CN108445756A - 基于ar支配关系的铝电解节能减排智能控制方法 - Google Patents
基于ar支配关系的铝电解节能减排智能控制方法 Download PDFInfo
- Publication number
- CN108445756A CN108445756A CN201810192955.XA CN201810192955A CN108445756A CN 108445756 A CN108445756 A CN 108445756A CN 201810192955 A CN201810192955 A CN 201810192955A CN 108445756 A CN108445756 A CN 108445756A
- Authority
- CN
- China
- Prior art keywords
- particle
- aluminium
- preference
- layer
- hidden layer
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 229910052782 aluminium Inorganic materials 0.000 title claims abstract description 90
- XAGFODPZIPBFFR-UHFFFAOYSA-N aluminium Chemical compound [Al] XAGFODPZIPBFFR-UHFFFAOYSA-N 0.000 title claims abstract description 77
- 239000004411 aluminium Substances 0.000 title claims abstract description 71
- 238000000034 method Methods 0.000 title claims abstract description 40
- 239000002245 particle Substances 0.000 claims abstract description 51
- 238000005265 energy consumption Methods 0.000 claims abstract description 31
- 238000004519 manufacturing process Methods 0.000 claims abstract description 25
- 238000004422 calculation algorithm Methods 0.000 claims abstract description 20
- 238000013528 artificial neural network Methods 0.000 claims abstract description 16
- 230000000306 recurrent effect Effects 0.000 claims abstract description 15
- 230000006870 function Effects 0.000 claims description 51
- 210000002569 neuron Anatomy 0.000 claims description 38
- 210000004027 cell Anatomy 0.000 claims description 16
- 238000012549 training Methods 0.000 claims description 16
- AZDRQVAHHNSJOQ-UHFFFAOYSA-N alumane Chemical compound [AlH3] AZDRQVAHHNSJOQ-UHFFFAOYSA-N 0.000 claims description 13
- 230000005540 biological transmission Effects 0.000 claims description 11
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 4
- 230000000052 comparative effect Effects 0.000 claims description 3
- 230000005611 electricity Effects 0.000 claims description 3
- 239000003792 electrolyte Substances 0.000 claims description 3
- 230000007246 mechanism Effects 0.000 claims description 3
- 238000009790 rate-determining step (RDS) Methods 0.000 claims description 3
- 230000008929 regeneration Effects 0.000 claims description 3
- 238000011069 regeneration method Methods 0.000 claims description 3
- 238000010845 search algorithm Methods 0.000 claims description 3
- 230000009897 systematic effect Effects 0.000 claims description 3
- 210000005036 nerve Anatomy 0.000 claims 2
- 238000012217 deletion Methods 0.000 claims 1
- 230000037430 deletion Effects 0.000 claims 1
- 238000005868 electrolysis reaction Methods 0.000 abstract description 14
- 230000008569 process Effects 0.000 abstract description 12
- 239000005431 greenhouse gas Substances 0.000 abstract description 3
- 238000005457 optimization Methods 0.000 description 6
- TXEYQDLBPFQVAA-UHFFFAOYSA-N tetrafluoromethane Chemical compound FC(F)(F)F TXEYQDLBPFQVAA-UHFFFAOYSA-N 0.000 description 5
- 238000004364 calculation method Methods 0.000 description 4
- 230000000694 effects Effects 0.000 description 2
- 230000009467 reduction Effects 0.000 description 2
- 241000208340 Araliaceae Species 0.000 description 1
- 241001269238 Data Species 0.000 description 1
- 235000005035 Panax pseudoginseng ssp. pseudoginseng Nutrition 0.000 description 1
- 235000003140 Panax quinquefolius Nutrition 0.000 description 1
- 230000003044 adaptive effect Effects 0.000 description 1
- 238000004458 analytical method Methods 0.000 description 1
- 230000008859 change Effects 0.000 description 1
- 238000005094 computer simulation Methods 0.000 description 1
- 230000008878 coupling Effects 0.000 description 1
- 238000010168 coupling process Methods 0.000 description 1
- 238000005859 coupling reaction Methods 0.000 description 1
- 125000004122 cyclic group Chemical group 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 230000010429 evolutionary process Effects 0.000 description 1
- 235000008434 ginseng Nutrition 0.000 description 1
- 238000009776 industrial production Methods 0.000 description 1
- 238000013507 mapping Methods 0.000 description 1
- 238000005259 measurement Methods 0.000 description 1
- 238000003062 neural network model Methods 0.000 description 1
- 230000001568 sexual effect Effects 0.000 description 1
- 238000012360 testing method Methods 0.000 description 1
- 230000032258 transport Effects 0.000 description 1
Classifications
-
- 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
-
- 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
- Y02P80/00—Climate change mitigation technologies for sector-wide applications
- Y02P80/10—Efficient use of energy, e.g. using compressed air or pressurized fluid as energy carrier
Abstract
Description
样本编号 | 1 | 2 | 3 | 4 | …… |
x1 | 1683 | 1682 | 1686 | 1746 | …… |
x2 | 624 | 716 | 625 | 743 | …… |
x3 | 2.52 | 2.52 | 2.51 | 2.46 | …… |
x4 | 1234 | 1230 | 1234 | 1235 | …… |
x5 | 18.5 | 16.5 | 17.5 | 20 | …… |
x6 | 14 | 14 | 15 | 16 | …… |
x7 | 942 | 938 | 946 | 942 | …… |
y1 | 94.65 | 94.66 | 94.43 | 93.22 | …… |
y2 | 3721 | 3720 | 3725 | 3717 | …… |
y3 | 4.25 | 4.84 | 4.01 | 4.15 | …… |
y4 | 12354.3 | 12316.4 | 12283.1 | 12747.2 | …… |
目标函数 | 电流效率 | 槽电压 | 全氟化物排放量 | 吨铝能耗 |
迭代次数 | 1000 | 1000 | 1000 | 1000 |
隐含层传递函数 | Tansig | Logsig | Logsig | Tansig |
输出层传递函数 | Purelin | Purlin | Purelin | Purelin |
隐含层节点数 | 13 | 12 | 12 | 13 |
y1 | y2 | y3 | y4 | x1 | x2 | x3 | x4 | x5 | x6 | x7 |
99.14 | 3635 | 3.65 | 10835.15 | 1649 | 628 | 2.54 | 1210 | 16.5 | 14.5 | 942 |
98.13 | 3682 | 3.59 | 11527.21 | 1652 | 626 | 2.38 | 1200 | 17.5 | 15 | 925 |
95.37 | 3602 | 3.68 | 10478.32 | 1674 | 617 | 2.47 | 1095 | 17.5 | 15.5 | 935 |
Claims (7)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201810192955.XA CN108445756B (zh) | 2018-03-09 | 2018-03-09 | 基于ar支配关系的铝电解节能减排智能控制方法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201810192955.XA CN108445756B (zh) | 2018-03-09 | 2018-03-09 | 基于ar支配关系的铝电解节能减排智能控制方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN108445756A true CN108445756A (zh) | 2018-08-24 |
CN108445756B CN108445756B (zh) | 2020-10-09 |
Family
ID=63193899
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201810192955.XA Active CN108445756B (zh) | 2018-03-09 | 2018-03-09 | 基于ar支配关系的铝电解节能减排智能控制方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN108445756B (zh) |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110232481A (zh) * | 2019-06-17 | 2019-09-13 | 重庆仲澜科技有限公司 | 基于mqpso的天然气管网多目标优化调度方法 |
CN112501655A (zh) * | 2020-11-17 | 2021-03-16 | 湖南力得尔智能科技股份有限公司 | 一种铝电解生产数字化智能管控平台 |
CN113780672A (zh) * | 2021-09-17 | 2021-12-10 | 北京恒泰能联科技发展有限公司 | 基于大数据人工智能的电解槽参数优化方法和系统 |
CN117691880A (zh) * | 2024-02-03 | 2024-03-12 | 西门子能源电气设备(常州)有限公司 | 一种高效率低谐波的电解整流设备及控制方法 |
CN117691880B (zh) * | 2024-02-03 | 2024-05-10 | 西门子能源电气设备(常州)有限公司 | 一种高效率低谐波的电解整流设备及控制方法 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH10314833A (ja) * | 1997-05-14 | 1998-12-02 | Nippon Light Metal Co Ltd | 直接押出成形用プレスにおけるコンテナシール力制御方法 |
CN105282746A (zh) * | 2015-09-11 | 2016-01-27 | 华东交通大学 | 基于嵌入式粒子群博弈的认知无线网络频谱分配方法 |
CN105447567A (zh) * | 2015-11-06 | 2016-03-30 | 重庆科技学院 | 基于bp神经网络与mpso算法的铝电解节能减排控制方法 |
CN107067149A (zh) * | 2017-01-24 | 2017-08-18 | 国网福建省电力有限公司 | 一种评估调峰约束下电网购电组合收益及风险的方法 |
-
2018
- 2018-03-09 CN CN201810192955.XA patent/CN108445756B/zh active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH10314833A (ja) * | 1997-05-14 | 1998-12-02 | Nippon Light Metal Co Ltd | 直接押出成形用プレスにおけるコンテナシール力制御方法 |
CN105282746A (zh) * | 2015-09-11 | 2016-01-27 | 华东交通大学 | 基于嵌入式粒子群博弈的认知无线网络频谱分配方法 |
CN105447567A (zh) * | 2015-11-06 | 2016-03-30 | 重庆科技学院 | 基于bp神经网络与mpso算法的铝电解节能减排控制方法 |
CN107067149A (zh) * | 2017-01-24 | 2017-08-18 | 国网福建省电力有限公司 | 一种评估调峰约束下电网购电组合收益及风险的方法 |
Non-Patent Citations (5)
Title |
---|
JUN YI 等: "ar-MOEA A Novel Preference-Based Dominance Relation for Evolutionary Multiobjective Optimization", 《IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION》 * |
JUN YI 等: "Operating Parameters Optimization for the Aluminum Electrolysis Process Using an Improved Quantum-Behaved Particle Swarm Algorithm", 《IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS》 * |
TIANYU LIU 等: "A new quantum-behaved particle swarm optimization based on cultural evolution mechanism for multiobjective problems", 《KNOWLEDGE-BASED SYSTEMS》 * |
易军 等: "基于拥挤距离排序的铝电解多目标优化", 《仪器仪表学报》 * |
白竣仁 等: "面向反应再生过程的量子粒子群多目标优化", 《化工学报》 * |
Cited By (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110232481A (zh) * | 2019-06-17 | 2019-09-13 | 重庆仲澜科技有限公司 | 基于mqpso的天然气管网多目标优化调度方法 |
CN110232481B (zh) * | 2019-06-17 | 2023-02-14 | 重庆仲澜科技有限公司 | 基于mqpso的天然气管网多目标优化调度方法 |
CN112501655A (zh) * | 2020-11-17 | 2021-03-16 | 湖南力得尔智能科技股份有限公司 | 一种铝电解生产数字化智能管控平台 |
CN113780672A (zh) * | 2021-09-17 | 2021-12-10 | 北京恒泰能联科技发展有限公司 | 基于大数据人工智能的电解槽参数优化方法和系统 |
CN113780672B (zh) * | 2021-09-17 | 2023-09-05 | 北京恒泰能联科技发展有限公司 | 基于大数据人工智能的电解槽参数优化方法和系统 |
CN117691880A (zh) * | 2024-02-03 | 2024-03-12 | 西门子能源电气设备(常州)有限公司 | 一种高效率低谐波的电解整流设备及控制方法 |
CN117691880B (zh) * | 2024-02-03 | 2024-05-10 | 西门子能源电气设备(常州)有限公司 | 一种高效率低谐波的电解整流设备及控制方法 |
Also Published As
Publication number | Publication date |
---|---|
CN108445756B (zh) | 2020-10-09 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN109085752A (zh) | 基于角度支配关系的铝电解偏好多目标优化算法 | |
CN108846526A (zh) | 一种二氧化碳排放量预测方法 | |
Liao | Hybrid improved differential evolution and wavelet neural network with load forecasting problem of air conditioning | |
CN105447567B (zh) | 基于bp神经网络与mpso算法的铝电解节能减排控制方法 | |
CN109146121A (zh) | 基于pso-bp模型的停限产情况下的电量预测方法 | |
CN108445756A (zh) | 基于ar支配关系的铝电解节能减排智能控制方法 | |
CN105302973A (zh) | 基于moea/d算法的铝电解生产优化方法 | |
CN109242188B (zh) | 一种钢铁煤气系统长期区间预测及其结构学习方法 | |
CN105321000B (zh) | 基于bp神经网络与mobfoa算法的铝电解工艺参数优化方法 | |
CN110472840B (zh) | 一种基于神经网络技术的农业水利调度方法及系统 | |
CN105404926A (zh) | 基于bp神经网络与mbfo算法的铝电解生产工艺优化方法 | |
CN105404142B (zh) | 基于bp神经网络与mbfo算法的铝电解多参数控制方法 | |
Li et al. | Prediction of grain yield in Henan Province based on grey BP neural network model | |
CN105426959B (zh) | 基于bp神经网络与自适应mbfo算法的铝电解节能减排方法 | |
CN111832817A (zh) | 基于mcp罚函数的小世界回声状态网络时间序列预测方法 | |
CN113313322B (zh) | Moea/d挤压工艺参数多目标优化方法及装置 | |
CN111626539A (zh) | 一种基于q强化学习的电网运行断面动态生成方法 | |
CN109086469A (zh) | 基于递归神经网络与偏好信息的铝电解建模与优化方法 | |
CN105302976A (zh) | 基于spea2算法的铝电解生产优化方法 | |
CN105334824A (zh) | 基于nsga-ⅱ算法的铝电解生产优化方法 | |
CN108363303A (zh) | 基于ar偏好信息的差分进化铝电解多目标优化方法 | |
CN109100995A (zh) | 基于决策者偏好信息的铝电解节能减排优化方法 | |
CN113128666A (zh) | 基于Mo-S-LSTMs模型的时间序列多步预测方法 | |
CN113449912B (zh) | 一种基于人工智能技术的空间负荷态势感知方法 | |
CN108984813A (zh) | 基于递归神经网络与角度偏好的铝电解建模与优化方法 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20180824 Assignee: Chongqing Qinlang Technology Co.,Ltd. Assignor: Chongqing University of Science & Technology Contract record no.: X2023980050332 Denomination of invention: Intelligent Control Method for Energy Conservation and Emission Reduction in Aluminum Electrolysis Based on AR Dominance Relationship Granted publication date: 20201009 License type: Common License Record date: 20231206 |
|
EE01 | Entry into force of recordation of patent licensing contract | ||
EE01 | Entry into force of recordation of patent licensing contract | ||
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20180824 Assignee: Guangxi Chunmeng Intelligent Technology Co.,Ltd. Assignor: Chongqing University of Science & Technology Contract record no.: X2023980053984 Denomination of invention: Intelligent Control Method for Energy Conservation and Emission Reduction in Aluminum Electrolysis Based on AR Dominance Relationship Granted publication date: 20201009 License type: Common License Record date: 20231227 |
|
EE01 | Entry into force of recordation of patent licensing contract | ||
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20180824 Assignee: Foshan shangxiaoyun Technology Co.,Ltd. Assignor: Chongqing University of Science & Technology Contract record no.: X2024980003005 Denomination of invention: Intelligent Control Method for Energy Conservation and Emission Reduction in Aluminum Electrolysis Based on AR Dominance Relationship Granted publication date: 20201009 License type: Common License Record date: 20240322 Application publication date: 20180824 Assignee: FOSHAN YAOYE TECHNOLOGY Co.,Ltd. Assignor: Chongqing University of Science & Technology Contract record no.: X2024980003003 Denomination of invention: Intelligent Control Method for Energy Conservation and Emission Reduction in Aluminum Electrolysis Based on AR Dominance Relationship Granted publication date: 20201009 License type: Common License Record date: 20240322 Application publication date: 20180824 Assignee: Foshan helixing Technology Co.,Ltd. Assignor: Chongqing University of Science & Technology Contract record no.: X2024980003002 Denomination of invention: Intelligent Control Method for Energy Conservation and Emission Reduction in Aluminum Electrolysis Based on AR Dominance Relationship Granted publication date: 20201009 License type: Common License Record date: 20240322 |
|
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20180824 Assignee: Foshan qianshun Technology Co.,Ltd. Assignor: Chongqing University of Science & Technology Contract record no.: X2024980004523 Denomination of invention: Intelligent Control Method for Energy Conservation and Emission Reduction in Aluminum Electrolysis Based on AR Dominance Relationship Granted publication date: 20201009 License type: Common License Record date: 20240419 |