GB2608476B - Intelligent parallel pumping system and optimal regulating method thereof - Google Patents

Intelligent parallel pumping system and optimal regulating method thereof Download PDF

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Publication number
GB2608476B
GB2608476B GB2116859.6A GB202116859A GB2608476B GB 2608476 B GB2608476 B GB 2608476B GB 202116859 A GB202116859 A GB 202116859A GB 2608476 B GB2608476 B GB 2608476B
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United Kingdom
Prior art keywords
pumping system
regulating method
parallel pumping
intelligent parallel
optimal regulating
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GB202116859D0 (en
GB2608476A (en
Inventor
Wenjie Wang
Xiaobo Gong
Ji Pei
Shouqi Yuan
Xing Cheng Gan
Qifan Deng
Chenying Zhang
Jinfeng Zhang
Jianping Yuan
Yanjun Li
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Jiangsu University
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Jiangsu University
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Publication of GB2608476A publication Critical patent/GB2608476A/en
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Classifications

    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F04—POSITIVE - DISPLACEMENT MACHINES FOR LIQUIDS; PUMPS FOR LIQUIDS OR ELASTIC FLUIDS
    • F04D—NON-POSITIVE-DISPLACEMENT PUMPS
    • F04D15/00—Control, e.g. regulation, of pumps, pumping installations or systems
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F04—POSITIVE - DISPLACEMENT MACHINES FOR LIQUIDS; PUMPS FOR LIQUIDS OR ELASTIC FLUIDS
    • F04D—NON-POSITIVE-DISPLACEMENT PUMPS
    • F04D15/00—Control, e.g. regulation, of pumps, pumping installations or systems
    • F04D15/02—Stopping of pumps, or operating valves, on occurrence of unwanted conditions
    • F04D15/029—Stopping of pumps, or operating valves, on occurrence of unwanted conditions for pumps operating in parallel
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F04—POSITIVE - DISPLACEMENT MACHINES FOR LIQUIDS; PUMPS FOR LIQUIDS OR ELASTIC FLUIDS
    • F04D—NON-POSITIVE-DISPLACEMENT PUMPS
    • F04D13/00—Pumping installations or systems
    • F04D13/12—Combinations of two or more pumps
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F04—POSITIVE - DISPLACEMENT MACHINES FOR LIQUIDS; PUMPS FOR LIQUIDS OR ELASTIC FLUIDS
    • F04D—NON-POSITIVE-DISPLACEMENT PUMPS
    • F04D15/00—Control, e.g. regulation, of pumps, pumping installations or systems
    • F04D15/0066—Control, e.g. regulation, of pumps, pumping installations or systems by changing the speed, e.g. of the driving engine
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F04—POSITIVE - DISPLACEMENT MACHINES FOR LIQUIDS; PUMPS FOR LIQUIDS OR ELASTIC FLUIDS
    • F04D—NON-POSITIVE-DISPLACEMENT PUMPS
    • F04D15/00—Control, e.g. regulation, of pumps, pumping installations or systems
    • F04D15/0088—Testing machines
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F04—POSITIVE - DISPLACEMENT MACHINES FOR LIQUIDS; PUMPS FOR LIQUIDS OR ELASTIC FLUIDS
    • F04D—NON-POSITIVE-DISPLACEMENT PUMPS
    • F04D25/00—Pumping installations or systems
    • F04D25/16—Combinations of two or more pumps ; Producing two or more separate gas flows
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F04—POSITIVE - DISPLACEMENT MACHINES FOR LIQUIDS; PUMPS FOR LIQUIDS OR ELASTIC FLUIDS
    • F04D—NON-POSITIVE-DISPLACEMENT PUMPS
    • F04D29/00—Details, component parts, or accessories
    • F04D29/66—Combating cavitation, whirls, noise, vibration or the like; Balancing
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation
    • G06F30/27—Design optimisation, verification or simulation using machine learning, e.g. artificial intelligence, neural networks, support vector machines [SVM] or training a model
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/004—Artificial life, i.e. computing arrangements simulating life
    • G06N3/006—Artificial life, i.e. computing arrangements simulating life based on simulated virtual individual or collective life forms, e.g. social simulations or particle swarm optimisation [PSO]
    • 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
    • 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
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • 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
    • G06N3/08—Learning methods
    • G06N3/0985—Hyperparameter optimisation; Meta-learning; Learning-to-learn
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
    • F05D2260/00—Function
    • F05D2260/96—Preventing, counteracting or reducing vibration or noise
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
    • F05D2270/00—Control
    • F05D2270/01—Purpose of the control system
    • F05D2270/20—Purpose of the control system to optimize the performance of a machine
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
    • F05D2270/00—Control
    • F05D2270/30—Control parameters, e.g. input parameters
    • F05D2270/301—Pressure
    • F05D2270/3011—Inlet pressure
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
    • F05D2270/00—Control
    • F05D2270/30—Control parameters, e.g. input parameters
    • F05D2270/301—Pressure
    • F05D2270/3013—Outlet pressure
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
    • F05D2270/00—Control
    • F05D2270/30—Control parameters, e.g. input parameters
    • F05D2270/306—Mass flow
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
    • F05D2270/00—Control
    • F05D2270/30—Control parameters, e.g. input parameters
    • F05D2270/334—Vibration measurements
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
    • F05D2270/00—Control
    • F05D2270/80—Devices generating input signals, e.g. transducers, sensors, cameras or strain gauges
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2113/00—Details relating to the application field
    • G06F2113/08—Fluids
    • 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
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning

Landscapes

  • Engineering & Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Evolutionary Computation (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Geometry (AREA)
  • Computer Hardware Design (AREA)
  • Automation & Control Theory (AREA)
  • Control Of Non-Positive-Displacement Pumps (AREA)
  • Control Of Positive-Displacement Pumps (AREA)
GB2116859.6A 2021-06-29 2021-11-23 Intelligent parallel pumping system and optimal regulating method thereof Active GB2608476B (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202110723929.7A CN113236581B (en) 2021-06-29 2021-06-29 Intelligent parallel pump system and optimal adjustment method

Publications (3)

Publication Number Publication Date
GB202116859D0 GB202116859D0 (en) 2022-01-05
GB2608476A GB2608476A (en) 2023-01-04
GB2608476B true GB2608476B (en) 2023-07-19

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GB (1) GB2608476B (en)

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* Cited by examiner, † Cited by third party
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CN114738229B (en) * 2021-08-30 2022-12-16 江苏大学 Many pumps parallel system's governing system based on artificial intelligence
CN113685895B (en) * 2021-09-09 2022-06-21 西安建筑科技大学 Heat exchange station parallel water pump optimization control method and system under distributed architecture
CN114909707B (en) * 2022-04-24 2023-10-10 浙江英集动力科技有限公司 Heat supply secondary network regulation and control method based on intelligent balance device and reinforcement learning
CN114792071B (en) * 2022-05-18 2023-08-25 西安理工大学 Drainage pump station optimal scheduling method based on machine learning technology
CN115013862B (en) * 2022-06-01 2023-05-16 浙江英集动力科技有限公司 Autonomous optimal operation method of heating system based on jet pump and auxiliary circulating pump
CN115094977B (en) * 2022-08-09 2024-06-28 广西联环生态科技有限公司 Energy-saving self-adaptive pump station control method
CN115596653A (en) * 2022-09-21 2023-01-13 南通阳鸿石化储运有限公司（Cn） Intelligent management and control application technology for oil pump in chemical reservoir area
CN115982983B (en) * 2022-12-21 2024-06-04 西南石油大学 Method for optimizing carbon emission of crude oil pipeline
CN116050955B (en) * 2023-03-31 2023-07-28 杭州百子尖科技股份有限公司 Digital twinning-based carbon dioxide emission statistics method, device and equipment
CN116044772B (en) * 2023-04-03 2023-07-04 四川省机械研究设计院(集团)有限公司 Skid-mounted centrifugal pump pumping system and operation control method thereof
CN116305700B (en) * 2023-05-18 2023-08-29 青岛研博数据信息技术有限公司 Water hammer evaluation and elimination model for long-distance water delivery pipe network
CN116663451B (en) * 2023-06-05 2024-05-03 广东岭秀科技有限公司 Energy-saving efficiency optimization method, system and control device for water supply system
CN116466591B (en) * 2023-06-13 2023-08-29 埃睿迪信息技术（北京）有限公司 Method and device for determining water supply strategy of water supply system
CN116699998B (en) * 2023-06-21 2024-02-13 广州和达水务科技股份有限公司 Unmanned on duty pressurization station control system based on AI algorithm
CN117085284B (en) * 2023-07-19 2024-04-05 国网辽宁省电力有限公司电力科学研究院 Pneumatic oil-discharging nitrogen-injecting fire-extinguishing parameter regulation and control method and system based on environment monitoring
CN117236159B (en) * 2023-08-08 2024-07-16 中国长江电力股份有限公司 Method for adjusting runout working condition of hydropower station unit based on radial basis function neural network model
CN116892505B (en) * 2023-09-11 2023-12-05 华夏天信智能物联股份有限公司 Intelligent underground pump station liquid supply control method and system
CN117968143B (en) * 2024-04-01 2024-06-04 陕西德联新能源有限公司 Energy-saving optimization method and system for heating system
CN118378494B (en) * 2024-06-25 2024-09-27 中国航空工业集团公司金城南京机电液压工程研究中心 Pipeline valve monitoring method and device based on automatic updating large model

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US20100031435A1 (en) * 2008-08-06 2010-02-11 Guy Lemire Bypass system to control liquid volume
WO2019121753A1 (en) * 2017-12-19 2019-06-27 KSB SE & Co. KGaA Multiple pump system and method for the operation thereof
US20210026334A1 (en) * 2019-07-22 2021-01-28 Rockwell Automation Technologies, Inc. Industrial control system with machine learning for compressors

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7539549B1 (en) * 1999-09-28 2009-05-26 Rockwell Automation Technologies, Inc. Motorized system integrated control and diagnostics using vibration, pressure, temperature, speed, and/or current analysis
US20100031435A1 (en) * 2008-08-06 2010-02-11 Guy Lemire Bypass system to control liquid volume
WO2019121753A1 (en) * 2017-12-19 2019-06-27 KSB SE & Co. KGaA Multiple pump system and method for the operation thereof
US20210026334A1 (en) * 2019-07-22 2021-01-28 Rockwell Automation Technologies, Inc. Industrial control system with machine learning for compressors

Also Published As

Publication number Publication date
CN113236581A (en) 2021-08-10
CN113236581B (en) 2022-02-22
GB202116859D0 (en) 2022-01-05
GB2608476A (en) 2023-01-04

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