TW202119333A - Electrical energy storage system able to intelligently allocate charging and discharging and control method thereof saving the electricity utilized within the time of critical peak electricity price - Google Patents
Electrical energy storage system able to intelligently allocate charging and discharging and control method thereof saving the electricity utilized within the time of critical peak electricity price Download PDFInfo
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本發明關於一種電力儲能系統,尤指一種可智慧調配充放電的電力儲能系統及其控制方法。The invention relates to an electric energy storage system, in particular to an electric energy storage system capable of intelligently deploying charging and discharging and a control method thereof.
隨著民生需求的快速發展,許多住宅、商業店家或工廠陸續興建及開展,當住宅、商業店家或工廠建設完畢後,會開始配置供電系統,以供應住宅、商業店家或工廠的用電需求。With the rapid development of people's livelihood needs, many residential, commercial stores or factories have been constructed and developed one after another. When the residential, commercial stores or factories are completed, the power supply system will be configured to supply the electricity demand of the residential, commercial stores or factories.
然而,季節轉變使得氣溫跟隨改變,如夏天因為環境氣溫高,所以住宅、商業店家或工廠都會開啟空調,使得用電量大增,尤其是在電力公司設定的尖峰用電時間(一天之中最高溫的時候,或者電力公司預估用電量最大地時間)時,因為尖峰用電的電價高,導致住宅、商業店家或工廠的電費增加,而住宅、商業店家或工廠的用電量大增也導致電力公司的電力備載容量不足。However, seasonal changes make the temperature change accordingly. For example, in summer, because of the high ambient temperature, air-conditioning is turned on in residences, commercial stores or factories, which greatly increases power consumption, especially during the peak power consumption time set by the power company (the highest of the day) When it is warm, or when the electricity company estimates the maximum electricity consumption time), because the peak electricity price is high, the electricity bills of residential, commercial stores or factories will increase, and the electricity consumption of residential, commercial stores or factories will increase greatly. It also led to insufficient power reserve capacity of the power company.
因此,目前住宅、商業店家或工廠都會自行在電力公司設定的尖峰用電時間減少用電量,但是環境氣候所帶來的影響又會造成住宅、商業店家或工廠無法降低太多的用電量,導致用電費用無法有效管控。Therefore, at present, residential houses, commercial stores or factories will reduce electricity consumption by themselves at the peak power consumption time set by the power company, but the impact of the environmental climate will cause the residential, commercial stores or factories to be unable to reduce the electricity consumption too much. , Resulting in the ineffective control of electricity costs.
鑒於上述現況所存在的問題,本發明提供一種可智慧調配充放電的電力儲能系統及其控制方法,藉由提供一儲能設備,並根據住宅、商業店家或工廠過去用電狀況配合氣象預報及電價資料,規畫該儲能設備在設定的尖峰用電時間提供電力,或在設定的離峰用電時間儲存電力,藉此可智慧調配儲能設備在尖峰時間放電及離峰時間充電,以提升用電調配的彈性並達到節省電費的目的。In view of the problems in the above-mentioned current situation, the present invention provides an electric energy storage system that can intelligently deploy charge and discharge and a control method thereof, by providing an energy storage device, and matching weather forecasts according to the past electricity consumption status of residences, commercial stores or factories And electricity price data, plan the energy storage device to provide electricity at the set peak power time, or store electricity at the set off-peak power time, so that the energy storage device can be intelligently deployed during peak time to discharge and off-peak time to charge. In order to improve the flexibility of electricity allocation and achieve the purpose of saving electricity bills.
為了達到上述目的所採取的技術手段,是令前述可智慧調配充放電的電力儲能系統,包括: 一電價資料庫,儲存一電價資料,該電價資料包括一尖峰電價時間及一離峰電價時間; 一氣象資料庫,儲存一氣象資料; 至少一智慧電表,分別用以感測一用電數據; 一儲能設備,用以儲存或釋放電力; 一控制設備,電連接該儲能設備、一市電及供電連接一負載端,該控制設備用以切換該市電或該儲能設備的供電路徑; 一伺服器裝置,連線該電價資料庫、該氣象資料庫、該等智慧電表、該儲能設備及該控制設備;該伺服器裝置接收該等用電數據並儲存一用電資料,該伺服器裝置擷取該氣象資料及該用電資料以產生一用電量預測資料,該伺服器裝置擷取該電價資料並根據該用電預測資料產生一離峰充電排程與一尖峰放電排程,該伺服器裝置根據該離峰充電排程的排程時間驅動該控制設備切換由市電對該負載端充電及該儲能設備供電,或根據該尖峰放電排程的排程時間驅動該控制設備切換由該儲能設備對該負載端供電。In order to achieve the above-mentioned purpose, the technical means adopted is to make the aforementioned electric energy storage system capable of intelligently deploying charging and discharging, including: An electricity price database, storing electricity price data, the electricity price data including a peak electricity price time and an off-peak electricity price time; A weather database, storing a weather data; At least one smart meter, respectively used to sense a piece of electricity consumption data; An energy storage device to store or release electricity; A control device, electrically connected to the energy storage device, a mains power supply, and a power supply connection to a load end, the control device is used to switch the power supply path of the mains or the energy storage device; A server device is connected to the electricity price database, the weather database, the smart meters, the energy storage equipment and the control equipment; the server device receives the electricity consumption data and stores an electricity consumption data, the server The server device retrieves the meteorological data and the electricity consumption data to generate an electricity consumption forecast data, and the server device retrieves the electricity price data and generates an off-peak charging schedule and a peak discharge schedule based on the electricity consumption forecast data The server device drives the control device according to the schedule time of the off-peak charging schedule to switch between charging the load and the energy storage device from the mains, or drives the control device according to the schedule time of the peak discharge schedule The switch is powered by the energy storage device to the load end.
透過上述系統可知,藉由參考過去的用電資料以及預測的氣象資料來預測如明日、後日等未來時間的用電狀況以得到該用電量預測資料,並根據電價資料的尖峰、離峰電價時間產生該離峰充電排程與尖峰放電排程,使得該伺服器裝置可以在離峰充電排程的離峰電價時間,驅動該控制設備切換由該市電對該儲能設備充電及該負載端供電,或者在該尖峰放電排程的尖峰電價時間,驅動該控制設備切換該儲能設備對該負載端供電,藉此可智慧調配儲能設備在尖峰電價時間放電及離峰電價時間充電,以提升用電調配的彈性並達到節省電費的目的。Through the above system, it can be known that by referring to the past electricity consumption data and predicted weather data to predict the electricity consumption situation in the future, such as tomorrow, the next day, etc., to obtain the electricity consumption forecast data, and according to the peak and off-peak electricity prices of the electricity price data Time generates the off-peak charging schedule and peak discharge schedule, so that the server device can drive the control device to switch between charging the energy storage device from the mains and the load terminal during the off-peak electricity price time of the off-peak charging schedule Power supply, or at the peak electricity price time of the peak discharge schedule, drive the control device to switch the energy storage device to supply power to the load end, so that the energy storage device can be intelligently deployed to discharge during peak electricity prices and charge off-peak electricity prices. Improve the flexibility of electricity allocation and achieve the purpose of saving electricity bills.
為了達成上述目的所採取的另一技術手段,是令前述可智慧調配充放電的電力儲能控制方法,由一伺服器裝置連結一儲能設備及一控制設備,並由該伺服器裝置執行以下步驟: 擷取一氣象資料及一電價資料,該電價資料包括一尖峰電價時間及一離峰電價時間; 根據該氣象資料及儲存的一用電資料產生一用電量預測資料; 根據該用電量預測資料與該電價資料比對,以產生一離峰充電排程與一尖峰放電排程; 判斷是否到達該尖峰放電時間的排程時間; 若是,則根據該尖峰放電時間驅動該控制設備切換由該儲能設備對一負載端供電; 若否,則根據該離峰充電排程驅動該控制設備切換由一市電對該儲能設備充電及該負載端供電。Another technical method adopted to achieve the above-mentioned purpose is to make the aforementioned power storage control method capable of intelligently deploying charging and discharging. A server device connects an energy storage device and a control device, and the server device executes the following step: Acquire a weather data and an electricity price data, the electricity price data includes a peak electricity price time and an off-peak electricity price time; Generate an electricity consumption forecast data based on the meteorological data and a stored electricity consumption data; Compare the electricity consumption forecast data with the electricity price data to generate an off-peak charging schedule and a peak discharge schedule; Judge whether the scheduling time of the peak discharge time is reached; If yes, drive the control device to switch the energy storage device to supply power to a load terminal according to the peak discharge time; If not, according to the off-peak charging schedule, the control device is driven to switch between charging the energy storage device by a mains and supplying power to the load.
透過上述方法可知,參考過去的用電資料以及預測的氣象資料來預測如明日、後日等未來時間的用電狀況以得到該用電量預測資料,並根據電價資料產生該離峰充電排程與尖峰放電排程,使該伺服器裝置在該離峰充電排程的離峰電價時間,驅動該控制設備切換由該市電對該儲能設備充電及該負載端供電,或在該尖峰放電排程的尖峰電價時間,驅動該控制設備切換該儲能設備對該負載端供電,藉此可智慧調配儲能設備在尖峰電價時間放電及離峰電價時間充電,以提升用電調配的彈性並達到節省電費的目的。According to the above method, we can refer to past electricity consumption data and predicted weather data to predict electricity consumption in the future, such as tomorrow, the day after tomorrow, etc., to obtain the electricity consumption forecast data, and generate the off-peak charging schedule and schedule based on the electricity price data. The peak discharge schedule enables the server device to drive the control device to switch between charging the energy storage device from the mains and supply power to the load at the off-peak electricity price time of the off-peak charging schedule, or schedule the peak discharge During the peak electricity price time, the control device is driven to switch the energy storage device to supply power to the load end, thereby intelligently deploying the energy storage device to discharge during the peak electricity price time and charge during the off-peak electricity price time, so as to improve the flexibility of electricity allocation and achieve savings The purpose of the electricity bill.
關於本發明可智慧調配充放電的電力儲能系統的較佳實施例,請參考圖1所示,本發明可應用在住家大樓、工廠、商辦大樓等場所,但不以此為限,該電力儲能系統包括一伺服器裝置11、至少一智慧電表12、一控制設備13、一儲能設備14,其中,本實施例可包括複數智慧電表12;該控制設備13電連接一負載端15、一市電16、該儲能設備14及該伺服器裝置11;該伺服器裝置11連線該儲能設備14、該等智慧電表12、一電價資料庫17及一氣象資料庫18以進行資料傳輸,其中該伺服器裝置11可以是設置在本地的一伺服器裝置並透過有線線路或無線網路連線該控制設備13、該等智慧電表12及該儲能設備14,該伺服器裝置11也可以是設置在遠端的一伺服器裝置,並透過網路連結該控制設備13、該等智慧電表12及該儲能設備14,該伺服器裝置11是透過網路連結該電價資料庫17及該氣象資料庫18;該電價資料庫17可以為台灣電力公司網站的一資料庫;該氣象資料庫18為氣象局的一資料庫;該負載端15可以是用電負載如電燈、電梯等電氣設備;該控制設備13可以是一電源切換控制設備;該儲能設備14可以是一蓄電組如超級電容、鋰電池等。Regarding the preferred embodiment of the electric energy storage system capable of intelligently deploying charging and discharging of the present invention, please refer to FIG. 1. The present invention can be applied to residential buildings, factories, commercial buildings and other places, but is not limited to this. The power energy storage system includes a
該等智慧電表12供測量用戶的用電量,並且將一用電數據傳送到該伺服器裝置11,該伺服器裝置11將該用電數據儲存為一用電資料,該伺服器裝置11連線到該氣象資料庫18擷取一氣象資料,該氣象資料是氣象局根據氣象數據預測未來天氣,以產生一未來天氣預測資料,包括溫度、風量、濕度、下雨狀況等資訊;該伺服器裝置11連結到該電價資料庫17擷取一電價資料,該電價資料包括一尖峰電價時間及一離峰電價時間,例如電力公司公布2017年時間電價日曆表中記載週日或離峰日全天為離峰電價時間、平日(週一~週五)時間00:00~07:30及22:30~24:00為離峰電價時間,其於時間為尖峰電價時間等資訊,並且在離峰電價時間用電享有電價優惠。The
該控制設備13用以切換該儲能設備14或該市電16的供電路徑;該伺服器裝置11持續擷取該儲能設備14的一電力容量值,該電力容量值是該儲能設備14的即時蓄電量,用以確認該儲能設備14當前的蓄電量。The
下面將舉例本發明電力儲能控制系統如何智慧調配充放電,例如,當該伺服器裝置11在11月27日要預測該負載端15在11月28日(週二)的用電量時,根據該未來天氣預測資料以及該用電資料產生一用電量預測資料,其中,該未來天氣預測資料包括提前預測11月28日可能的天氣狀況,該用電資料包括歷年用電狀況,藉此可以提前預測該負載端15在11/28日的不同時間區段可能的用電量狀況。The following will give an example of how the power storage control system of the present invention intelligently allocates charge and discharge. For example, when the
該伺服器裝置11根據該電價資料中與該用電量預測資料比對,以產生一離峰充電排程與一尖峰放電排程,其中,如11月28日的00:00~07:30及22:30~24:00為離峰電價時間,07:30~22:30為尖峰電價時間,所以該尖峰放電排程的時間包括07:30~22:30,該離峰充電排程的時間包括00:00~07:30及22:30~24:00。The
當時間到達11月28日時,該伺服器裝置11判斷當前時間是否為該尖峰放電排程的排程時間,該伺服器裝置11傳送一第一控制訊號給該控制設備13,以驅動該控制設備13切換供電路徑由該儲能設備14經由該控制設備13對該負載端15供電,並切斷該市電16至該負載端15的路徑,使該市電16不會對該負載端15供電;反之,若該伺服器裝置11判斷當前時間為離峰充電排程的排程時間,該伺服器裝置11傳送一第二控制訊號給該控制設備13,以驅動該控制設備13切換對該負載端15的供電路徑,由該市電16透過該控制設備13對該儲能設備14充電以及對該負載端15供電,使該儲能設備14可以在離峰電價時間充電,確保蓄電量充足;該伺服器裝置11在該尖峰放電排程或該離峰充電排程的排程時間內,均會持續擷取該儲能設備14的一電力容量值,並判斷該電力容量值是否低於一下限值,以隨時確認該儲能設備14的蓄電量狀況。When the time reaches November 28, the
如,當前時間在該尖峰放電排程的時間內時,該伺服器裝置11會擷取該儲能設備14的該電力容量值,並根據接收到的該電力容量值判斷低於該下限值,代表該儲能設備14的蓄電量即將耗盡,該伺服器裝置11驅動該控制設備13切換由該市電16對該負載端15供電,以及停止該儲能設備14對該負載端15供電,直到當前時間進入該離峰充電排程的排程時間內,該伺服器裝置11才進入該離峰充電排程,並驅動該控制設備13切換由該市電16對該負載端15供電的同時也對該儲能設備14充電。For example, when the current time is within the time of the peak discharge schedule, the
當該用電量預測資料中記錄,該負載端15在該離峰充電排程的排程時間內有至少一段最大用電量時間的用電量超過一最大契約用電量,該伺服器裝置11在當前時間到達該段最大用電量時間時,驅動該控制設備13切換由該儲能設備14及該市電16同時對該負載端15供電,藉此讓該儲能設備14提供超出該最大契約用電量的電力給該負載端15,以減少電費使用;需要說明的是,當該儲能設備14在該段最大用電量時間內的電力容量值低於該下限值,該伺服器裝置11驅動該控制設備13切換由該市電16對該儲能設備14充電及對該負載端15供電,直到該伺服器裝置11判斷該儲能設備14的電力容量值恢復到一電力容量設定值時,該伺服器裝置11確認當前時間是否進入該尖峰放電排程的排程時間,若不是,就繼續確認是否還在該段最大用電量時間內,若是,該伺服器裝置11驅動該控制設備13切換由該儲能設備14及該市電16對該負載端15供電,否則,就讓該儲能設備14繼續充電,直到當前時間進入該放電排程的排程時間內,或者進入下一段最大用電量時間。When it is recorded in the power consumption forecast data that the
透過該伺服器裝置14在每一天的一特定時段來預測隔天或者未來時段的用電量預測資料,以智慧調配本發明電力儲能系統在隔天的離峰電價時間,由該市電16對該負載端15供電及對該儲能設備14充電,藉此可在電價優惠時先將電力儲存下來,並在尖峰電價時間由該儲能設備14對該負載端15供電,以省下在尖峰電價時間時,由市電供電的價差,藉此可智慧調配該儲能設備14在尖峰電價時間放電及離峰電價時間充電,以提升用電調配的彈性並達到節省電費的目的。The
以下說明如何計算該市電16、該儲能設備14供電的價差:該伺服器裝置11記錄該儲能設備14在該尖峰放電排程的排程時間內提供給該負載端15的該電力容量值,並且將由尖峰電價先減去離峰電價後,再乘上該儲能設備14在該尖峰放電排程的排程時間內所提供的該電力容量值,即可得到所節省價差的一費用節省值,根據前述內容可整理如下公式:
費用節省值=(尖峰電價-離峰電價)×該儲能設備14在該尖峰放電排程的排程時間內所提供的該電力容量值。The following describes how to calculate the price difference between the
根據所節省價差所得到的費用節省值,下面將說明如何將該費用節省值回饋給用戶:該伺服器裝置11內儲存有一用戶分類資料,具體而言,該用戶分類資料是根據本發明應用的場所預先建立,如應用在住家大樓,則根據不同住家坪數進行分類,以產生不同坪數的用戶分類資料,該伺服器裝置11根據該用戶分類資料中的每一用戶的該用電資料以一回歸線分析方法歸納,以產生根據用電量多到少排序的一用戶分類電量排序資料,該伺服器裝置11根據該費用節省值及該用戶分類電量排序資料產生一費用回饋資料,藉此,對不同用戶分類中的每一個用戶依照電量使用狀況進行節省費用的回饋,原則上,用電量排序越高的節省費用的回饋越低,反之用電量排序越低的節省費用的回饋越高。According to the cost saving value obtained from the saved spread, the following will explain how to return the cost saving value to the user: the
在本發明的另一較佳實施例中,請參考圖2所示,進一步還包括一管理端電子裝置19,該管理端電子裝置19連線該伺服器裝置11,該管理端電子裝置19可以為一桌上型電腦、一筆記型電腦、一智慧型手機或一平板電腦,透過該管理端電子裝置19登入到該伺服器裝置11以查詢該用電資料、該用電量預測資料、該尖峰放電排程的排程時間、該離峰充電排程的排程時間、該用戶分類資料、該用戶分類電量排序資料或該費用節省值。In another preferred embodiment of the present invention, please refer to FIG. 2, which further includes a management terminal
根據上述內容,進一步可歸納出一可智慧調配充放電的電力儲能控制方法,請參考圖3所示,由該伺服器裝置11執行以下步驟:
擷取該氣象資料庫18的氣象資料及該資料庫17的電價資料,該電價資料包括一尖峰電價時間及一離峰電價時間(S30);
根據該氣象資料及儲存的該用電資料產生該用電量預測資料(S40);
根據該用電量預測資料與該電價資料比對,以產生該離峰充電排程與該尖峰放電排程(S50);
判斷當前時間是否到達該尖峰放電時間的排程時間(S60);
若是,則根據該尖峰放電時間驅動該控制設備13切換由該儲能設備14對該負載端15供電(S70);
若否,則根據該離峰充電排程驅動該控制設備13切換由該市電16對該儲能設備14充電及該負載端15供電(S80)。Based on the above content, a power storage control method that can intelligently deploy charging and discharging can be further summarized. Please refer to FIG. 3, where the
請參考圖4所示,當上述執行到「若是,則根據該尖峰放電時間驅動該控制設備13切換由該儲能設備14對該負載端15供電(S70)」步驟時,更包括以下次步驟:
驅動該控制設備13切換供電路徑由該儲能設備14對該負載端15供電(S71),並且切斷該市電16對該負載端15的供電供電路徑,以停止該市電16對該負載端15供電;
判斷該儲能設備14的電力容量值是否低於該下限值(S72);
若是,判斷當前時間是否到達該離峰充電排程的時間(S73);
若否,則回到前述「驅動該控制設備13切換供電路徑由該儲能設備14對該負載端15供電(S71)」步驟;
若是,則進入上述「根據該離峰充電排程驅動該控制設備13切換由該市電16對該儲能設備14充電及該負載端15供電(S80)」的步驟;
若否,則驅動該控制設備13切換由該市電16對該負載端15供電,並切斷該儲能設備14對該負載端15的供電路徑,以停止該儲能設備14對該負載端15供電(S74),並且回到前述「判斷當前時間是否到達該離峰充電排程的時間(S73)」步驟。Please refer to FIG. 4, when the above step is performed to "if yes, drive the
請參考圖5所示,當上述執行到「若否,則根據該離峰充電排程驅動該控制設備13切換由該市電16對該儲能設備14充電及該負載端15供電(S80)」步驟時,更包括以下次步驟:
判斷用電量預測資料是否記錄有至少一段最大用電量時間(S81);
若是,判斷當前時間是否在該段最大用電量時間內(S82);
若是,則驅動該控制設備13切換由該市電16及該儲能設備14對該負載端15供電(S83);
判斷該儲能設備14的電力容量值是否低於該下限值(S84);
若是,則驅動該控制設備13切換由該市電16對該儲能設備14充電及對該負載端15供電(S85);具體來說,就是切斷該儲能設備14對該負載端15的供電路徑,並切換該市電16的供電路徑連接該儲能設備14及該負載端15,以對該儲能設備14充電及供電該負載端15;
判斷該儲能設備14的電力容量值是否達到該電力容量設定值(S86);
若是,判斷當前時間是否到達該尖峰放電排程的排程時間(S87);
若是,則進入上述「根據該尖峰放電時間驅動該控制設備13切換由該儲能設備14對該負載端15供電(S70)」的步驟;
當上述執行到「判斷用電量預測資料是否記錄有至少一段最大用電量時間(S81)」步驟時,若否,則驅動該控制設備13切換由該市電16對該儲能設備14充電及對該負載端15供電(S88),並回到上述「判斷當前時間是否到達該尖峰放電時間的排程時間(S60)」步驟;
當上述執行到「判斷當前時間是否在該段最大用電量時間內(S82)」步驟時,若否,則執行上述「驅動該控制設備13切換由該市電16對該儲能設備14充電及對該負載端15供電(S85)」步驟;
當上述執行到「判斷該儲能設備14的電力容量值是否低於該下限值(S84)」步驟時,若否,則回到「驅動該控制設備13切換由該市電16及該儲能設備14對該負載端15供電(S83)」步驟;
當上述執行到「判斷該儲能設備14的電力容量值是否達到該電力容量設定值(S86)」步驟時,若否,則回到「驅動該控制設備13切換由該市電16對該儲能設備14充電及對該負載端15供電(S85)」步驟;
當上述執行到「判斷當前時間是否到達該尖峰放電排程的排程時間(S87)」步驟時,若否,則回到上述「判斷當前時間是否在該段最大用電量時間內(S82)」步驟。Please refer to FIG. 5, when the above execution reaches "If not, drive the
11:伺服器裝置 12:智慧電表 13:控制設備 14:儲能設備 15:負載端 16:市電 17:電價資料庫 18:氣象資料庫 19:管理端電子裝置11: Server device 12: Smart meter 13: Control equipment 14: Energy storage equipment 15: Load end 16: Mains 17: Electricity Price Database 18: Meteorological database 19: Management terminal electronic device
圖1:本發明較佳實施例的系統架構方塊圖。 圖2:本發明另一較佳實施例系統架構方塊圖。 圖3:本發明較佳實施例的第一方法流程圖。 圖4:本發明較佳實施例的第二方法流程圖。 圖5:本發明較佳實施例的第三方法流程圖。Figure 1: A block diagram of the system architecture of the preferred embodiment of the present invention. Figure 2: A block diagram of the system architecture of another preferred embodiment of the present invention. Figure 3: A flowchart of the first method of a preferred embodiment of the present invention. Figure 4: A flowchart of the second method of the preferred embodiment of the present invention. Fig. 5: A flowchart of the third method of the preferred embodiment of the present invention.
11:伺服器裝置11: Server device
12:智慧電表12: Smart meter
13:控制設備13: Control equipment
14:儲能設備14: Energy storage equipment
15:負載端15: Load end
16:市電16: Mains
17:電價資料庫17: Electricity Price Database
18:氣象資料庫18: Meteorological database
Claims (10)
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Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
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ES2912317A1 (en) * | 2021-12-24 | 2022-05-25 | Univ Madrid Politecnica | System and communication method for the optimization of consumption in an electric distribution network (Machine-translation by Google Translate, not legally binding) |
CN116581742A (en) * | 2023-05-16 | 2023-08-11 | 淮阴工学院 | Chameleon algorithm-based flexible electric load scheduling system and chameleon algorithm-based flexible electric load scheduling method for regulating and controlling intelligent cloud platform |
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Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
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ES2912317A1 (en) * | 2021-12-24 | 2022-05-25 | Univ Madrid Politecnica | System and communication method for the optimization of consumption in an electric distribution network (Machine-translation by Google Translate, not legally binding) |
CN116581742A (en) * | 2023-05-16 | 2023-08-11 | 淮阴工学院 | Chameleon algorithm-based flexible electric load scheduling system and chameleon algorithm-based flexible electric load scheduling method for regulating and controlling intelligent cloud platform |
CN116581742B (en) * | 2023-05-16 | 2024-02-23 | 淮阴工学院 | Chameleon algorithm-based flexible electric load scheduling system and chameleon algorithm-based flexible electric load scheduling method for regulating and controlling intelligent cloud platform |
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