CN107862438A - A kind of multi-client wisdom water affairs management platform based on expert system - Google Patents
A kind of multi-client wisdom water affairs management platform based on expert system Download PDFInfo
- Publication number
- CN107862438A CN107862438A CN201710958002.5A CN201710958002A CN107862438A CN 107862438 A CN107862438 A CN 107862438A CN 201710958002 A CN201710958002 A CN 201710958002A CN 107862438 A CN107862438 A CN 107862438A
- Authority
- CN
- China
- Prior art keywords
- water
- module
- expert system
- client
- server cluster
- 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
Classifications
-
- 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
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/21—Design, administration or maintenance of databases
-
- 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
- G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
- G06Q50/06—Electricity, gas or water supply
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L65/00—Network arrangements, protocols or services for supporting real-time applications in data packet communication
- H04L65/40—Support for services or applications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L9/00—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
- H04L9/40—Network security protocols
-
- 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
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A20/00—Water conservation; Efficient water supply; Efficient water use
- Y02A20/152—Water filtration
Abstract
The invention discloses a kind of multi-client wisdom water affairs management platform based on expert system, including fat server cluster module, water utilities expert system module, multi-client module.The fat server cluster module includes water quality monitoring site server cluster module, water factory's server cluster module, water supply network server cluster module.The water utilities expert system module includes water head site source water quality security expert system module, water factory's water preparation process expert system for control module, water supply network water trend prediction expert system module, water supply network pipeline leakage detection expert system module.The multi-client module includes NativeApp client modules, WebApp client modules, public platform client modules；The present invention carries out water utilities data analysis and data mining based on water utilities expert system module, provides scientific and effective decision information for water affairs management, realizes the wisdom of water affairs management.
Description
Technical field
The present invention relates to wisdom water utilities field, more particularly, to a kind of multi-client wisdom water utilities pipe based on expert system
Platform.
Background technology
Continuous development with smart city theory is goed deep into, and the wisdom water utilities as " urban lifeline " is increasingly by big
The attention of family.Wisdom water utilities is to be obtained by informationization technology method, melt merging treatment urban water affairs information, with more accurate and
The whole production of effective manner management water utilities system, management and service flow, so as to realize the wisdom of water affairs management.
The each side data of wisdom water affairs management platform depth integration water utilities system by way of fine, dynamic, wisdom
Information, build the wisdom management platform of water utilities system integration.Existing wisdom water affairs management platform is by different enterprises according to each
Functional requirement it is independently customized, hardware resource configuration it is more random, software development level is also very different.And server is adopted more
With single distributed server pattern, i.e., a water utilities business is divided into multiple subservices, is deployed in different server, it is such a
Development scheme is advantageous to go deep into tracking and managing to have the water utilities information of particular demands.But the vertical management of such a development scheme
In the majority, water affairs management platform lacks overall system planning, easily " information island " occurs；Moreover, single server pattern is being met
Server is easily caused when influenceing to blocked-flow or uncontrollable non-artificial factor to delay machine, causes loss of data.Meanwhile solidify
Hardware structure also improve development cost, cause the waste of server hardware resource.In addition, some wisdom algorithms are excessively complicated
Or lacking effective wisdom solution, actual water utilities problem is difficult to effectively be solved.In terms of client,
Many App clients multiple functional, interface is exquisite are developed, but are limited to the difference of different user operating system, can not be fast
Fast elasticity deployment user, shortage possess cross-platform, mobile, the client of efficient characteristic.
As can be seen here, wisdom water affairs management platform lacks flexibility in terms of hardware configuration at present, and water utilities problem lacks intelligence
Intelligent effective solution, client are also limited by the otherness of operating system, have not been achievable wisdom water truly
Business management.
The content of the invention
The technical problems to be solved by the invention are the deficiencies for existing water affairs management platform, propose that one kind is based on expert
The multi-client wisdom water affairs management platform of system, it is based on water utilities expert system module and carries out water utilities data analysis and data digging
Pick, provides scientific and effective decision information for water affairs management, realizes the wisdom of water affairs management.
The present invention uses following technical scheme to solve above-mentioned technical problem：
A kind of multi-client wisdom water affairs management platform based on expert system, comprising fat server cluster module,
Water utilities expert system module and multi-client module；
The fat server cluster module includes：
Water quality monitoring site server cluster module, externally provided by network for water quality monitoring station water quality data collection with
Monitoring；
Water factory's server cluster module, externally provide the analysis of water preparation process procedure parameter by network for water factory and adjust
It is whole；
Water supply network server cluster module, externally provided by network for water supply network ductwork pressure data acquisition with
Monitoring；
The water utilities expert system module includes：
Water head site source water quality security expert's system module, for carrying out data analysis to water head site source water quality, and it is right
Water quality safety carries out on-line early warning；
Water factory's water preparation process expert system for control module, for being adjusted to water factory's water preparation process process control parameters；
Water supply network water trend prediction expert system module, for being predicted to water supply network water-supply quantity trend；
Water supply network pipeline leakage detects expert system module, for water supply network inspection, pipeline leakage detection and pipeline
Leakage loss risk assessment；
The multi-client module includes：
NativeApp client modules, using the NativeApp clients based on Android, IOS platform
Module；
WebApp client modules, using the WebApp client modules based on Web browser；
Public platform client modules, using the public platform client modules based on wechat.
As a kind of further preferred scheme of the multi-client wisdom water affairs management platform based on expert system of the present invention,
The fat server cluster module uses (SuSE) Linux OS.
As a kind of further preferred scheme of the multi-client wisdom water affairs management platform based on expert system of the present invention,
The database building of fat server cluster module uses non-relational database technology.
As a kind of further preferred scheme of the multi-client wisdom water affairs management platform based on expert system of the present invention,
Information security module is also included, for ensureing the information security of multi-client wisdom water affairs management platform.
As a kind of further preferred scheme of the multi-client wisdom water affairs management platform based on expert system of the present invention,
Water utilities database module is also included, for storing water utilities data.
As a kind of further preferred scheme of the multi-client wisdom water affairs management platform based on expert system of the present invention,
FWSM is also included, using dual-homed host pattern.
As a kind of further preferred scheme of the multi-client wisdom water affairs management platform based on expert system of the present invention,
Public platform client modules include wechat subscription number, wechat service number and wechat small routine.
The present invention compared with prior art, is had the characteristics that using above technical scheme：
1st, the architecture design based on elastification, the server cluster module of various configurations is built according to demand, effectively reduce
The cost of development and maintenance, avoid the waste of server hardware resource；Building using load-balancing technique for server cluster, is protected
Barrier water utilities system with stable operation, can ensure the stability of system in the case of big data flow；
2nd, water utilities data analysis and data mining are carried out based on water utilities expert system module, providing science for water affairs management has
The decision information of effect, realize the wisdom of water affairs management；
3rd, multi-client module is built, particularly by WebApp client modules and public platform client modules, wisdom
Water affairs management platform can used arbitrarily in the equipment equipped with Web browser or wechat, realize cross-platform, mobile, efficiently
Change.
Brief description of the drawings
Fig. 1 is a kind of multi-client wisdom water affairs management platform based on expert system of the present invention；
Fig. 2 is a kind of multi-client wisdom water affairs management platform connection diagram based on expert system of the present invention；
Fig. 3 is the structure principle chart of server cluster module of the present invention；
Fig. 4 is the structure principle chart of water utilities expert system module of the present invention.
Embodiment
Technical scheme is described in further detail below in conjunction with the accompanying drawings：
As shown in figure 1, a kind of multi-client wisdom water affairs management platform based on expert system, includes fat server
Cluster module (water quality monitoring site server cluster module, water factory's server cluster module, water supply network server cluster module),
Water utilities expert system module (water head site source water quality security expert system module, water factory's water preparation process expert system for control module,
Water supply network water trend prediction expert system module, water supply network pipeline leakage detection expert system module), multi-client mould
Block (NativeApp modules, WebApp modules, public platform module).
Fat server cluster module has flexible hardware configuration.Architecture design based on elastification, effectively reduce
The cost of development and maintenance, avoid the waste of server hardware resource.And load-balancing technique is used, ensures that water utilities system exists
Can be with stable operation in the case of big data flow.
Water utilities expert system module provides wisdom decision information for wisdom water affairs management platform.Water utilities expert system module base
In water utilities domain-specialist knowledge and experience, using machine learning and depth learning technology, water head site source water quality is carried out safely
Analysis and early warning；Water factory's water preparation process process control parameters are adjusted；Water supply network water-supply quantity trend is predicted；
Water supply network pipeline leakage is detected.
Multi-client module is issued the wisdom decision information of water utilities expert system, realize wisdom water affairs management across
Platform, mobile, high efficiency.For Android, IOS design Native App client modules；It is clear for Web
Device of looking at designs WebApp client modules；For wechat design public platform client modules, (wechat service number, wechat are subscribed to
Number, wechat small routine).
As shown in Fig. 2 a kind of multi-client wisdom water affairs management platform based on expert system, includes fat server
Cluster module, water utilities expert system module and multi-client module.
Information security module is also included, for ensureing the information security of wisdom water affairs management platform.Also include water utilities data
Library module, for storing water utilities data；FWSM is also included, using dual-homed host pattern.
The server cluster module uses (SuSE) Linux OS, and the database building of the server cluster module is adopted
With non-relational database technology；
The fat server cluster module includes：
Water quality monitoring site server cluster module, externally provided by network for water quality monitoring station water quality data collection with
Monitoring；
Water factory's server cluster module, externally provide the analysis of water preparation process procedure parameter by network for water factory and adjust
It is whole；
Water supply network server cluster module, externally provided by network for water supply network ductwork pressure data acquisition with
Monitoring.
The water utilities expert system module includes：
Water head site source water quality security expert's system module, for carrying out data analysis to water head site source water quality, and it is right
Water quality safety carries out on-line early warning；
Water factory's water preparation process expert system for control module, for being adjusted to water factory's water preparation process process control parameters；
Water supply network water trend prediction expert system module, for being predicted to water supply network water-supply quantity trend；
Water supply network pipeline leakage detects expert system module, for water supply network inspection, pipeline leakage detection and pipeline
Leakage loss risk assessment.
The multi-client module includes：
NativeApp client modules, using the NativeApp clients based on Android, IOS platform
Module；
WebApp client modules, using the WebApp client modules based on Web browser；
Public platform client modules, using the public platform client modules based on wechat, (wechat subscription number, wechat take
Business number, wechat small routine).
A kind of multi-client wisdom water affairs management platform based on expert system of the present invention, multifunctional clothes as shown in Figure 3
Hardware support of the business device cluster module as whole platform, water utilities expert system module as shown in Figure 4 provide for water affairs management
Wisdom decision-making.Water utilities expert system module obtains data by water utilities database module, carries out data analysis and data mining,
FWSM is built between fat server cluster module and multi-client module, carrying out data by mobile network leads to
Letter.Fat server cluster module, water utilities expert system module, the embodiment of multi-client module are as follows：
1st, fat server cluster module
Fat server cluster module of the present invention can be according to business demand, and flexible configuration hardware resource is (such as
CPU, memory bar, hard disk), different server cluster mode is designed, the water quality monitoring for water quality monitoring station structure can be refined as
Site server cluster；For water factory's server cluster of water factory's structure；For the water supply network server set of water supply network structure
Group.Server cluster module of the present invention uses load-balancing technique, is transported according to network traffic condition and each server
Row situation, load balance scheduling is rationally carried out, ensure that water utilities system can be with stable operation in the case of big data flow.This hair
Bright described server cluster uses (SuSE) Linux OS, stability, the security with mainstream server system, further
Ensure 24 hours machines of not delaying of server.Fat server cluster module of the present invention is by water utilities information security module, water
Database module, the water utilities expert system module of being engaged in form.
Preferably, described water utilities information security module, for the water utilities data in whole water utilities system to be passed through into key
The key of center distribution is encrypted to ciphertext, when each water utilities expert system needs that water utilities data are analyzed, handled, by close
The secret key decryption of key center distribution carries out mining analysis into plaintext, and during other states in system operation, data are in close
Literary state.
Preferably, described water utilities database module, using emerging non-relational database technology, the shape of key assignments is passed through
Formula stores water utilities data, facilitates collection, storage, the migration of every water utilities data.
Preferably, described water utilities expert system module, for providing wisdom decision information for wisdom water affairs management platform.
2nd, water utilities expert system module
Water utilities expert system module of the present invention, with reference to water utilities domain-specialist knowledge and experience, using machine learning
And depth learning technology, water utilities data analysis and data mining are carried out, realizes water utilities wisdom.Water utilities expert of the present invention
System module is made up of water utilities knowledge base, water utilities situation inference machine, wisdom water utilities interpreter.
Preferably, described water utilities knowledge base, for storing water head site source water quality security expert knowledge, water factory's water conservancy project
Skill process control expertise, water supply network water trend prediction expertise, water supply network pipeline leakage detection expertise.
Preferably, described water utilities situation inference machine, for carrying out deriving inference according to the knowledge of water utilities knowledge base, go forward side by side
Row self-teaching.
Preferably, described wisdom water utilities interpreter, for the conclusion for inferring water utilities situation inference machine, carry out popular
Illustrate understandablely so that the more hommization of wisdom water affairs management platform.
3rd, multi-client module
Multi-client module of the present invention, include the Native App for being based respectively on Android and IOS
Client modules, WebApp client modules, public platform client modules.Native based on Android operation system
App client modules compatibilities Android more than 4.0 popular type, there is independent Version Control；Based on IOS
NativeApp client modules audited by IOS official markets, issue renewal, possessing compatible IOS more than 7.12 is
The basic function of system；WebApp client modules are developed according to desktop level browser and mobile level browser respectively；The public
Platform client module can be by wechat subscription number, the form of wechat service number, wechat small routine, and the information for building basis is handed over
Mutual function.
Those skilled in the art of the present technique are it is understood that unless otherwise defined, all terms used herein (including skill
Art term and scientific terminology) with the general understanding identical meaning with the those of ordinary skill in art of the present invention.Also
It should be understood that those terms defined in such as general dictionary should be understood that with the context of prior art
The consistent meaning of meaning, and unless defined as here, will not be explained with the implication of idealization or overly formal.
The technological thought of above example only to illustrate the invention, it is impossible to protection scope of the present invention is limited with this, it is every
According to technological thought proposed by the present invention, any change done on the basis of technical scheme, the scope of the present invention is each fallen within
Within.Embodiments of the present invention are explained in detail above, but the present invention is not limited to above-mentioned embodiment, in ability
In the those of ordinary skill's possessed knowledge of domain, various changes can also be made on the premise of present inventive concept is not departed from
Change.
Claims (7)
- A kind of 1. multi-client wisdom water affairs management platform based on expert system, it is characterised in that：Include fat server Cluster module, water utilities expert system module and multi-client module；The fat server cluster module includes：Water quality monitoring site server cluster module, water quality data collection and prison are externally provided by network for water quality monitoring station Survey；Water factory's server cluster module, the analysis of water preparation process procedure parameter and adjustment are externally provided by network for water factory；Water supply network server cluster module, ductwork pressure data acquisition and prison are externally provided by network for water supply network Survey；The water utilities expert system module includes：Water head site source water quality security expert's system module, for carrying out data analysis to water head site source water quality, and to water quality Safety carries out on-line early warning；Water factory's water preparation process expert system for control module, for being adjusted to water factory's water preparation process process control parameters；Water supply network water trend prediction expert system module, for being predicted to water supply network water-supply quantity trend；Water supply network pipeline leakage detects expert system module, for water supply network inspection, pipeline leakage detection and pipeline leakage Risk assessment；The multi-client module includes：NativeApp client modules, using the NativeApp client modules based on Android, IOS platform；WebApp client modules, using the WebApp client modules based on Web browser；Public platform client modules, using the public platform client modules based on wechat.
- 2. a kind of multi-client wisdom water affairs management platform based on expert system according to claim 1, its feature exist In：The fat server cluster module uses (SuSE) Linux OS.
- 3. a kind of multi-client wisdom water affairs management platform based on expert system according to claim 1, its feature exist In：The database building of fat server cluster module uses non-relational database technology.
- 4. a kind of multi-client wisdom water affairs management platform based on expert system according to claim 1, its feature exist In：Information security module is also included, for ensureing the information security of multi-client wisdom water affairs management platform.
- 5. a kind of multi-client wisdom water affairs management platform based on expert system according to claim 1, its feature exist In：Water utilities database module is also included, for storing water utilities data.
- 6. a kind of multi-client wisdom water affairs management platform based on expert system according to claim 1, its feature exist In：FWSM is also included, using dual-homed host pattern.
- 7. a kind of multi-client wisdom water affairs management platform based on expert system according to claim 1, its feature exist In：Public platform client modules include wechat subscription number, wechat service number and wechat small routine.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201710958002.5A CN107862438A (en) | 2017-10-16 | 2017-10-16 | A kind of multi-client wisdom water affairs management platform based on expert system |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201710958002.5A CN107862438A (en) | 2017-10-16 | 2017-10-16 | A kind of multi-client wisdom water affairs management platform based on expert system |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN107862438A true CN107862438A (en) | 2018-03-30 |
Family
ID=61699725
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201710958002.5A Pending CN107862438A (en) | 2017-10-16 | 2017-10-16 | A kind of multi-client wisdom water affairs management platform based on expert system |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN107862438A (en) |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109919423A (en) * | 2019-01-23 | 2019-06-21 | 特斯联（北京）科技有限公司 | A kind of wisdom water affairs management method and system based on deep learning |
| CN110487980A (en) * | 2019-06-27 | 2019-11-22 | 江苏亚寰环保科技股份有限公司 | A kind of monitoring water environment analysis system based on artificial intelligence and machine learning algorithm |
| CN112859723A (en) * | 2020-12-30 | 2021-05-28 | 四川亿海科技有限公司 | City is drunk water intelligent water supply pipe network directly and thing networking systems thereof |
| CN113849166A (en) * | 2021-11-29 | 2021-12-28 | 广东青藤环境科技有限公司 | Intelligent water environment building block type zero-code development platform |
| CN117094496A (en) * | 2023-08-03 | 2023-11-21 | 北京市市政工程设计研究总院有限公司广东分院 | Scheduling operation system based on expert rules under mechanism and machine learning prediction |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103546536A (en) * | 2013-08-28 | 2014-01-29 | 北京清控人居环境研究院有限公司 | Internet of things system of sewage treatment plant |
| US20140236868A1 (en) * | 2013-02-15 | 2014-08-21 | Banyan Water, Inc. | System and method for automated, range-based irrigation |
| CN104181899A (en) * | 2014-09-02 | 2014-12-03 | 郑州力通水务有限公司 | Smart water management platform |
| CN104268695A (en) * | 2014-09-26 | 2015-01-07 | 武汉大学 | Multi-center watershed water environment distributed cluster management system and method |
| CN104460577A (en) * | 2014-07-24 | 2015-03-25 | 上海市城市排水有限公司 | Water quality safety early warning decision making system |
| CN105354755A (en) * | 2015-09-30 | 2016-02-24 | 冯小林 | IoT (Internet of Things)-based water supply equipment management method |
-
2017
- 2017-10-16 CN CN201710958002.5A patent/CN107862438A/en active Pending
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20140236868A1 (en) * | 2013-02-15 | 2014-08-21 | Banyan Water, Inc. | System and method for automated, range-based irrigation |
| CN103546536A (en) * | 2013-08-28 | 2014-01-29 | 北京清控人居环境研究院有限公司 | Internet of things system of sewage treatment plant |
| CN104460577A (en) * | 2014-07-24 | 2015-03-25 | 上海市城市排水有限公司 | Water quality safety early warning decision making system |
| CN104181899A (en) * | 2014-09-02 | 2014-12-03 | 郑州力通水务有限公司 | Smart water management platform |
| CN104268695A (en) * | 2014-09-26 | 2015-01-07 | 武汉大学 | Multi-center watershed water environment distributed cluster management system and method |
| CN105354755A (en) * | 2015-09-30 | 2016-02-24 | 冯小林 | IoT (Internet of Things)-based water supply equipment management method |
Non-Patent Citations (1)
| Title |
|---|
| 韩璞 等: "《智能控制理论及应用》", 31 March 2013, 北京：中国电力出版社 * |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109919423A (en) * | 2019-01-23 | 2019-06-21 | 特斯联（北京）科技有限公司 | A kind of wisdom water affairs management method and system based on deep learning |
| CN110487980A (en) * | 2019-06-27 | 2019-11-22 | 江苏亚寰环保科技股份有限公司 | A kind of monitoring water environment analysis system based on artificial intelligence and machine learning algorithm |
| CN112859723A (en) * | 2020-12-30 | 2021-05-28 | 四川亿海科技有限公司 | City is drunk water intelligent water supply pipe network directly and thing networking systems thereof |
| CN113849166A (en) * | 2021-11-29 | 2021-12-28 | 广东青藤环境科技有限公司 | Intelligent water environment building block type zero-code development platform |
| CN117094496A (en) * | 2023-08-03 | 2023-11-21 | 北京市市政工程设计研究总院有限公司广东分院 | Scheduling operation system based on expert rules under mechanism and machine learning prediction |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN107862438A (en) | A kind of multi-client wisdom water affairs management platform based on expert system | |
| Majzoobi et al. | Application of microgrids in supporting distribution grid flexibility | |
| Yorino et al. | Robust power system security assessment under uncertainties using bi-level optimization | |
| Cobos et al. | Least-cost reserve offer deliverability in day-ahead generation scheduling under wind uncertainty and generation and network outages | |
| Ruj et al. | Analyzing cascading failures in smart grids under random and targeted attacks | |
| CN103475790B (en) | A kind of intelligent mobile terminal power consumption management | |
| Phan et al. | Two-stage stochastic optimization for optimal power flow under renewable generation uncertainty | |
| CN102981893B (en) | A kind of dispatching method of virtual machine and system | |
| Shao et al. | Optimal load balancing and energy cost management for internet data centers in deregulated electricity markets | |
| CN101593134A (en) | Virtual machine cpu resource distribution method and device | |
| US20130166080A1 (en) | Information processing device and power use adjustment system | |
| CN104375897A (en) | Cloud computing resource scheduling method based on minimum relative load imbalance degree | |
| Alamaniotis et al. | Towards an energy internet: a game-theoretic approach to price-directed energy utilization | |
| CN103841129B (en) | Cloud computing resource information acquisition server, cloud computing resource information acquisition client and information processing method | |
| CN105527948B (en) | A kind of large-scale distributed data collecting system and method based on industrial process | |
| Mosa et al. | Virtual machine consolidation for cloud data centers using parameter-based adaptive allocation | |
| Gallardo-Calles et al. | Wind control centres: State of the art | |
| Abbasi et al. | Online server and workload management for joint optimization of electricity cost and carbon footprint across data centers | |
| Nassaj et al. | A predictive agent-based scheme for post-disturbance voltage control | |
| Wang et al. | Phase balancing in power distribution network with data center | |
| Shchetinin et al. | Decomposed algorithm for risk-constrained AC OPF with corrective control by series FACTS devices | |
| CN106407013A (en) | Resource dynamic dispatching method, apparatus and system, and resource dispatching server | |
| CN107203256A (en) | Energy-conservation distribution method and device under a kind of network function virtualization scene | |
| CN109508323A (en) | A kind of document storage system and file memory method | |
| CN107122230A (en) | A kind of high availability method and its device based on server cluster |
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 | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20180330 |
|
| RJ01 | Rejection of invention patent application after publication |