CN114721270A - 一种砻谷碾米协同控制方法、装置及存储介质 - Google Patents
一种砻谷碾米协同控制方法、装置及存储介质 Download PDFInfo
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- CN114721270A CN114721270A CN202210377217.9A CN202210377217A CN114721270A CN 114721270 A CN114721270 A CN 114721270A CN 202210377217 A CN202210377217 A CN 202210377217A CN 114721270 A CN114721270 A CN 114721270A
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- rice
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- 235000007164 Oryza sativa Nutrition 0.000 title claims abstract description 451
- 235000009566 rice Nutrition 0.000 title claims abstract description 451
- 238000003801 milling Methods 0.000 title claims abstract description 144
- 238000000034 method Methods 0.000 title claims abstract description 90
- 238000003860 storage Methods 0.000 title claims abstract description 14
- 240000007594 Oryza sativa Species 0.000 title 1
- 241000209094 Oryza Species 0.000 claims abstract description 450
- 238000012545 processing Methods 0.000 claims abstract description 73
- 238000005265 energy consumption Methods 0.000 claims abstract description 65
- 238000013386 optimize process Methods 0.000 claims abstract description 55
- 230000008569 process Effects 0.000 claims abstract description 48
- 238000011897 real-time detection Methods 0.000 claims abstract description 33
- 238000013528 artificial neural network Methods 0.000 claims abstract description 29
- 230000009467 reduction Effects 0.000 claims abstract description 18
- 238000010801 machine learning Methods 0.000 claims abstract description 9
- 230000006870 function Effects 0.000 claims description 56
- 238000012549 training Methods 0.000 claims description 14
- 230000002068 genetic effect Effects 0.000 claims description 13
- 238000012360 testing method Methods 0.000 claims description 13
- 210000000349 chromosome Anatomy 0.000 claims description 12
- 238000007599 discharging Methods 0.000 claims description 11
- 238000005516 engineering process Methods 0.000 claims description 10
- 238000000227 grinding Methods 0.000 claims description 10
- 238000010606 normalization Methods 0.000 claims description 7
- 238000013467 fragmentation Methods 0.000 claims description 6
- 238000006062 fragmentation reaction Methods 0.000 claims description 6
- 235000013339 cereals Nutrition 0.000 claims description 5
- 239000010903 husk Substances 0.000 claims description 5
- 241001282160 Percopsis transmontana Species 0.000 claims description 4
- 238000004364 calculation method Methods 0.000 claims description 4
- 238000013178 mathematical model Methods 0.000 claims description 4
- 238000005096 rolling process Methods 0.000 claims description 4
- 230000002159 abnormal effect Effects 0.000 claims description 3
- 210000001161 mammalian embryo Anatomy 0.000 claims description 3
- 230000035772 mutation Effects 0.000 claims description 2
- 230000000694 effects Effects 0.000 description 8
- 230000008901 benefit Effects 0.000 description 4
- 238000003062 neural network model Methods 0.000 description 4
- 235000021329 brown rice Nutrition 0.000 description 3
- 238000004519 manufacturing process Methods 0.000 description 3
- 101100110009 Caenorhabditis elegans asd-2 gene Proteins 0.000 description 2
- 239000000463 material Substances 0.000 description 2
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 description 2
- 241000899793 Hypsophrys nicaraguensis Species 0.000 description 1
- 230000004075 alteration Effects 0.000 description 1
- 238000004140 cleaning Methods 0.000 description 1
- 238000013480 data collection Methods 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
- 235000015097 nutrients Nutrition 0.000 description 1
- 239000002245 particle Substances 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 230000002195 synergetic effect Effects 0.000 description 1
- 239000002699 waste material Substances 0.000 description 1
Images
Classifications
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B02—CRUSHING, PULVERISING, OR DISINTEGRATING; PREPARATORY TREATMENT OF GRAIN FOR MILLING
- B02B—PREPARING GRAIN FOR MILLING; REFINING GRANULAR FRUIT TO COMMERCIAL PRODUCTS BY WORKING THE SURFACE
- B02B5/00—Grain treatment not otherwise provided for
- B02B5/02—Combined processes
-
- 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
- G05B13/04—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
- G05B13/042—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators in which a parameter or coefficient is automatically adjusted to optimise the performance
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B02—CRUSHING, PULVERISING, OR DISINTEGRATING; PREPARATORY TREATMENT OF GRAIN FOR MILLING
- B02B—PREPARING GRAIN FOR MILLING; REFINING GRANULAR FRUIT TO COMMERCIAL PRODUCTS BY WORKING THE SURFACE
- B02B3/00—Hulling; Husking; Decorticating; Polishing; Removing the awns; Degerming
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B02—CRUSHING, PULVERISING, OR DISINTEGRATING; PREPARATORY TREATMENT OF GRAIN FOR MILLING
- B02B—PREPARING GRAIN FOR MILLING; REFINING GRANULAR FRUIT TO COMMERCIAL PRODUCTS BY WORKING THE SURFACE
- B02B7/00—Auxiliary devices
-
- 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
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/20—Administration of product repair or maintenance
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q99/00—Subject matter not provided for in other groups of this subclass
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B02—CRUSHING, PULVERISING, OR DISINTEGRATING; PREPARATORY TREATMENT OF GRAIN FOR MILLING
- B02B—PREPARING GRAIN FOR MILLING; REFINING GRANULAR FRUIT TO COMMERCIAL PRODUCTS BY WORKING THE SURFACE
- B02B7/00—Auxiliary devices
- B02B7/02—Feeding or discharging devices
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2111/00—Details relating to CAD techniques
- G06F2111/04—Constraint-based CAD
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2111/00—Details relating to CAD techniques
- G06F2111/06—Multi-objective optimisation, e.g. Pareto optimisation using simulated annealing [SA], ant colony algorithms or genetic algorithms [GA]
-
- 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
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P60/00—Technologies relating to agriculture, livestock or agroalimentary industries
- Y02P60/14—Measures for saving energy, e.g. in green houses
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- Engineering & Computer Science (AREA)
- Business, Economics & Management (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Human Resources & Organizations (AREA)
- General Business, Economics & Management (AREA)
- Evolutionary Computation (AREA)
- Operations Research (AREA)
- Economics (AREA)
- Strategic Management (AREA)
- Quality & Reliability (AREA)
- Marketing (AREA)
- Entrepreneurship & Innovation (AREA)
- Tourism & Hospitality (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Software Systems (AREA)
- Health & Medical Sciences (AREA)
- Automation & Control Theory (AREA)
- Computer Hardware Design (AREA)
- Geometry (AREA)
- General Engineering & Computer Science (AREA)
- Adjustment And Processing Of Grains (AREA)
Abstract
Description
编号 | 品种 | 水分含量 | 蛋白质含量 | 长宽比 |
3245 | 星2号 | 12.28% | 8.24% | 3.24 |
Claims (10)
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
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CN202210377217.9A CN114721270B (zh) | 2022-04-11 | 2022-04-11 | 一种砻谷碾米协同控制方法、装置及存储介质 |
US18/083,460 US20230321664A1 (en) | 2022-04-11 | 2022-12-16 | Method and device for cooperative control of rice hulling and rice polishing, and storage medium |
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CN202210377217.9A CN114721270B (zh) | 2022-04-11 | 2022-04-11 | 一种砻谷碾米协同控制方法、装置及存储介质 |
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CN114721270A true CN114721270A (zh) | 2022-07-08 |
CN114721270B CN114721270B (zh) | 2022-11-01 |
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CN (1) | CN114721270B (zh) |
Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH01164453A (ja) * | 1987-12-17 | 1989-06-28 | Tiger Kawashima Co Ltd | 穀類処理装置 |
WO2018016597A1 (ja) * | 2016-07-22 | 2018-01-25 | 株式会社サタケ | 穀物処理施設の運転補助システム |
CN108927243A (zh) * | 2018-09-20 | 2018-12-04 | 长沙荣业软件有限公司 | 一种碾米机及大米加工碾米工序分布式协同智能控制方法 |
CN110782025A (zh) * | 2019-12-31 | 2020-02-11 | 长沙荣业智能制造有限公司 | 一种稻米加工在线工艺检测方法 |
CN111337450A (zh) * | 2020-03-16 | 2020-06-26 | 中国科学院合肥物质科学研究院 | 一种大米加工精度等级的快速无损判定方法及装置 |
CN113298537A (zh) * | 2021-04-30 | 2021-08-24 | 华中农业大学 | 基于物联网的稻米全链条质量信息智能检测系统及方法 |
CN113365731A (zh) * | 2019-02-08 | 2021-09-07 | 株式会社佐竹 | 用于碾磨设备的运转辅助装置、以及碾磨设备 |
US20220012519A1 (en) * | 2019-03-19 | 2022-01-13 | Bühler AG | Industrialized system for rice grain recognition and method thereof |
CN114160234A (zh) * | 2021-11-17 | 2022-03-11 | 长沙荣业软件有限公司 | 碾米生产工艺控制方法及米珍生产线 |
-
2022
- 2022-04-11 CN CN202210377217.9A patent/CN114721270B/zh active Active
- 2022-12-16 US US18/083,460 patent/US20230321664A1/en active Pending
Patent Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH01164453A (ja) * | 1987-12-17 | 1989-06-28 | Tiger Kawashima Co Ltd | 穀類処理装置 |
WO2018016597A1 (ja) * | 2016-07-22 | 2018-01-25 | 株式会社サタケ | 穀物処理施設の運転補助システム |
CN108927243A (zh) * | 2018-09-20 | 2018-12-04 | 长沙荣业软件有限公司 | 一种碾米机及大米加工碾米工序分布式协同智能控制方法 |
CN113365731A (zh) * | 2019-02-08 | 2021-09-07 | 株式会社佐竹 | 用于碾磨设备的运转辅助装置、以及碾磨设备 |
US20220012519A1 (en) * | 2019-03-19 | 2022-01-13 | Bühler AG | Industrialized system for rice grain recognition and method thereof |
CN110782025A (zh) * | 2019-12-31 | 2020-02-11 | 长沙荣业智能制造有限公司 | 一种稻米加工在线工艺检测方法 |
CN111337450A (zh) * | 2020-03-16 | 2020-06-26 | 中国科学院合肥物质科学研究院 | 一种大米加工精度等级的快速无损判定方法及装置 |
CN113298537A (zh) * | 2021-04-30 | 2021-08-24 | 华中农业大学 | 基于物联网的稻米全链条质量信息智能检测系统及方法 |
CN114160234A (zh) * | 2021-11-17 | 2022-03-11 | 长沙荣业软件有限公司 | 碾米生产工艺控制方法及米珍生产线 |
Non-Patent Citations (5)
Title |
---|
徐润琪等: "降低杂交稻谷加工破碎率途径的研究Ⅱ 碾米条件下的碎米率结合砻谷条件的综合分析", 《中国粮油学报》 * |
李路等: "基于近红外漫反射光谱的稻谷谷壳率和整精米率预测", 《食品与发酵工业》 * |
蒋志荣等: "水稻加工在线工艺检测", 《粮食加工》 * |
陈建伟等: "基于机器视觉技术的大米品质检测综述", 《粮食与食品工业》 * |
黄文雄等: "基于大数据的碾米机精准制造策略探讨", 《粮食与食品工业》 * |
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CN114721270B (zh) | 2022-11-01 |
US20230321664A1 (en) | 2023-10-12 |
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Application publication date: 20220708 Assignee: HUNAN CHENZHOU GRAIN & OIL MACHINERY Co.,Ltd. Assignor: CENTRAL SOUTH University OF FORESTRY AND TECHNOLOGY Contract record no.: X2023980034486 Denomination of invention: A collaborative control method, device, and storage medium for rice hulling and milling Granted publication date: 20221101 License type: Common License Record date: 20230406 |
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Application publication date: 20220708 Assignee: Hunan Zhunong Rice Industry Co.,Ltd. Assignor: CENTRAL SOUTH University OF FORESTRY AND TECHNOLOGY Contract record no.: X2023980034719 Denomination of invention: A collaborative control method, device, and storage medium for rice hulling and milling Granted publication date: 20221101 License type: Common License Record date: 20230417 |