CN114365413A - 一种温度的预测方法以及装置 - Google Patents
一种温度的预测方法以及装置 Download PDFInfo
- Publication number
- CN114365413A CN114365413A CN202080006687.3A CN202080006687A CN114365413A CN 114365413 A CN114365413 A CN 114365413A CN 202080006687 A CN202080006687 A CN 202080006687A CN 114365413 A CN114365413 A CN 114365413A
- Authority
- CN
- China
- Prior art keywords
- motor
- loss
- temperature
- current
- determining
- 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.)
- Pending
Links
- 238000000034 method Methods 0.000 title claims abstract description 75
- 238000004364 calculation method Methods 0.000 claims description 35
- 230000015654 memory Effects 0.000 claims description 35
- 229910000831 Steel Inorganic materials 0.000 claims description 17
- 239000010959 steel Substances 0.000 claims description 17
- 238000004458 analytical method Methods 0.000 claims description 16
- 238000003062 neural network model Methods 0.000 claims description 7
- 238000004590 computer program Methods 0.000 claims description 6
- 230000008569 process Effects 0.000 description 15
- 238000004891 communication Methods 0.000 description 11
- 238000012545 processing Methods 0.000 description 9
- 230000006870 function Effects 0.000 description 8
- 238000013461 design Methods 0.000 description 5
- 238000010586 diagram Methods 0.000 description 5
- 238000006243 chemical reaction Methods 0.000 description 4
- 238000012937 correction Methods 0.000 description 4
- 238000012986 modification Methods 0.000 description 4
- 230000004048 modification Effects 0.000 description 4
- 230000003068 static effect Effects 0.000 description 4
- 238000013528 artificial neural network Methods 0.000 description 3
- 230000008878 coupling Effects 0.000 description 3
- 238000010168 coupling process Methods 0.000 description 3
- 238000005859 coupling reaction Methods 0.000 description 3
- 238000004804 winding Methods 0.000 description 3
- 238000009825 accumulation Methods 0.000 description 2
- 230000000712 assembly Effects 0.000 description 2
- 238000000429 assembly Methods 0.000 description 2
- 210000004556 brain Anatomy 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 2
- 238000001816 cooling Methods 0.000 description 2
- 230000005347 demagnetization Effects 0.000 description 2
- 230000004907 flux Effects 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 238000013468 resource allocation Methods 0.000 description 2
- 239000004065 semiconductor Substances 0.000 description 2
- XEEYBQQBJWHFJM-UHFFFAOYSA-N Iron Chemical group [Fe] XEEYBQQBJWHFJM-UHFFFAOYSA-N 0.000 description 1
- WCUXLLCKKVVCTQ-UHFFFAOYSA-M Potassium chloride Chemical compound [Cl-].[K+] WCUXLLCKKVVCTQ-UHFFFAOYSA-M 0.000 description 1
- 238000003491 array Methods 0.000 description 1
- 239000003638 chemical reducing agent Substances 0.000 description 1
- 238000013500 data storage Methods 0.000 description 1
- 238000000354 decomposition reaction Methods 0.000 description 1
- 230000005674 electromagnetic induction Effects 0.000 description 1
- 230000014509 gene expression Effects 0.000 description 1
- 230000017525 heat dissipation Effects 0.000 description 1
- 230000010365 information processing Effects 0.000 description 1
- 238000010801 machine learning Methods 0.000 description 1
- 238000013178 mathematical model Methods 0.000 description 1
- 210000002569 neuron Anatomy 0.000 description 1
- 230000009467 reduction Effects 0.000 description 1
- 230000004044 response Effects 0.000 description 1
- 239000007787 solid Substances 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 230000001360 synchronised effect Effects 0.000 description 1
Images
Classifications
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P29/00—Arrangements for regulating or controlling electric motors, appropriate for both AC and DC motors
- H02P29/60—Controlling or determining the temperature of the motor or of the drive
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P21/00—Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
- H02P21/14—Estimation or adaptation of machine parameters, e.g. flux, current or voltage
-
- 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
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P23/00—Arrangements or methods for the control of AC motors characterised by a control method other than vector control
- H02P23/14—Estimation or adaptation of motor parameters, e.g. rotor time constant, flux, speed, current or voltage
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2119/00—Details relating to the type or aim of the analysis or the optimisation
- G06F2119/08—Thermal analysis or thermal optimisation
Landscapes
- Engineering & Computer Science (AREA)
- Power Engineering (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- Software Systems (AREA)
- Medical Informatics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Computer Hardware Design (AREA)
- Geometry (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Artificial Intelligence (AREA)
- Control Of Electric Motors In General (AREA)
- Control Of Ac Motors In General (AREA)
Abstract
Description
Claims (23)
- PCT国内申请,权利要求书已公开。
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
PCT/CN2020/105791 WO2022021210A1 (zh) | 2020-07-30 | 2020-07-30 | 一种温度的预测方法以及装置 |
Publications (1)
Publication Number | Publication Date |
---|---|
CN114365413A true CN114365413A (zh) | 2022-04-15 |
Family
ID=80036895
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202080006687.3A Pending CN114365413A (zh) | 2020-07-30 | 2020-07-30 | 一种温度的预测方法以及装置 |
Country Status (4)
Country | Link |
---|---|
US (1) | US20230179131A1 (zh) |
EP (1) | EP4184785A4 (zh) |
CN (1) | CN114365413A (zh) |
WO (1) | WO2022021210A1 (zh) |
Families Citing this family (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN117277917B (zh) * | 2023-11-21 | 2024-01-26 | 潍坊顺宝电机有限公司 | 一种高速磁悬浮永磁电机的温度监控方法及系统 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2004056979A (ja) * | 2002-07-24 | 2004-02-19 | Nissan Motor Co Ltd | モーター制御装置 |
US20110050141A1 (en) * | 2009-08-31 | 2011-03-03 | Gm Global Technology Operations, Inc. | Electric motor stator winding temperature estimation |
US20140239741A1 (en) * | 2013-02-28 | 2014-08-28 | Control Techniques Limited | Thermal Model |
CN111211719A (zh) * | 2018-11-06 | 2020-05-29 | 株洲中车时代电气股份有限公司 | 一种永磁同步电机转子磁钢温度估算方法及系统 |
Family Cites Families (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP4191715B2 (ja) * | 2005-10-03 | 2008-12-03 | 三菱電機株式会社 | 車載用電動機制御装置 |
CN101334428A (zh) * | 2008-05-16 | 2008-12-31 | 东北大学 | 一种对电力系统电压电流信号进行分离的方法及装置 |
JP6078282B2 (ja) * | 2012-09-28 | 2017-02-08 | 株式会社日立製作所 | 交流電動機駆動システム及び電動機車両 |
JP5959772B2 (ja) * | 2014-02-17 | 2016-08-02 | 三菱電機株式会社 | 制御装置 |
CN104537154B (zh) * | 2014-12-09 | 2017-12-05 | 天津大学 | 基于三维等效热网络模型的永磁球形电动机温升预测方法 |
US11101719B2 (en) * | 2018-10-12 | 2021-08-24 | Guangzhou Automobile Group Co., Ltd. | Method and apparatus for determining motor temperature, and storage medium |
CN110880894B (zh) * | 2019-11-04 | 2020-11-06 | 河海大学 | 一种永磁电机pwm谐波损耗的快速计算方法 |
CN111277192A (zh) * | 2020-03-03 | 2020-06-12 | 能科科技股份有限公司 | 电机系统温度检测方法及电机控制器 |
-
2020
- 2020-07-30 CN CN202080006687.3A patent/CN114365413A/zh active Pending
- 2020-07-30 WO PCT/CN2020/105791 patent/WO2022021210A1/zh unknown
- 2020-07-30 EP EP20947691.0A patent/EP4184785A4/en active Pending
-
2023
- 2023-01-27 US US18/160,830 patent/US20230179131A1/en active Pending
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2004056979A (ja) * | 2002-07-24 | 2004-02-19 | Nissan Motor Co Ltd | モーター制御装置 |
US20110050141A1 (en) * | 2009-08-31 | 2011-03-03 | Gm Global Technology Operations, Inc. | Electric motor stator winding temperature estimation |
US20140239741A1 (en) * | 2013-02-28 | 2014-08-28 | Control Techniques Limited | Thermal Model |
CN111211719A (zh) * | 2018-11-06 | 2020-05-29 | 株洲中车时代电气股份有限公司 | 一种永磁同步电机转子磁钢温度估算方法及系统 |
Non-Patent Citations (3)
Title |
---|
孔晓光;王凤翔;邢军强;: "高速永磁电机的损耗计算与温度场分析", 电工技术学报, no. 09 * |
张宸菥;陈立芳;王维民;宾光富;: "高速电动机损耗分析及温度场计算", 电气技术, no. 05 * |
徐蓉: "永磁同步电机损耗分析和温度计算", 中国优秀硕士学位论文全文数据库, pages 2 * |
Also Published As
Publication number | Publication date |
---|---|
EP4184785A4 (en) | 2023-08-16 |
EP4184785A1 (en) | 2023-05-24 |
WO2022021210A1 (zh) | 2022-02-03 |
US20230179131A1 (en) | 2023-06-08 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
Nikzad et al. | Discrete duty-cycle-control method for direct torque control of induction motor drives with model predictive solution | |
Xue et al. | Finite control‐set model predictive current control of five‐phase permanent‐magnet synchronous machine based on virtual voltage vectors | |
Barrero et al. | One-step modulation predictive current control method for the asymmetrical dual three-phase induction machine | |
Zhang et al. | Model predictive torque control of induction motor drives with reduced torque ripple | |
Farasat et al. | Efficiency improved sensorless control scheme for electric vehicle induction motors | |
Duan et al. | Induction motor parameter estimation using sparse grid optimization algorithm | |
Martin et al. | Sensitivity of predictive controllers to parameter variation in five-phase induction motor drives | |
JP6468826B2 (ja) | シミュレーション装置及びコンピュータプログラム | |
Patil et al. | Closed‐loop hybrid direct torque control for medium voltage induction motor drive for performance improvement | |
Sawma et al. | Analysis of the impact of online identification on model predictive current control applied to permanent magnet synchronous motors | |
JP6987304B2 (ja) | 電力変換装置、機械学習器、および学習済みモデルの生成方法 | |
Yang et al. | A novel model‐predictive direct control for induction motor drives | |
CN114465537A (zh) | 永磁同步电机高精度建模方法、设备及存储介质 | |
US20230179131A1 (en) | Temperature prediction method and apparatus | |
JPWO2020148925A1 (ja) | 電力変換装置 | |
Wu et al. | A field reconstruction technique for efficient modeling of the fields and forces within induction machines | |
Nguyen et al. | Voltage sensorless model predictive control for AC/DC matrix converters | |
JP6441661B2 (ja) | 特性テーブル作成装置及びコンピュータプログラム | |
Praveen Kumar et al. | Hardware implementation of Predictive Torque Controlled Open-end winding induction motor drive with self-tuning algorithm | |
CN114977165A (zh) | 基于饱和效应的同步机电磁暂态建模方法、系统及设备 | |
Jarzebowicz | Quasi‐discrete modelling of PMSM phase currents in drives with low switching‐to‐fundamental frequency ratio | |
Chaikhy et al. | Evaluation of two control strategies for induction machine | |
CN103986396A (zh) | 一种异步电机互感参数辨识方法和装置 | |
Kumar et al. | An enhanced predictive current control technique for interior permanent magnet synchronous motor drives with extended voltage space vectors for electric vehicles | |
Kung et al. | FPGA-realization of a speed control IC for induction motor drive |
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 | ||
TA01 | Transfer of patent application right | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20220713 Address after: 518043 No. 01, 39th floor, building a, antuoshan headquarters building, No. 33, antuoshan Sixth Road, Xiang'an community, Xiangmihu street, Futian District, Shenzhen, Guangdong Province Applicant after: Huawei Digital Energy Technology Co.,Ltd. Applicant after: SHANGHAI JIAO TONG University Address before: 518129 Bantian HUAWEI headquarters office building, Longgang District, Guangdong, Shenzhen Applicant before: HUAWEI TECHNOLOGIES Co.,Ltd. Applicant before: SHANGHAI JIAO TONG University |