CN116560428A - 基于lmbp神经网络的禽舍温度预测控制***及控制方法 - Google Patents
基于lmbp神经网络的禽舍温度预测控制***及控制方法 Download PDFInfo
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- CN116560428A CN116560428A CN202310693737.5A CN202310693737A CN116560428A CN 116560428 A CN116560428 A CN 116560428A CN 202310693737 A CN202310693737 A CN 202310693737A CN 116560428 A CN116560428 A CN 116560428A
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- 244000144977 poultry Species 0.000 title claims abstract description 203
- 238000013528 artificial neural network Methods 0.000 title claims abstract description 56
- 238000000034 method Methods 0.000 title claims abstract description 43
- 238000012549 training Methods 0.000 claims abstract description 57
- 238000004422 calculation algorithm Methods 0.000 claims abstract description 24
- 238000003062 neural network model Methods 0.000 claims abstract description 10
- 230000007613 environmental effect Effects 0.000 claims abstract description 8
- 238000010438 heat treatment Methods 0.000 claims description 17
- 238000009423 ventilation Methods 0.000 claims description 16
- 230000000694 effects Effects 0.000 claims description 14
- 230000008569 process Effects 0.000 claims description 13
- 238000005096 rolling process Methods 0.000 claims description 8
- 238000012360 testing method Methods 0.000 claims description 7
- 230000000737 periodic effect Effects 0.000 claims description 2
- 230000000977 initiatory effect Effects 0.000 claims 1
- 235000013594 poultry meat Nutrition 0.000 description 151
- 239000011159 matrix material Substances 0.000 description 12
- 238000010606 normalization Methods 0.000 description 10
- 230000008859 change Effects 0.000 description 8
- 238000012937 correction Methods 0.000 description 6
- 238000010586 diagram Methods 0.000 description 6
- 230000006870 function Effects 0.000 description 6
- 210000002569 neuron Anatomy 0.000 description 6
- 238000011156 evaluation Methods 0.000 description 4
- 238000013507 mapping Methods 0.000 description 3
- 238000012986 modification Methods 0.000 description 3
- 230000004048 modification Effects 0.000 description 3
- 230000009286 beneficial effect Effects 0.000 description 2
- 230000008901 benefit Effects 0.000 description 2
- 230000001276 controlling effect Effects 0.000 description 2
- 238000005265 energy consumption Methods 0.000 description 2
- 238000002474 experimental method Methods 0.000 description 2
- 235000013372 meat Nutrition 0.000 description 2
- 230000007246 mechanism Effects 0.000 description 2
- 238000012545 processing Methods 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 238000006467 substitution reaction Methods 0.000 description 2
- 238000010998 test method Methods 0.000 description 2
- 241000287828 Gallus gallus Species 0.000 description 1
- 241001197082 Knodus beta Species 0.000 description 1
- 238000012897 Levenberg–Marquardt algorithm Methods 0.000 description 1
- 235000013330 chicken meat Nutrition 0.000 description 1
- 230000008645 cold stress Effects 0.000 description 1
- 230000003247 decreasing effect Effects 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000001514 detection method Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000011478 gradient descent method Methods 0.000 description 1
- 230000008642 heat stress Effects 0.000 description 1
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- 238000004519 manufacturing process Methods 0.000 description 1
- 238000013450 outlier detection Methods 0.000 description 1
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- 230000009467 reduction Effects 0.000 description 1
- 230000001105 regulatory effect Effects 0.000 description 1
- 238000010079 rubber tapping Methods 0.000 description 1
- 230000001932 seasonal effect Effects 0.000 description 1
- 238000007619 statistical method Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
- G05D23/00—Control of temperature
- G05D23/19—Control of temperature characterised by the use of electric means
- G05D23/20—Control of temperature characterised by the use of electric means with sensing elements having variation of electric or magnetic properties with change of temperature
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A40/00—Adaptation technologies in agriculture, forestry, livestock or agroalimentary production
- Y02A40/70—Adaptation technologies in agriculture, forestry, livestock or agroalimentary production in livestock or poultry
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- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Automation & Control Theory (AREA)
- Housing For Livestock And Birds (AREA)
Abstract
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CN202310693737.5A CN116560428A (zh) | 2023-06-13 | 2023-06-13 | 基于lmbp神经网络的禽舍温度预测控制***及控制方法 |
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CN202310693737.5A CN116560428A (zh) | 2023-06-13 | 2023-06-13 | 基于lmbp神经网络的禽舍温度预测控制***及控制方法 |
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CN116560428A true CN116560428A (zh) | 2023-08-08 |
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CN202310693737.5A Pending CN116560428A (zh) | 2023-06-13 | 2023-06-13 | 基于lmbp神经网络的禽舍温度预测控制***及控制方法 |
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Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN117784849A (zh) * | 2024-02-27 | 2024-03-29 | 泰安德图自动化仪器有限公司 | 一种基于人工智能的制冷恒温槽自动控制*** |
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2023
- 2023-06-13 CN CN202310693737.5A patent/CN116560428A/zh active Pending
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN117784849A (zh) * | 2024-02-27 | 2024-03-29 | 泰安德图自动化仪器有限公司 | 一种基于人工智能的制冷恒温槽自动控制*** |
CN117784849B (zh) * | 2024-02-27 | 2024-05-07 | 泰安德图自动化仪器有限公司 | 一种基于人工智能的制冷恒温槽自动控制*** |
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Inventor after: Zhong Ningfan Inventor after: He Kaixun Inventor after: Gao Luning Inventor after: Cao Pengfei Inventor after: Zhang Ji Inventor after: Jin Xin Inventor before: Zhong Ningfan Inventor before: He Kaixun Inventor before: Gao Luning Inventor before: Cao Pengfei Inventor before: Zhang Yi Inventor before: Jin Xin |
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