CN113748386A - 散热控制与模型训练方法、设备、系统及存储介质 - Google Patents
散热控制与模型训练方法、设备、系统及存储介质 Download PDFInfo
- Publication number
- CN113748386A CN113748386A CN201980095634.0A CN201980095634A CN113748386A CN 113748386 A CN113748386 A CN 113748386A CN 201980095634 A CN201980095634 A CN 201980095634A CN 113748386 A CN113748386 A CN 113748386A
- Authority
- CN
- China
- Prior art keywords
- refrigeration
- sample data
- overheating
- parameter
- power information
- 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
Images
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
Landscapes
- Engineering & Computer Science (AREA)
- Health & Medical Sciences (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Software Systems (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Cooling Or The Like Of Electrical Apparatus (AREA)
- Air Conditioning Control Device (AREA)
Abstract
一种散热控制与模型训练方法、设备、系统及存储介质。该方法包括:预先训练得到过热风险预测模型,通过该模型体现设备功率与制冷参数之间存在的过热风险关系,进而,在该过热风险预测模型的基础上,可根据指定空间内待散热设备的功率变化情况,动态调整制冷系统的制冷参数,达到动态散热控制的目的,有利于降低制冷系统的能耗,节约电能资源。
Description
PCT国内申请,说明书已公开。
Claims (31)
- 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/CN2019/104590 WO2021042339A1 (zh) | 2019-09-05 | 2019-09-05 | 散热控制与模型训练方法、设备、系统及存储介质 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN113748386A true CN113748386A (zh) | 2021-12-03 |
CN113748386B CN113748386B (zh) | 2023-01-17 |
Family
ID=74852163
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201980095634.0A Active CN113748386B (zh) | 2019-09-05 | 2019-09-05 | 散热控制与模型训练方法、设备、系统及存储介质 |
Country Status (2)
Country | Link |
---|---|
CN (1) | CN113748386B (zh) |
WO (1) | WO2021042339A1 (zh) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN116661574A (zh) * | 2023-07-13 | 2023-08-29 | 之江实验室 | 一种计算设备散热的方法、装置、存储介质及电子设备 |
Families Citing this family (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113111589A (zh) * | 2021-04-25 | 2021-07-13 | 北京百度网讯科技有限公司 | 预测模型的训练方法、预测供热温度的方法、装置和设备 |
CN113204883B (zh) * | 2021-05-10 | 2023-11-24 | 奇瑞汽车股份有限公司 | 汽车散热器目标进风量自动计算装置及方法 |
CN113438865B (zh) * | 2021-06-25 | 2022-12-20 | 上海安畅网络科技股份有限公司 | 一种控制服务器机柜散热的方法、系统、存储介质及设备 |
CN113866536A (zh) * | 2021-09-07 | 2021-12-31 | 深圳Tcl数字技术有限公司 | 温升检测方法、装置和温升检测系统 |
CN115023117A (zh) * | 2022-06-24 | 2022-09-06 | 深圳市中科创激光技术有限公司 | 环境参数控制方法、防尘箱、计算机设备及可读存储介质 |
CN115484800B (zh) * | 2022-11-14 | 2023-03-07 | 联通(广东)产业互联网有限公司 | 一种数据中心的液冷散热系统及其控制方法 |
CN115969152B (zh) * | 2022-12-31 | 2023-06-30 | 云南钜盛电器科技有限公司 | 基于气流倍增模式的吹风设备检验控制系统 |
CN117062404B (zh) * | 2023-08-15 | 2024-02-23 | 湖南恩智测控技术有限公司 | 电池模拟器控制方法、装置及存储介质 |
CN116796208B (zh) * | 2023-08-23 | 2023-11-24 | 广州吉谷电器有限公司 | 基于历史数据的电水壶过热保护方法及装置 |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102213475A (zh) * | 2011-03-22 | 2011-10-12 | 曙光信息产业(北京)有限公司 | 一种数据中心功耗自适应管理方法 |
CN103025120A (zh) * | 2011-09-22 | 2013-04-03 | 联想(北京)有限公司 | 散热系统、散热方法及其电子设备 |
CN103322553A (zh) * | 2013-07-04 | 2013-09-25 | 东南大学 | 一种火电机组过热汽温多模型扰动估计预测控制方法 |
CN108197396A (zh) * | 2018-01-09 | 2018-06-22 | 国网福建省电力有限公司 | 一种基于pso-svm的高压隔离开关过热状态预测方法 |
CN108237439A (zh) * | 2016-12-26 | 2018-07-03 | 发那科株式会社 | 学习模型构筑装置以及过热预测装置 |
US20190075687A1 (en) * | 2017-09-06 | 2019-03-07 | Vertiv Corporation | Cooling unit energy optimization via smart supply air temperature setpoint control |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102541015B (zh) * | 2012-01-10 | 2013-12-18 | 深圳市嘉力达实业有限公司 | 一种能效智能控制系统及方法 |
CN104698843B (zh) * | 2015-02-06 | 2017-07-11 | 同济大学 | 一种基于模型预测控制的数据中心节能控制方法 |
CN109600956B (zh) * | 2018-12-10 | 2020-11-17 | 国家电网有限公司信息通信分公司 | 一种数据中心服务器放置位置优化算法和系统 |
-
2019
- 2019-09-05 WO PCT/CN2019/104590 patent/WO2021042339A1/zh active Application Filing
- 2019-09-05 CN CN201980095634.0A patent/CN113748386B/zh active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102213475A (zh) * | 2011-03-22 | 2011-10-12 | 曙光信息产业(北京)有限公司 | 一种数据中心功耗自适应管理方法 |
CN103025120A (zh) * | 2011-09-22 | 2013-04-03 | 联想(北京)有限公司 | 散热系统、散热方法及其电子设备 |
CN103322553A (zh) * | 2013-07-04 | 2013-09-25 | 东南大学 | 一种火电机组过热汽温多模型扰动估计预测控制方法 |
CN108237439A (zh) * | 2016-12-26 | 2018-07-03 | 发那科株式会社 | 学习模型构筑装置以及过热预测装置 |
US20190075687A1 (en) * | 2017-09-06 | 2019-03-07 | Vertiv Corporation | Cooling unit energy optimization via smart supply air temperature setpoint control |
CN108197396A (zh) * | 2018-01-09 | 2018-06-22 | 国网福建省电力有限公司 | 一种基于pso-svm的高压隔离开关过热状态预测方法 |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN116661574A (zh) * | 2023-07-13 | 2023-08-29 | 之江实验室 | 一种计算设备散热的方法、装置、存储介质及电子设备 |
CN116661574B (zh) * | 2023-07-13 | 2023-12-12 | 之江实验室 | 一种计算设备散热的方法、装置、存储介质及电子设备 |
Also Published As
Publication number | Publication date |
---|---|
WO2021042339A1 (zh) | 2021-03-11 |
CN113748386B (zh) | 2023-01-17 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN113748386B (zh) | 散热控制与模型训练方法、设备、系统及存储介质 | |
US8291422B2 (en) | Energy-aware computing environment scheduler | |
US8335596B2 (en) | Remote energy management using persistent smart grid network context | |
US8321057B2 (en) | Infrastructure for adaptive environmental control for equipment in a bounded area | |
JP6295867B2 (ja) | 空調制御システム及び空調制御方法 | |
US10544953B2 (en) | Real-time control of highly variable thermal loads | |
JP2016514398A (ja) | IoTデバイス用の解析エンジン | |
JP2019528585A (ja) | 制御方法、制御装置および制御システム | |
US8504215B1 (en) | Systems and methods for using alternate power sources to manage the power draw on a power grid | |
Gupta et al. | Auxiliary informatics system: an advancement towards a smart home environment | |
CN113826078B (zh) | 资源调度与信息预测方法、设备、系统及存储介质 | |
US20190305348A1 (en) | Method, Device and System for Controlling Fuel Cell and Rail Vehicle | |
JP2017070190A (ja) | 電気負荷分離の方法、システム及び非一時的なコンピュータ可読記憶媒体 | |
CN116317834B (zh) | 一种节点设备的工作方法及系统 | |
Khan et al. | Advanced data analytics modeling for evidence-based data center energy management | |
KR20180036972A (ko) | 미래 에너지 레벨 결정들에 기반한 부하 및 에너지원의 제어 | |
Mea et al. | A versatile modeling approach to monitoring and reduction of energy consumption of telecommunication cooling systems | |
Kanso et al. | A Review of Energy Aware Cyber-Physical Systems | |
JP2009293847A (ja) | 空調制御システムおよびこれに利用する空調機制御装置、空調制御監視方法 | |
WO2019175736A1 (en) | Battery network system | |
WO2019202494A1 (en) | A system and a method for predicting failure risk of appliances | |
US11362855B1 (en) | Computer monitoring system, apparatus and method for monitoring appliance operation | |
WO2024113906A1 (zh) | 一种服务器集群温度调节方法和装置 | |
Sheridan et al. | Green data centres | |
JP2023151488A (ja) | 評価システム、サーバ装置、評価プログラム、通信端末、アプリケーションプログラムおよび評価方法 |
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 | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20220118 Address after: No.12 Zhuantang science and technology economic block, Xihu District, Hangzhou City, Zhejiang Province Applicant after: Aliyun Computing Co.,Ltd. Address before: Box 847, four, Grand Cayman capital, Cayman Islands, UK Applicant before: ALIBABA GROUP HOLDING Ltd. |
|
TA01 | Transfer of patent application right | ||
GR01 | Patent grant | ||
GR01 | Patent grant |