CN110597116B - Real-time dynamic energy management and control system based on building energy consumption data - Google Patents
Real-time dynamic energy management and control system based on building energy consumption data Download PDFInfo
- Publication number
- CN110597116B CN110597116B CN201910846259.0A CN201910846259A CN110597116B CN 110597116 B CN110597116 B CN 110597116B CN 201910846259 A CN201910846259 A CN 201910846259A CN 110597116 B CN110597116 B CN 110597116B
- Authority
- CN
- China
- Prior art keywords
- data
- building
- module
- energy consumption
- water
- 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.)
- Active
Links
- 238000005265 energy consumption Methods 0.000 title claims abstract description 96
- 238000004364 calculation method Methods 0.000 claims abstract description 32
- 238000000034 method Methods 0.000 claims abstract description 21
- 238000012806 monitoring device Methods 0.000 claims abstract description 18
- 238000004458 analytical method Methods 0.000 claims abstract description 15
- 238000007405 data analysis Methods 0.000 claims abstract description 15
- 238000012986 modification Methods 0.000 claims abstract description 7
- 230000004048 modification Effects 0.000 claims abstract description 7
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 90
- 230000005611 electricity Effects 0.000 claims description 52
- 238000012544 monitoring process Methods 0.000 claims description 28
- 238000001816 cooling Methods 0.000 claims description 22
- 239000000498 cooling water Substances 0.000 claims description 20
- 238000012545 processing Methods 0.000 claims description 16
- 238000005259 measurement Methods 0.000 claims description 12
- CURLTUGMZLYLDI-UHFFFAOYSA-N Carbon dioxide Chemical compound O=C=O CURLTUGMZLYLDI-UHFFFAOYSA-N 0.000 claims description 10
- 238000004378 air conditioning Methods 0.000 claims description 9
- 230000009466 transformation Effects 0.000 claims description 8
- 230000001133 acceleration Effects 0.000 claims description 6
- 230000007613 environmental effect Effects 0.000 claims description 6
- VNWKTOKETHGBQD-UHFFFAOYSA-N methane Chemical compound C VNWKTOKETHGBQD-UHFFFAOYSA-N 0.000 claims description 6
- UGFAIRIUMAVXCW-UHFFFAOYSA-N Carbon monoxide Chemical compound [O+]#[C-] UGFAIRIUMAVXCW-UHFFFAOYSA-N 0.000 claims description 5
- 230000005540 biological transmission Effects 0.000 claims description 5
- 229910002092 carbon dioxide Inorganic materials 0.000 claims description 5
- 239000001569 carbon dioxide Substances 0.000 claims description 5
- 229910002091 carbon monoxide Inorganic materials 0.000 claims description 5
- 239000003245 coal Substances 0.000 claims description 5
- 239000007789 gas Substances 0.000 claims description 5
- 238000007906 compression Methods 0.000 claims description 3
- 230000006835 compression Effects 0.000 claims description 3
- 230000001186 cumulative effect Effects 0.000 claims description 3
- 238000010438 heat treatment Methods 0.000 claims description 3
- 239000003345 natural gas Substances 0.000 claims description 3
- 230000001105 regulatory effect Effects 0.000 claims description 3
- 238000007621 cluster analysis Methods 0.000 claims description 2
- 238000006243 chemical reaction Methods 0.000 claims 1
- 238000003745 diagnosis Methods 0.000 abstract 1
- 238000004134 energy conservation Methods 0.000 description 3
- 238000004422 calculation algorithm Methods 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 238000007689 inspection Methods 0.000 description 2
- 238000009434 installation Methods 0.000 description 2
- 230000002159 abnormal effect Effects 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 238000010276 construction Methods 0.000 description 1
- 238000013480 data collection Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 238000009472 formulation Methods 0.000 description 1
- 239000000463 material Substances 0.000 description 1
- 239000000203 mixture Substances 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 238000012546 transfer Methods 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01D—MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVERED IN A SINGLE OTHER SUBCLASS; TARIFF METERING APPARATUS; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR
- G01D21/00—Measuring or testing not otherwise provided for
- G01D21/02—Measuring two or more variables by means not covered by a single other subclass
-
- 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
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/04—Programme control other than numerical control, i.e. in sequence controllers or logic controllers
- G05B19/042—Programme control other than numerical control, i.e. in sequence controllers or logic controllers using digital processors
- G05B19/0428—Safety, monitoring
-
- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B19/00—Alarms responsive to two or more different undesired or abnormal conditions, e.g. burglary and fire, abnormal temperature and abnormal rate of flow
-
- 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
- G05B2219/00—Program-control systems
- G05B2219/20—Pc systems
- G05B2219/26—Pc applications
- G05B2219/2612—Data acquisition interface
-
- 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
- G05B2219/00—Program-control systems
- G05B2219/20—Pc systems
- G05B2219/26—Pc applications
- G05B2219/2639—Energy management, use maximum of cheap power, keep peak load low
Landscapes
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Automation & Control Theory (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
本发明的目的是提供一种基于建筑用能数据的实时动态能源管控系统,使用数据采集器实时采集各个监测设备的读数,并传输到数据库进行储存。数据分析模块对数据库中的数据进行处理,实时监测实时显示,自动进行成本计算,按照模板要求生成数据报表。当对比结果超过超额报警差值或百分比,智能报警子模块发出报警信号,并给使用者发送信息。运行调控模块根据对标结果,进行节能情景诊断,判断是否符合节能管理要求,并自动对相关设备按照优先级进行调节或启停。通过专家改造建议提供模块输入调控改造建议。动态能耗限额分析管理模块根据不同种类建筑的能耗数据进行统计和计算,实现建筑的能耗限额动态管理并及时公示。
The purpose of the present invention is to provide a real-time dynamic energy management and control system based on building energy consumption data, which uses a data collector to collect the readings of various monitoring devices in real time, and transmits them to a database for storage. The data analysis module processes the data in the database, monitors and displays in real time, automatically calculates costs, and generates data reports according to template requirements. When the comparison result exceeds the excess alarm difference or percentage, the intelligent alarm sub-module sends out an alarm signal and sends information to the user. The operation control module conducts energy-saving scenario diagnosis according to the benchmarking results, judges whether it meets the requirements of energy-saving management, and automatically adjusts or starts and stops related equipment according to the priority. Provide module input regulation and modification suggestions through expert modification suggestions. The dynamic energy consumption limit analysis and management module conducts statistics and calculations according to the energy consumption data of different types of buildings, realizes the dynamic management of the energy consumption limit of the building and publicizes it in time.
Description
技术领域technical field
本发明涉及建筑能源管理技术领域。The invention relates to the technical field of building energy management.
背景技术Background technique
随着人民生活水平的不断提高,建筑行业的高速发展,中国建筑能耗的总量逐年上升,为减少能源总消费量和主要污染物排放总量,现有技术中提出将新时期信息技术与原建筑能源监管系统进行深度融合,在实现能耗数据的实时准确采集与展示的同时,利用大数据技术,统计建筑信息和运行状态,并可实现运行调控,对建筑用能进行智慧化管理。同时实时数据也可指导能耗定额的实时制定,形成动态能耗定额,对于建筑能耗可进行及时管理。With the continuous improvement of people's living standards and the rapid development of the construction industry, the total energy consumption of buildings in China is increasing year by year. The original building energy monitoring system is deeply integrated. While realizing the real-time and accurate collection and display of energy consumption data, it uses big data technology to count building information and operation status, and can realize operation control and intelligent management of building energy consumption. At the same time, real-time data can also guide the real-time formulation of energy consumption quotas, form dynamic energy consumption quotas, and manage building energy consumption in a timely manner.
但现有建筑能耗管理系统和方法存在如下的局限:指标设定范围宽泛,仅对建筑类型、能耗类型、能耗分项进行大概范围的确定,没有详细的指标;无法对能耗限额进行动态调控,其仅根据能耗限额与全年能耗数据进行对比,进行超额报警,而无法根据平台中数据进行能耗限额的统计运算,从而无法形成动态的能耗限额,对建筑用能数据进行实时动态调控;可操作性差,未对监测系统细节、安装等进行说明,未对各指标的计算进行详细说明,在工程中不好操作。However, the existing building energy management systems and methods have the following limitations: the index setting range is wide, only the building type, energy consumption type, and energy consumption sub-items are only determined in a rough range, and there are no detailed indicators; energy consumption limits cannot be established. For dynamic regulation, it only compares the energy consumption limit with the annual energy consumption data, and makes an excess alarm, but cannot perform statistical calculations on the energy consumption limit based on the data in the platform, so that a dynamic energy consumption limit cannot be formed, and the energy consumption of the building cannot be affected. Real-time dynamic control of data; poor operability, no description of the monitoring system details, installation, etc., and no detailed description of the calculation of each index, it is not easy to operate in the project.
因此,亟需研发一种能对建筑用能数据进行实时动态能源管控的系统。Therefore, it is urgent to develop a system capable of real-time dynamic energy management and control of building energy consumption data.
发明内容SUMMARY OF THE INVENTION
本发明的目的是提供一种能对建筑用能数据进行实时动态能源管控的系统。The purpose of the present invention is to provide a system capable of real-time dynamic energy management and control of building energy consumption data.
为实现本发明目的而采用的技术方案是这样的,一种基于建筑用能数据的实时动态能源管控系统,包括数据监测装置、数据采集器、数据库、数据分析模块、运行调控模块、专家改造建议提供模块和动态限额分析管理模块。The technical solution adopted to achieve the purpose of the present invention is as follows, a real-time dynamic energy management and control system based on building energy consumption data, including a data monitoring device, a data collector, a database, a data analysis module, an operation control module, and expert reconstruction suggestions Provide modules and dynamic limit analysis and management modules.
所述数据监测装置采集建筑的能耗数据和运行参数,并传输到数据采集器。所述数据采集器将建筑的实时数据上传到数据库。所述数据库储存的内容包括所有建筑基本信息、建筑类型、能耗数据和运行状态数据。The data monitoring device collects energy consumption data and operating parameters of the building and transmits them to the data collector. The data collector uploads the real-time data of the building to the database. The content stored in the database includes all basic building information, building types, energy consumption data and operating status data.
所述数据分析模块对数据库中的数据进行处理和分析,并将计算后的数据内容重新传输到数据库中储存。The data analysis module processes and analyzes the data in the database, and retransmits the calculated data content to the database for storage.
所述数据分析模块包括数据处理子模块、实时数据显示子模块、智能报表生成子模块、成本统计子模块和智能报警子模块。The data analysis module includes a data processing sub-module, a real-time data display sub-module, an intelligent report generation sub-module, a cost statistics sub-module and an intelligent alarm sub-module.
所述数据处理子模块实时计算监测数据,从而得到若干指标。所述数据处理子模块对各个指标进行对标处理,并将计算出的数据和对标结果重新传输到数据库中。The data processing sub-module calculates monitoring data in real time, thereby obtaining several indicators. The data processing submodule performs benchmarking processing on each indicator, and retransmits the calculated data and benchmarking results to the database.
所述实时数据显示子模块对建筑的基本信息、实时数据指标分类处理,形成数字、图表和模型。The real-time data display sub-module classifies and processes the basic information and real-time data indicators of the building to form figures, charts and models.
所述成本统计子模块根据能源管控系统统计的电、水、燃气、煤的使用量,计算出该建筑的各类能源成本和总的能源成本。The cost statistics sub-module calculates various energy costs and total energy costs of the building according to the electricity, water, gas, and coal usage counted by the energy management and control system.
所述智能报表生成子模块基于报表模板,形成报表。所述报表包括的信息有建筑基本信息、设备信息、能耗数据、监测指标、对标参考指标以及能源成本。The intelligent report generation sub-module forms a report based on a report template. The information included in the report includes basic building information, equipment information, energy consumption data, monitoring indicators, benchmarking reference indicators and energy costs.
所述智能报警子模块针对数据处理子模块计算出的各个指标设定对应的报警值,并设置声和/或光报警,同时给管理者发送信息。The intelligent alarm sub-module sets corresponding alarm values for each index calculated by the data processing sub-module, sets sound and/or light alarms, and sends information to the administrator at the same time.
所述运行调控模块根据各项指标的对标结果对设备提出调控建议,并设置自动调控和/或手动调控。The operation control module puts forward control suggestions for the equipment according to the benchmarking results of various indicators, and sets automatic control and/or manual control.
所述手动调控由使用者在系统中对设备进行启停设置和参数设置,自动调节根据环境监测数据自动对相关设备按照优先级进行调节或启停。The manual adjustment is performed by the user to start and stop the equipment and parameter settings in the system, and the automatic adjustment automatically adjusts or starts and stops the relevant equipment according to the priority according to the environmental monitoring data.
所述专家改造建议提供模块具有显示不同建筑各类信息的功能,显示的信息包括不同建筑的建筑基本信息、设备信息、能耗数据、运行状态数据和调控历史。使用者根据所述运行调控模块调节后的对标结果向专家改造建议提供模块输入设备调控信息和改造信息。The expert reconstruction suggestion providing module has the function of displaying various types of information of different buildings, and the displayed information includes building basic information, equipment information, energy consumption data, operating status data and regulation history of different buildings. The user provides the module input device regulation information and the transformation information to the expert transformation suggestion according to the benchmarking result adjusted by the operation regulation module.
所述动态限额分析管理模块调用存储在数据库中的所有建筑的相关信息、能耗和运行状态的实时数据,运用聚类分析法,将不同类型的建筑进行分类,对不同类型的建筑设置不同的能耗限额。计算建筑能耗指标实测值E0,从而动态生成约束值和能耗引导值R。The dynamic limit analysis and management module invokes the real-time data of the relevant information, energy consumption and operating status of all buildings stored in the database, uses the cluster analysis method to classify different types of buildings, and sets different types of buildings for different types of buildings. Energy consumption limit. Calculate the measured value E 0 of the building energy consumption index, so as to dynamically generate the constraint value and energy consumption guide value R.
其中,所述建筑能耗指标实测值E0的计算公式为:Wherein, the calculation formula of the measured value E 0 of the building energy consumption index is:
式中:Eo的单位为kgce/(m2·a)。Ei为消耗的第i类能源实物量,单位为各实物量的单位。Ki为第i类能源折算标煤系数。n为建筑消耗的能源种类数量。A为建筑面积,单位为m2。In the formula: the unit of E o is kgce/(m 2 ·a). E i is the physical quantity of type i energy consumed, and the unit is the unit of each physical quantity. K i is the converted standard coal coefficient of the i-th type of energy. n is the number of energy types consumed by the building. A is the building area, the unit is m 2 .
所述约束值的计算公式为:the constraint value The calculation formula is:
式中:为样本均值或约束值,Eon为某类型单栋建筑的建筑能耗指标实测值。where: is the sample mean or constraint value, and E on is the measured value of the building energy consumption index of a certain type of single building.
所述能耗引导值R的计算公式为:The calculation formula of the energy consumption guide value R is:
式中:R为统计限额值或能耗引导值,σ为样本标准差,Zα为累计概率为(-α)时对应的标准正态分布概率密度值,0.15≤α≤0.30。In the formula: R is the statistical limit value or energy consumption guide value, σ is the sample standard deviation, Z α is the corresponding standard normal distribution probability density value when the cumulative probability is (-α), 0.15≤α≤0.30.
所述一种基于建筑用能数据的实时动态能源管控系统的使用方法,包括以下步骤:The method for using a real-time dynamic energy management and control system based on building energy consumption data includes the following steps:
1)布置各个测点,安装所述数据监测装置,并设置初始参数,调试数据传输功能。1) Arrange each measuring point, install the data monitoring device, set the initial parameters, and debug the data transmission function.
2)所述数据监测装置监测各类指标,并向数据采集器传输监测数据。其中,各类所述指标包括设备数据、设备能耗和环境指标。2) The data monitoring device monitors various indicators and transmits monitoring data to the data collector. Among them, the various indicators include equipment data, equipment energy consumption and environmental indicators.
3)所述数据采集器将实时监测数据上传到数据库。3) The data collector uploads the real-time monitoring data to the database.
4)所述数据分析模块对数据库中的监测数据进行处理和分析,并将计算后的数据内容传输到数据库。4) The data analysis module processes and analyzes the monitoring data in the database, and transmits the calculated data content to the database.
5)所述运行调控模块根据数据分析模块的对标结果分析建筑的能耗状况,从而设置自动调控和/或手动调控,并对调控后的数据进行再次对标。当该步骤的对标结果仍不符合标准时,转入步骤6)。5) The operation regulation module analyzes the energy consumption status of the building according to the benchmarking result of the data analysis module, thereby setting automatic regulation and/or manual regulation, and benchmarking the regulated data again. When the benchmarking result of this step still does not meet the standard, go to step 6).
6)使用者根据所述运行调控模块调节后的对标结果向专家改造建议提供模块输入设备调控信息和改造信息,进行再次调控,直到对标结果符合标准。6) The user provides the module input device regulation information and the transformation information to the expert transformation suggestion according to the benchmarking result adjusted by the operation regulation module, and performs the regulation again until the benchmarking result meets the standard.
7)所述动态限额分析管理模块对数据库中的能耗数据进行实时处理,计算出建筑能耗指标实测值Eo、约束值和约束性指标R:通过所述约束性指标R对单栋建筑进行实时指导。7) The dynamic limit analysis and management module processes the energy consumption data in the database in real time, and calculates the measured value E o and the constraint value of the building energy consumption index And the binding index R: the single building is guided in real time through the binding index R.
进一步,所述数据监测装置通过有线和/或无线的方式将监测数据传输到数据采集器。Further, the data monitoring device transmits the monitoring data to the data collector in a wired and/or wireless manner.
进一步,若干数据无法依靠所述数据监测装置采集时,使用者通过用户端直接输入的方式存储至数据库中,该类数据包括柴油和汽油的数据信息。Further, when some data cannot be collected by the data monitoring device, the user stores the data in the database by direct input from the user terminal, and this type of data includes the data information of diesel and gasoline.
进一步,所述数据处理子模块计算得到的指标及计算准则如下:Further, the indexes and calculation criteria calculated by the data processing submodule are as follows:
(1)地下车库一氧化碳浓度,一氧化碳浓度实测值为d0。(1) Carbon monoxide concentration in underground garage, the measured value of carbon monoxide concentration is d 0 .
(2)监测房间二氧化碳浓度,房间二氧化碳浓度实测值为f0。(2) Monitor the carbon dioxide concentration in the room, and the measured value of the room carbon dioxide concentration is f 0 .
(3)监测房间温度,房间温度实测值为h0。(3) Monitor the room temperature, and the measured value of the room temperature is h 0 .
(4)监测房间相对湿度,房间相对湿度实测值为i0。(4) Monitor the relative humidity of the room, and the measured value of the relative humidity of the room is i 0 .
(5)监测房间风速,房间风速实测值为j0。(5) Monitor the wind speed of the room, and the measured value of the room wind speed is j 0 .
(6)监测房间照度,房间照度实测值为k0。(6) Monitor room illuminance, and the measured value of room illuminance is k 0 .
(7)监测房间噪声,房间噪声实测值为l0。(7) Monitor room noise, the measured value of room noise is l 0 .
(8)建筑日均水耗m,建筑日均水耗m的计算方法:(8) The daily average water consumption m of the building, the calculation method of the daily average water consumption m of the building:
式中:t为计量时间,单位为d,b0为传统水源进水总量,b′0为非传统水源出水总量。In the formula: t is the measurement time, the unit is d, b0 is the total amount of water inflow from traditional water sources, and b′ 0 is the total amount of water outflow from non-traditional water sources.
(9)建筑集中供冷/热量,建筑集中供冷量为n1,建筑集中供热量为n2。(9) Building central cooling/heating, the building central cooling capacity is n 1 , and the building central heat supply is n 2 .
(10)建筑耗气量g,建筑天然气耗气量为记g0。(10) Building gas consumption g, and building natural gas consumption is denoted as g 0 .
(11)空调系统各部分用电量及其占比,冷热源用电量e5,占比e1为空调系统总用电量。输配系统用电量e6,占比冷却塔用电量e7,占比风柜等末端用电量e8,占比 (11) The electricity consumption of each part of the air-conditioning system and its proportion, the electricity consumption of cooling and heat sources e 5 , the proportion e 1 is the total electricity consumption of the air-conditioning system. Transmission and distribution system electricity consumption e 6 , percentage Cooling tower electricity consumption e 7 , percentage Electricity consumption e 8 at the end of the wind cabinet, etc., the proportion
(12)照明系统各部分用电量及其占比,主要功能房间用电量e9,占比:e2为照明系统总用电量。公共区域用电量e10,占比:景观室外景观照明用电量e11,占比: (12) Electricity consumption and proportion of each part of lighting system, electricity consumption e 9 of main functional rooms, proportion: e 2 is the total electricity consumption of the lighting system. Electricity consumption e 10 in public areas, proportion: Landscape outdoor landscape lighting electricity consumption e 11 , proportion:
(13)动力系统各部分用电量及其占比:(13) Electricity consumption of each part of the power system and its proportion:
给排水系统水泵用电量e12,占比: Electricity consumption of water pump in water supply and drainage system e 12 , proportion:
非空调用风机用电量e13,占比: Electricity consumption of non-air-conditioning fans e 13 , proportion:
电梯扶梯用电量e14,占比: Electricity consumption of elevator and escalator e 14 , proportion:
其中,e3为动力系统总用电量。Among them, e 3 is the total power consumption of the power system.
(14)冷热水供回水温度,冷热水供回水温度计算方法:Δh冷热=h1-h2。(14) The temperature of cold and hot water supply and return water, the calculation method of cold and hot water supply and return water temperature: Δh cold and hot = h 1 -h 2 .
式中:h1为冷热水进口端温度,h2为冷热水出口端温度。In the formula: h 1 is the temperature at the inlet end of the cold and hot water, and h 2 is the temperature at the outlet end of the cold and hot water.
(15)冷却水供回水温度,冷冻水供回水温度计算方法:Δh冷却=h3-h4。(15) The cooling water supply and return water temperature, the calculation method of the chilled water supply and return water temperature: Δh cooling =h 3 -h 4 .
式中:h3为冷却水进口端温度,h4为冷却水出口端温度。In the formula: h3 is the cooling water inlet temperature, h4 is the cooling water outlet temperature.
(16)冷热水泵效率, (16) Efficiency of cold and hot water pumps,
式中:ρ为水的平均密度(kg/m),g为自由落体加速度,取9.8(m/s),t为计量时间,q2为冷热水泵进水端压力值,q3为冷热水泵出水端压力值,e15为冷热水泵用电量,m0为建筑日均水耗。In the formula: ρ is the average density of water (kg/m), g is the acceleration of free fall, take 9.8 (m/s), t is the measurement time, q 2 is the pressure value at the inlet end of the hot and cold water pump, and q 3 is the cooling The pressure value of the water outlet of the hot water pump, e 15 is the electricity consumption of the hot and cold water pump, and m 0 is the daily average water consumption of the building.
(17)冷却水泵效率, (17) cooling water pump efficiency,
式中:ρ为水的平均密度(kg/m),g为自由落体加速度,取9.8(m/s),t为计量时间,m0为建筑日均水耗,q0为冷却水泵出水端压力值,q1为冷却水泵进水端压力值,e16为冷却水泵用电量。In the formula: ρ is the average density of water (kg/m), g is the free fall acceleration, take 9.8 (m/s), t is the measurement time, m 0 is the daily average water consumption of the building, and q 0 is the outlet end of the cooling water pump Pressure value, q 1 is the pressure value of the water inlet end of the cooling water pump, and e 16 is the electricity consumption of the cooling water pump.
(18)冷机/热泵COP:(18) Cooler/Heat Pump COP:
式中:Qs为冷热源机组的平均供冷或供热量,单位为kW,ρ为冷热水密度,单位kg/m3,c为冷热水定压比热,单位kJ/kg.℃。In the formula: Q s is the average cooling or heat supply of the cold and heat source unit, in kW, ρ is the density of cold and hot water, in kg/m3, c is the specific heat of cold and hot water at constant pressure, in kJ/kg. °C.
冷机/热泵COP计算方法:Cooling machine/heat pump COP calculation method:
式中:t为计量时间。In the formula: t is the measurement time.
(19)蒸汽压缩式冷水或热泵系统EER:(19) Vapor compression chilled water or heat pump system EER:
进一步,所述动态限额分析管理模块生成的约束值与智能报警子模块中的报警值相对应。Further, the constraint value generated by the dynamic limit analysis management module Corresponds to the alarm value in the intelligent alarm sub-module.
本发明的有益效果在于:The beneficial effects of the present invention are:
1.实现了能耗、设备数据的自动读取和智能计算,并自动形成报表,省去大量的人力物力。1. Realize the automatic reading and intelligent calculation of energy consumption and equipment data, and automatically form reports, saving a lot of manpower and material resources.
2.对能耗、环境和设备运行状态进行实时监控,并实时显示数据,进行相关计算,使用者可轻松掌握整个绿色建筑的运行状态。系统在可超出能耗限额和设定参数时发出报警信号提示使用者,使用者可及时发现问题并及时调控,在需要时还可通过系统征求专家意见。2. Real-time monitoring of energy consumption, environment and equipment operation status, real-time display of data, and relevant calculations, users can easily grasp the operation status of the entire green building. The system sends out an alarm signal to remind users when the energy consumption limit and set parameters can be exceeded.
3.根据各建筑的能耗监测信息可实时计算能耗限额并自动生成报表进行公示。动态能耗限额可指导单栋建筑进行调控,实现建筑节能的有效管理。3. According to the energy consumption monitoring information of each building, the energy consumption limit can be calculated in real time and a report can be automatically generated for publicity. The dynamic energy consumption limit can guide the regulation of a single building to achieve effective management of building energy conservation.
附图说明Description of drawings
图1为系统模块结构示意图;Figure 1 is a schematic diagram of the system module structure;
图2为系统运行流程示意图。Figure 2 is a schematic diagram of the system operation flow.
具体实施方式Detailed ways
下面结合实施例对本发明作进一步说明,但不应该理解为本发明上述主题范围仅限于下述实施例。在不脱离本发明上述技术思想的情况下,根据本领域普通技术知识和惯用手段,做出各种替换和变更,均应包括在本发明的保护范围内。The present invention will be further described below in conjunction with the examples, but it should not be understood that the scope of the above-mentioned subject matter of the present invention is limited to the following examples. Without departing from the above-mentioned technical idea of the present invention, various substitutions and changes can be made according to common technical knowledge and conventional means in the field, which shall be included in the protection scope of the present invention.
实施例1:Example 1:
本实施例公开了一种基于建筑用能数据的实时动态能源管控系统,参见图1,本系统包括数据监测装置、数据采集器、数据库、数据分析模块、运行调控模块、专家改造建议提供模块和动态限额分析管理模块。This embodiment discloses a real-time dynamic energy management and control system based on building energy consumption data. Referring to FIG. 1, the system includes a data monitoring device, a data collector, a database, a data analysis module, an operation control module, an expert modification suggestion providing module and Dynamic limit analysis and management module.
所述数据监测装置的各监测设备编号及安装位置参见表1:See Table 1 for the monitoring equipment numbers and installation positions of the data monitoring device:
表1Table 1
所述数据监测装置通过有线或无线的方式将能耗数据和运行参数传输到数据采集器,所述数据采集器将该建筑的实时数据上传到数据库中。The data monitoring device transmits the energy consumption data and operating parameters to the data collector in a wired or wireless manner, and the data collector uploads the real-time data of the building to the database.
所述数据库可储存所有建筑的建筑基本信息、建筑类型、能耗数据和运行状态数据等等,若数据无法依靠所述数据监测装置采集时,如柴油、汽油等数据,可通过用户端直接输入的方式存储至所述数据库中。The database can store the basic building information, building types, energy consumption data and operating status data of all buildings, etc. If the data cannot be collected by the data monitoring device, such as diesel, gasoline and other data, it can be directly input through the user terminal. stored in the database.
所述数据分析模块主要对数据库中的数据进行处理和分析,包括以下几个子模块:数据处理子模块、实时数据显示子模块、智能报表生成子模块、成本统计子模块和智能报警子模块。The data analysis module mainly processes and analyzes the data in the database, and includes the following sub-modules: data processing sub-module, real-time data display sub-module, intelligent report generation sub-module, cost statistics sub-module and intelligent alarm sub-module.
其中,所述数据处理子模块根据预设的计算准则来实时计算监测数据从而得到相关指标,计算准则及相应的指标如下:Wherein, the data processing sub-module calculates the monitoring data in real time according to preset calculation criteria to obtain relevant indicators, and the calculation criteria and corresponding indicators are as follows:
一氧化碳浓度实测值为d0。The measured carbon monoxide concentration is d 0 .
房间二氧化碳浓度实测值为f0。The measured carbon dioxide concentration in the room is f 0 .
房间温度实测值为h0。The measured value of the room temperature is h 0 .
房间相对湿度实测值为i0。The measured value of room relative humidity is i 0 .
房间风速实测值为j0。The measured value of the room wind speed is j 0 .
房间照度实测值为k0。The measured value of room illuminance is k 0 .
房间噪声实测值为l0。The measured value of room noise is l 0 .
建筑日均水耗m计算方法:Calculation method of building average daily water consumption m:
式中:t为计量时间,单位为d,b0为传统水源进水总量,b′0为非传统水源出水总量。In the formula: t is the measurement time, the unit is d, b0 is the total amount of water inflow from traditional water sources, and b′ 0 is the total amount of water outflow from non-traditional water sources.
建筑集中供冷/热量:Building district cooling/heating:
建筑集中供冷量为n1。The central cooling capacity of the building is n 1 .
建筑集中供冷量为n2。The central cooling capacity of the building is n 2 .
建筑天然气耗气量为记g0。Building natural gas consumption is denoted as g 0 .
空调系统各部分用电量及其占比:The electricity consumption of each part of the air-conditioning system and its proportion:
冷热源用电量e5,占比,e1为空调系统总用电量;The electricity consumption e 5 of the cold and heat sources, the proportion, e 1 is the total electricity consumption of the air-conditioning system;
输配系统用电量e6,占比, The electricity consumption e 6 of the transmission and distribution system, the proportion,
冷却塔用电量e7,占比, Cooling tower electricity consumption e 7 , proportion,
风柜等末端用电量e8,占比, The power consumption e 8 of the wind cabinet and other terminals, the proportion,
照明系统各部分用电量及其占比:The electricity consumption of each part of the lighting system and its proportion:
主要功能房间用电量e9,占比,e2为照明系统总用电量;The electricity consumption e 9 of the main functional room, the proportion, e 2 is the total electricity consumption of the lighting system;
公共区域用电量e10,占比, Electricity consumption in public area e 10 , proportion,
景观室外景观照明用电量e11,占比, Landscape outdoor landscape lighting electricity consumption e 11 , proportion,
动力系统各部分用电量及其占比:Electricity consumption of each part of the power system and its proportion:
给排水系统水泵用电量e12,占比, Electricity consumption of water pump in water supply and drainage system e 12 , proportion,
非空调用风机用电量e13,占比, Electricity consumption of non-air-conditioning fans e 13 , proportion,
电梯扶梯用电量e14,占比, Electricity consumption of elevator and escalator e 14 , proportion,
其中,e3为动力系统总用电量。Among them, e 3 is the total power consumption of the power system.
冷热水供回水温度计算方法:Δh冷热=h1-h2。Calculation method of cold and hot water supply and return water temperature: Δh cold and hot = h 1 -h 2 .
式中:h1为冷热水进口端温度,h2为冷热水出口端温度。In the formula: h 1 is the temperature at the inlet end of the cold and hot water, and h 2 is the temperature at the outlet end of the cold and hot water.
冷冻水供回水温度计算方法:Δh冷却=h3-h4。Calculation method of chilled water supply and return water temperature: Δh cooling =h 3 -h 4 .
式中:h3为冷却水进口端温度,h4为冷却水出口端温度。In the formula: h3 is the cooling water inlet temperature, h4 is the cooling water outlet temperature.
冷热水泵效率:Efficiency of hot and cold water pumps:
式中:ρ为水的平均密度,单位kg/m3,可根据水温由物性参数表查取;g为自由落体加速度,取9.8m/s2;t为计量时间;q2为冷热水泵进水端压力值;q3为冷热水泵出水端压力值;e15为冷热水泵用电量;m0为建筑日均水耗。In the formula: ρ is the average density of water, the unit is kg/m 3 , which can be obtained from the physical parameter table according to the water temperature; g is the acceleration of free fall, which is taken as 9.8m/s 2 ; t is the measurement time; q 2 is the hot and cold water pump The pressure value of the water inlet end; q 3 is the pressure value of the outlet end of the cold and hot water pump; e 15 is the electricity consumption of the cold and hot water pump; m 0 is the daily average water consumption of the building.
冷却水泵效率:Cooling water pump efficiency:
式中:ρ为水的平均密度,单位kg/m3,可根据水温由物性参数表查取;g为自由落体加速度,取9.8m/s2;t为计量时间;m0为建筑日均水耗;q0为冷却水泵出水端压力值;q1为冷却水泵进水端压力值;e16为冷却水泵用电量。In the formula: ρ is the average density of water, the unit is kg/m 3 , which can be obtained from the physical parameter table according to the water temperature; g is the acceleration of free fall, which is taken as 9.8m/s 2 ; t is the measurement time; m 0 is the daily average of the building Water consumption; q 0 is the pressure value of the water outlet of the cooling water pump; q 1 is the pressure value of the water inlet end of the cooling water pump; e 16 is the electricity consumption of the cooling water pump.
冷机/热泵COP:Chiller/Heat Pump COP:
式中:Qs为冷热源机组的平均供冷量或平均供热量,单位kW。ρ为冷热水密度,单位kg/m3。c为冷热水定压比热,单位kJ/kg.℃。In the formula: Q s is the average cooling capacity or average heat capacity of the cold and heat source units, in kW. ρ is the density of hot and cold water, in kg/m 3 . c is the specific heat of hot and cold water at constant pressure, in kJ/kg.℃.
冷机/热泵COP计算方法:Cooling machine/heat pump COP calculation method:
式中:t为计量时间。In the formula: t is the measurement time.
蒸汽压缩式冷水/热泵系统EER:Vapor Compression Cold Water/Heat Pump System EER:
并可以根据对应的规范要求或能耗限额与实际通过数据采集计算分析得到的同一参数的实际数值作对比,从而得出各个指标的运行是否正常,计算后的数据内容重新传输到所述数据库中储存。And it can be compared with the actual value of the same parameter obtained through data collection, calculation and analysis according to the corresponding specification requirements or energy consumption limit, so as to obtain whether the operation of each indicator is normal, and the calculated data content is retransmitted to the database. store.
所述实时数据显示子模块可对基本信息、实时数据指标按照需求分类处理,形成数字、图表和模型,如可按照能源类型、能耗分项等显示逐年、逐月、逐日或单位面积能耗等等。The real-time data display sub-module can classify and process basic information and real-time data indicators according to requirements to form numbers, charts and models, such as energy consumption per year, month, day or unit area can be displayed according to energy type, energy consumption sub-item, etc. and many more.
所述智能报表生成子模块可根据用户自身的需求创建报表模板,并形成多种类型的报表。所述报表包括的信息有建筑基本信息、设备信息、能耗数据、监测指标、对标参考指标以及能源成本。The intelligent report generation sub-module can create report templates according to the user's own needs, and form various types of reports. The information included in the report includes basic building information, equipment information, energy consumption data, monitoring indicators, benchmarking reference indicators and energy costs.
所述智能报警子模块可根据数据处理子模块的处理结果,识别参数异常,并可对所有指标设定报警值。所述智能报警子模块可根据使用者需求设置声、光报警,并给使用者发送信息和邮件。The intelligent alarm sub-module can identify abnormal parameters according to the processing results of the data processing sub-module, and can set alarm values for all indicators. The intelligent alarm sub-module can set sound and light alarms according to user requirements, and send information and emails to users.
所述运行调控模块可根据数据对标结果对设备提出调控建议,并可设置自动调控和手动调控。手动调控可由使用者在系统中对设备进行启停设置和参数设置,自动调节可根据环境监测数据自动对相关设备按照优先级进行调节或启停。The operation control module can put forward control suggestions for the equipment according to the data benchmarking results, and can set automatic control and manual control. Manual regulation can be set by the user to start and stop the equipment and parameter settings in the system, and automatic regulation can automatically adjust or start and stop the relevant equipment according to the priority according to the environmental monitoring data.
所述专家改造建议提供模块具有显示不同建筑各类信息的功能,显示的信息包括不同建筑的建筑基本信息、设备信息、能耗数据、运行状态数据和调控历史;使用者根据所述运行调控模块调节后的对标结果向专家改造建议提供模块输入设备调控信息和改造信息。The expert reconstruction suggestion providing module has the function of displaying various types of information of different buildings, and the displayed information includes building basic information, equipment information, energy consumption data, operating status data and regulation history of different buildings; the user regulates the module according to the operation and regulation The adjusted benchmarking results provide module input equipment control information and modification information to experts for modification suggestions.
所述动态能耗限额分析管理模块对应管理员入口,管理人员可通过管理员账户获得数据库中关于所有建筑的相关信息和能耗、运行状态的实时数据等,动态能耗限额分析管理系统根据建筑类别将实时数据分类和筛选,并按照设定算法计算建筑能耗指标实测值E0,从而动态生成能耗引导值R和约束值 The dynamic energy consumption limit analysis and management module corresponds to the administrator's entry, and managers can obtain relevant information about all buildings in the database and real-time data of energy consumption and operation status, etc. through the administrator account. The category classifies and filters the real-time data, and calculates the measured value E 0 of the building energy consumption index according to the set algorithm, thereby dynamically generating the energy consumption guide value R and constraint value
使用者通过所述动态限额分析管理模块调用存储在数据库中的所有建筑的相关信息、能耗和运行状态的实时数据。所述动态限额分析管理模块根据建筑类别将实时数据分类和筛选,并按照设定算法计算建筑能耗指标实测值E0,从而动态生成能耗引导值R和约束值生成相应报表。该约束值与所述智能报警模块中的动态能耗限额相对应,实时指导单栋建筑。Through the dynamic limit analysis and management module, the user invokes the relevant information of all buildings, real-time data of energy consumption and operation status stored in the database. The dynamic limit analysis and management module classifies and filters the real-time data according to the building category, and calculates the measured value E 0 of the building energy consumption index according to the set algorithm, thereby dynamically generating the energy consumption guide value R and the constraint value Generate corresponding reports. the constraint value Corresponding to the dynamic energy consumption limit in the intelligent alarm module, it guides a single building in real time.
所述建筑能耗指标实测值计算公式为:The calculation formula of the measured value of the building energy consumption index is:
式中:Eo为建筑能耗指标实测值,单位为kgce/(m2·a)。Ei为消耗的第i类能源实物量,单位为各实物量的单位。Ki为第i类能源折算标煤系数。n为建筑消耗的能源种类数量。A为建筑面积,单位为m2。In the formula: E o is the measured value of the building energy consumption index, and the unit is kgce/(m 2 ·a). E i is the physical quantity of type i energy consumed, and the unit is the unit of each physical quantity. K i is the converted standard coal coefficient of the i-th type of energy. n is the number of energy types consumed by the building. A is the building area, the unit is m 2 .
约束性指标使用整体样本的平均值,计算公式为:The binding index uses the average value of the overall sample, and the calculation formula is:
式中:为样本均值。Eon为某类型单栋建筑的建筑能耗指标实测值。where: is the sample mean. E on is the measured value of the building energy consumption index of a certain type of single building.
约束性指标按照限额水平法进行计算,计算公式为:The binding index is calculated according to the limit level method, and the calculation formula is as follows:
式中:R为统计限额值。σ为样本标准差。Zα为累计概率为(1-α)时对应的标准正态分布概率密度值,对应限额水平。能耗限额水平α设置在0.15-0.30之间。In the formula: R is the statistical limit value. σ is the sample standard deviation. Z α is the corresponding standard normal distribution probability density value when the cumulative probability is (1-α), corresponding to the limit level. The energy consumption limit level α is set between 0.15-0.30.
一种基于建筑用能数据的实时动态能源管控系统的使用方法,参见图2,包括以下步骤:A method for using a real-time dynamic energy management and control system based on building energy consumption data, as shown in Figure 2, includes the following steps:
1)根据《公共建筑节能检测标准》(JGJ/T 177-2009)和《绿色建筑节能检测标准》(CSUS/GBC 05–2014)的规定合理布置各个测点,安装监测设备,并设置初始参数,调试数据传输功能。1) According to the provisions of "Energy Conservation Inspection Standard for Public Buildings" (JGJ/T 177-2009) and "Green Building Energy Conservation Inspection Standard" (CSUS/GBC 05–2014), reasonably arrange each measuring point, install monitoring equipment, and set initial parameters , to debug the data transfer function.
2)所述数据监测装置监测各类指标,并通过有线或无线的方式向数据采集器传输监测数据。其中,各类所述指标包括设备数据、设备能耗和环境指标。当数据无法依靠监测设备采集时,如柴油、汽油等数据,使用者可通过用户端直接输入的方式将数据存储至数据库中。2) The data monitoring device monitors various indicators, and transmits monitoring data to the data collector in a wired or wireless manner. Among them, the various indicators include equipment data, equipment energy consumption and environmental indicators. When the data cannot be collected by monitoring equipment, such as diesel, gasoline and other data, the user can store the data in the database through the direct input of the user terminal.
3)所述数据采集器将实时监测数据上传到数据库。3) The data collector uploads the real-time monitoring data to the database.
4)所述数据分析模块对数据库中的监测数据进行处理和分析,并将计算后的数据内容传输到数据库。4) The data analysis module processes and analyzes the monitoring data in the database, and transmits the calculated data content to the database.
5)所述运行调控模块根据数据分析模块的对标结果分析建筑的能耗状况,从而设置自动调控和/或手动调控,并对调控后的数据进行再次对标。当该步骤的对标结果仍不符合标准时,转入步骤6);5) The operation regulation module analyzes the energy consumption status of the building according to the benchmarking result of the data analysis module, thereby setting automatic regulation and/or manual regulation, and benchmarking the regulated data again. When the benchmarking result of this step still does not meet the standard, go to step 6);
6)使用者根据所述运行调控模块调节后的对标结果向专家改造建议提供模块输入设备调控信息和改造信息,进行再次调控,直到对标结果符合标准。6) The user provides the module input device regulation information and the transformation information to the expert transformation suggestion according to the benchmarking result adjusted by the operation regulation module, and performs the regulation again until the benchmarking result meets the standard.
7)所述动态限额分析管理模块对数据库中的能耗数据进行实时处理,计算出建筑能耗指标实测值Eo、约束值和约束性指标R;通过所述约束性指标R对单栋建筑进行实时指导。7) The dynamic limit analysis and management module processes the energy consumption data in the database in real time, and calculates the measured value E o and the constraint value of the building energy consumption index and the binding index R; the single building is guided in real time through the binding index R.
动态能耗限额值计算后的数据与地方能耗限额标准进行对比,当数值大于地方标准时,使用地方标准。当地无地方能耗限额时,则动态能耗限额值计算后的数据与国家限额进行比较,当数值大于国家标准时,使用国家标准。The data after the dynamic energy consumption limit value calculation is compared with the local energy consumption limit standard. When the value is greater than the local standard, the local standard is used. When there is no local energy consumption limit, the calculated data of the dynamic energy consumption limit value is compared with the national limit. When the value is greater than the national standard, the national standard is used.
Claims (5)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910846259.0A CN110597116B (en) | 2019-09-09 | 2019-09-09 | Real-time dynamic energy management and control system based on building energy consumption data |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910846259.0A CN110597116B (en) | 2019-09-09 | 2019-09-09 | Real-time dynamic energy management and control system based on building energy consumption data |
Publications (2)
Publication Number | Publication Date |
---|---|
CN110597116A CN110597116A (en) | 2019-12-20 |
CN110597116B true CN110597116B (en) | 2020-10-27 |
Family
ID=68858334
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201910846259.0A Active CN110597116B (en) | 2019-09-09 | 2019-09-09 | Real-time dynamic energy management and control system based on building energy consumption data |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN110597116B (en) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US12140331B2 (en) * | 2019-12-17 | 2024-11-12 | Daikin Industries, Ltd. | Installation position confirmation support system, server, program, and method |
Families Citing this family (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111652523B (en) * | 2020-06-10 | 2024-04-26 | 上海华建工程建设咨询有限公司 | Method, system and electronic equipment for comprehensive monitoring and management of green building |
CN113835346A (en) * | 2020-06-24 | 2021-12-24 | 北京市天元网络技术股份有限公司 | Intelligent building energy consumption control system and method based on Internet of Things |
CN113238645B (en) * | 2021-05-08 | 2022-09-27 | 浙大城市学院 | An Internet of Things Energy Management System |
CN113701819A (en) * | 2021-08-31 | 2021-11-26 | 四川省建筑科学研究院有限公司 | Building structure monitoring method, monitoring device, monitoring system and storage medium |
CN114048955A (en) * | 2021-10-15 | 2022-02-15 | 深圳安志生态环境有限公司 | Building carbon emission supervisory systems |
CN114022042A (en) * | 2021-11-29 | 2022-02-08 | 特斯联科技集团有限公司 | System for acquiring carbon emission in building |
CN114358646B (en) * | 2022-01-13 | 2025-03-18 | 江苏柯创城市技术有限公司 | A modular management system for a park based on BIM |
CN114418794A (en) * | 2022-01-20 | 2022-04-29 | 博锐尚格科技股份有限公司 | Building data analysis method and device, electronic equipment and storage medium |
CN115267086A (en) * | 2022-08-09 | 2022-11-01 | 中国建筑科学研究院有限公司 | Intelligent monitoring method and system for carbon emission during operation of green hospital building |
CN115575579A (en) * | 2022-10-18 | 2023-01-06 | 江苏旭龙环境科技有限公司 | Carbon monitoring method and system based on monitoring source analysis |
CN116561682B (en) * | 2023-05-19 | 2023-12-19 | 同济大学 | An efficient prediction method for the composition and performance coefficient of HVAC systems in massive urban buildings |
Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN104599198A (en) * | 2015-01-27 | 2015-05-06 | 华南理工大学 | Indicator type multi-stage analysis method and system for campus building energy efficiency management |
Family Cites Families (20)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
AU2009225444B2 (en) * | 2008-03-20 | 2014-12-18 | Signify Holding B.V. | A conductive magnetic coupling system |
US9286582B2 (en) * | 2009-06-22 | 2016-03-15 | Johnson Controls Technology Company | Systems and methods for detecting changes in energy usage in a building |
US8977405B2 (en) * | 2011-12-13 | 2015-03-10 | Patrick Andrew Shiel | Continuous optimization energy reduction process in commercial buildings |
CN102831551A (en) * | 2012-08-17 | 2012-12-19 | 北京合众科林自动化工程技术有限公司 | Building energy management system |
CN203502797U (en) * | 2013-09-18 | 2014-03-26 | 石家庄维拓科技有限公司 | Energy consumption monitor system for large-scale public building |
KR20150061246A (en) * | 2013-11-27 | 2015-06-04 | 한국전자통신연구원 | Building data managing apparatus and building management system comprising thereof |
US9256702B2 (en) * | 2013-12-18 | 2016-02-09 | Johnson Controls Technology Company | Systems and methods for determining an appropriate model parameter order |
CN104063766A (en) * | 2014-07-03 | 2014-09-24 | 广州智业节能科技有限公司 | Building energy efficiency management system based on cloud computing and big data technology |
CN104794269A (en) * | 2015-04-09 | 2015-07-22 | 重庆大学 | Approval method for energy-saving retrofit energy saving based on standard effect judgment |
CN105549516B (en) * | 2016-02-29 | 2018-02-16 | 雅讯东方(山东)科技有限公司 | A kind of system for monitoring emery consumption of public buildings |
CN105629855B (en) * | 2016-03-15 | 2018-01-05 | 重庆大学 | A kind of green building operational effect monitoring platform |
CN108510100A (en) * | 2017-03-27 | 2018-09-07 | 上海智容睿盛智能科技有限公司 | A kind of energy optimization management implementation method of the intelligent building based on correlation rule |
US10619882B2 (en) * | 2017-07-27 | 2020-04-14 | Johnson Controls Technology Company | Building management system with scorecard for building energy and equipment performance |
CN107862099A (en) * | 2017-12-26 | 2018-03-30 | 安徽省安泰科技股份有限公司 | A kind of intelligent public energy source regulator control system |
CN108319172A (en) * | 2018-02-11 | 2018-07-24 | 西安建筑科技大学 | A kind of green building energy management method based on network without center |
CN108897232A (en) * | 2018-06-19 | 2018-11-27 | 中南林业科技大学 | A kind of energy management method and system based on Internet of Things |
CN109240263A (en) * | 2018-09-12 | 2019-01-18 | 深圳市紫衡技术有限公司 | A kind of online diagnosis of energy saving method, system, equipment, storage medium |
CN109917706B (en) * | 2019-03-06 | 2021-07-30 | 重庆房地产职业学院 | Residential building energy-saving effect monitoring system and method based on big data |
CN109857177B (en) * | 2019-03-13 | 2021-10-15 | 吉林建筑大学 | A kind of building electrical energy-saving monitoring method |
CN110189053A (en) * | 2019-06-07 | 2019-08-30 | 广州远正智能科技股份有限公司 | A kind of public building energy consumption management system for monitoring |
-
2019
- 2019-09-09 CN CN201910846259.0A patent/CN110597116B/en active Active
Patent Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN104599198A (en) * | 2015-01-27 | 2015-05-06 | 华南理工大学 | Indicator type multi-stage analysis method and system for campus building energy efficiency management |
Non-Patent Citations (1)
Title |
---|
重庆市既有公共建筑空调系统节能诊断研究及节能改造评价体系构建;周小伟;《中国优秀硕士学位论文全文数据库工程科技II辑》;20130315(第3期);第C038-582页 * |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US12140331B2 (en) * | 2019-12-17 | 2024-11-12 | Daikin Industries, Ltd. | Installation position confirmation support system, server, program, and method |
Also Published As
Publication number | Publication date |
---|---|
CN110597116A (en) | 2019-12-20 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN110597116B (en) | Real-time dynamic energy management and control system based on building energy consumption data | |
CN110134094B (en) | Industrial enterprise energy consumption monitoring and management system | |
CN100477587C (en) | Energy saving monitoring system | |
CN104570973B (en) | Method and device for enterprise energy management | |
CN106802616B (en) | Building energy consumption comprehensive management system and method | |
CN107862099A (en) | A kind of intelligent public energy source regulator control system | |
CN104075403A (en) | Air-conditioning energy consumption monitoring and diagnosing system and method | |
CN107942960A (en) | A kind of intelligentized information processing system | |
CN106681964A (en) | Public building energy consumption auditing statistics splitting method | |
CN103472812A (en) | Energy management system | |
CN104574217A (en) | Intelligent power distribution network online risk assessment method | |
WO2019090549A1 (en) | Indoor environment monitoring system | |
CN110689957A (en) | Intelligent operation and maintenance management platform for hospital environment facilities | |
CN114092027A (en) | A carbon flow master station management system, management method and demand side carbon management system | |
CN104751376A (en) | Green building measurement system and green building measurement method | |
CN110865149A (en) | Indoor public environment monitoring method and system | |
CN113554361A (en) | Comprehensive energy system data processing and calculating method and processing system | |
CN114040004A (en) | Demand side carbon flow monitoring terminal, monitoring method and system | |
CN115099479A (en) | A method, device and storage medium for managing and controlling energy consumption budget of building energy equipment | |
CN115204638A (en) | Realization method of intelligent monitoring system in power plant | |
CN116241958A (en) | A smart building energy management system based on BIM technology | |
CN110597151A (en) | A real-time online monitoring device for central air-conditioning energy efficiency | |
CN113050573B (en) | Production rhythm-based energy-saving method for air compressor | |
CN119401412A (en) | An electric power monitoring system based on artificial intelligence | |
CN106019946B (en) | A kind of real-time dynamic energy-saving of motor system amount accounting method and monitoring system |
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 |