/18—Applications of computers to steam boiler control
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
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- General Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Biomedical Technology (AREA)
- Data Mining & Analysis (AREA)
- Thermal Sciences (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Artificial Intelligence (AREA)
- Chemical & Material Sciences (AREA)
- Biophysics (AREA)
- Computational Linguistics (AREA)
- Mechanical Engineering (AREA)
- Evolutionary Computation (AREA)
- General Health & Medical Sciences (AREA)
- Molecular Biology (AREA)
- Computing Systems (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Combustion & Propulsion (AREA)
- Control Of Steam Boilers And Waste-Gas Boilers (AREA)
Abstract
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CN202210332195.4A CN114673982B (zh) | 2022-03-30 | 2022-03-30 | 一种基于混合智能优化算法的火力发电锅炉主汽温控制系统 |
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CN202210332195.4A CN114673982B (zh) | 2022-03-30 | 2022-03-30 | 一种基于混合智能优化算法的火力发电锅炉主汽温控制系统 |
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CN114673982A CN114673982A (zh) | 2022-06-28 |
CN114673982B true CN114673982B (zh) | 2024-01-02 |
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Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102374519A (zh) * | 2010-08-16 | 2012-03-14 | 爱默生过程管理电力和水解决方案公司 | 蒸汽温度的动态矩阵控制的动态整定 |
CN105180139A (zh) * | 2015-09-17 | 2015-12-23 | 苏州市江远热电有限责任公司 | 锅炉主蒸汽温度控制系统以及方法 |
CN106765052A (zh) * | 2016-11-21 | 2017-05-31 | 华北电力大学(保定) | 一种电站锅炉蒸汽温度的智能计算预测控制方法 |
CN113359425A (zh) * | 2021-07-06 | 2021-09-07 | 浙江浙能技术研究院有限公司 | 一种基于lstm神经网络pid优化的火电厂锅炉主汽温智能控制系统 |
Family Cites Families (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8346693B2 (en) * | 2009-11-24 | 2013-01-01 | King Fahd University Of Petroleum And Minerals | Method for hammerstein modeling of steam generator plant |
US10915073B2 (en) * | 2017-12-15 | 2021-02-09 | Exxonmobil Research And Engineering Company | Adaptive PID controller tuning via deep reinforcement learning |
-
2022
- 2022-03-30 CN CN202210332195.4A patent/CN114673982B/zh active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102374519A (zh) * | 2010-08-16 | 2012-03-14 | 爱默生过程管理电力和水解决方案公司 | 蒸汽温度的动态矩阵控制的动态整定 |
CN105180139A (zh) * | 2015-09-17 | 2015-12-23 | 苏州市江远热电有限责任公司 | 锅炉主蒸汽温度控制系统以及方法 |
CN106765052A (zh) * | 2016-11-21 | 2017-05-31 | 华北电力大学(保定) | 一种电站锅炉蒸汽温度的智能计算预测控制方法 |
CN113359425A (zh) * | 2021-07-06 | 2021-09-07 | 浙江浙能技术研究院有限公司 | 一种基于lstm神经网络pid优化的火电厂锅炉主汽温智能控制系统 |
Non-Patent Citations (3)
Title |
---|
《基于混合优化算法的关节臂式测量机参数标定》;章家岩等;重庆大学学报;第44卷(第8期);151-152 * |
《过热汽温模糊神经网络预测控制器的设计》;荣雅君等;中国电机工程学报;第23卷(第1期);178 * |
荣雅君等.《过热汽温模糊神经网络预测控制器的设计》.中国电机工程学报 .2003,第23卷(第1期),178. * |
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