CN115115292B - Generation distribution information generation method, apparatus, apparatus, medium and program product - Google Patents

Generation distribution information generation method, apparatus, apparatus, medium and program product Download PDF

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CN115115292B
CN115115292B CN202211050365.6A CN202211050365A CN115115292B CN 115115292 B CN115115292 B CN 115115292B CN 202211050365 A CN202211050365 A CN 202211050365A CN 115115292 B CN115115292 B CN 115115292B
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冯东
周世颖
王�华
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State Grid Siji Location Service Co ltd
State Grid Information and Telecommunication Co Ltd
Beijing Guodiantong Network Technology Co Ltd
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Abstract

本公开的实施例公开了发电分配信息生成方法、装置、设备、介质和程序产品。该方法的一具体实施方式包括:获取历史电力信息集、第一分配发电信息集和第二分配发电信息集;对第一分配发电信息集进行校验处理,得到第一复核信息;对第二分配发电信息集进行校验处理,得到第二复核信息;基于历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列;生成第一目标分配发电量;将目标历史发电量时间序列和目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列;生成第二目标分配发电量和供需匹配信息;生成发电分配信息。该实施方式可以提高发电分配信息的准确性。

Figure 202211050365

Embodiments of the present disclosure disclose power generation allocation information generation methods, apparatuses, devices, media, and program products. A specific implementation of the method includes: acquiring a historical power information set, a first distributed power generation information set and a second distributed power generation information set; performing verification processing on the first distributed power generation information set to obtain first review information; The distribution power generation information set is verified and processed to obtain the second review information; based on the historical power information set, the target historical power generation time series and the target historical power consumption time series are generated; the first target distribution power generation is generated; The time series and the target historical power consumption time series are respectively input into the preset second power generation generation model to obtain the target distribution power generation time series and the target distribution power consumption time series; the second target distribution power generation and supply and demand matching information are generated; Generate power generation allocation information. This embodiment can improve the accuracy of power generation distribution information.

Figure 202211050365

Description

发电分配信息生成方法、装置、设备、介质和程序产品Generation distribution information generation method, device, equipment, medium and program product

技术领域technical field

本公开的实施例涉及计算机技术领域,具体涉及发电分配信息生成方法、装置、设备、介质和程序产品。The embodiments of the present disclosure relate to the field of computer technology, and in particular to methods, devices, equipment, media and program products for generating power distribution information.

背景技术Background technique

发电分配信息生成方法,是用于制定发电计划的一项技术。目前,在生成发电分配信息时,通常采用的方式为:根据所要达成的经济增长速度,采用单一发电量生成算法,生成发电分配信息。The generation method of generation allocation information is a technique for making a generation plan. At present, when generating generation distribution information, the usual method is: according to the economic growth rate to be achieved, a single generation generation algorithm is used to generate generation distribution information.

然而,发明人发现,当采用上述方式进行发电分配信息生成时,经常会存在如下技术问题:However, the inventors found that when the generation distribution information is generated in the above manner, the following technical problems often exist:

第一,依靠单一发电量生成算法,往往容易造成所生成的发电量结果“过拟合”或“欠拟合”,从而,导致发电分配信息准确性较低;First, relying on a single power generation generation algorithm can easily lead to "overfitting" or "underfitting" of the generated power generation results, resulting in low accuracy of power generation allocation information;

第二,在生成发电分配信息时,往往容易忽略用电量与发电量之间的约束关系,从而,导致发电分配信息准确性较低,进而,造成产能过剩或产能不足;Second, when generating power generation allocation information, it is often easy to ignore the constraint relationship between power consumption and power generation, resulting in low accuracy of power generation allocation information, which in turn leads to overcapacity or undercapacity;

第三,在按照上述发电分配信息开展发电工作时,往往更多采用定性方法确定发电工作所需要的人力资源数量,缺乏较为准确的定量数据进行支撑,从而,容易导致电力行业人力资源过剩或人力资源不足。Third, when carrying out power generation work according to the above-mentioned power generation distribution information, qualitative methods are often used to determine the number of human resources required for power generation work, and there is a lack of more accurate quantitative data to support it. lack of resources.

该背景技术部分中所公开的以上信息仅用于增强对本发明构思的背景的理解,并因此,其可包含并不形成本国的本领域普通技术人员已知的现有技术的信息。The above information disclosed in this Background section is only for enhancement of understanding of the background of the inventive concept and therefore it may contain information that does not form the prior art that is already known in this country to a person of ordinary skill in the art.

发明内容Contents of the invention

本公开的内容部分用于以简要的形式介绍构思,这些构思将在后面的具体实施方式部分被详细描述。本公开的内容部分并不旨在标识要求保护的技术方案的关键特征或必要特征,也不旨在用于限制所要求的保护的技术方案的范围。The Summary of the Disclosure is provided to introduce concepts in a simplified form that are described in detail in the Detailed Description that follows. The content of this disclosure is not intended to identify the key features or essential features of the claimed technical solution, nor is it intended to be used to limit the scope of the claimed technical solution.

本公开的一些实施例提出了发电分配信息生成方法、装置、设备、介质和程序产品,来解决以上背景技术部分提到的技术问题中的一项或多项。Some embodiments of the present disclosure propose a method, device, device, medium and program product for generating generation allocation information to solve one or more of the technical problems mentioned in the background art section above.

第一方面,本公开的一些实施例提供了一种发电分配信息生成方法,该方法包括:获取历史电力信息集、第一分配发电信息集和第二分配发电信息集;对上述第一分配发电信息集进行校验处理,得到第一复核信息;响应于确定上述第一复核信息满足第一预设复核条件,对上述第二分配发电信息集进行校验处理,得到第二复核信息;响应于确定上述第二复核信息满足第二预设复核条件,基于上述历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列;基于上述目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量;将上述目标历史发电量时间序列和上述目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列;基于上述目标分配发电量时间序列和上述目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息;响应于确定上述供需匹配信息满足预设供需匹配条件,基于上述第一分配发电信息集、上述第二分配发电信息集、上述第一目标分配发电量和上述第二目标分配发电量,生成发电分配信息。In the first aspect, some embodiments of the present disclosure provide a method for generating power generation allocation information, the method including: acquiring a historical power information set, a first allocated power generation information set, and a second allocated power generation information set; Perform verification processing on the information set to obtain first re-verification information; in response to determining that the first re-verification information satisfies the first preset re-verification condition, perform verification processing on the second distribution power generation information set to obtain second re-verification information; in response It is determined that the above-mentioned second review information satisfies the second preset review condition, and based on the above-mentioned historical power information set, a time series of target historical power generation and a time series of target historical power consumption are generated; based on the above-mentioned time series of target historical power generation and the preset first A power generation generation model to generate the first target distribution power generation; input the above-mentioned target historical power generation time series and the above-mentioned target historical power consumption time series into the preset second power generation generation model respectively, and obtain the target distribution power generation time series and target distribution power consumption time series; based on the above target distribution power generation time series and the above target distribution power consumption time series, generate a second target distribution power generation and supply and demand matching information; in response to determining that the above supply and demand matching information meets the preset supply and demand The matching condition is to generate power generation distribution information based on the first distributed power generation information set, the second distributed power generation information set, the first target distributed power generation amount, and the second target distributed power generation amount.

第二方面,本公开的一些实施例提供了一种发电分配信息生成装置,装置包括:获取单元,被配置成获取历史电力信息集、第一分配发电信息集和第二分配发电信息集;第一校验单元,被配置成对上述第一分配发电信息集进行校验处理,得到第一复核信息;第二校验单元,被配置成响应于确定上述第一复核信息满足第一预设复核条件,对上述第二分配发电信息集进行校验处理,得到第二复核信息;第一生成单元,被配置成响应于确定上述第二复核信息满足第二预设复核条件,基于上述历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列;第二生成单元,被配置成基于上述目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量;输入单元,被配置成将上述目标历史发电量时间序列和上述目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列;第三生成单元,被配置成基于上述目标分配发电量时间序列和上述目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息;第四生成单元,被配置成响应于确定上述供需匹配信息满足预设供需匹配条件,基于上述第一分配发电信息集、上述第二分配发电信息集、上述第一目标分配发电量和上述第二目标分配发电量,生成发电分配信息。In a second aspect, some embodiments of the present disclosure provide a power generation distribution information generating device, the device comprising: an acquisition unit configured to acquire a historical power information set, a first allocated power generation information set, and a second allocated power generation information set; A verification unit configured to perform verification processing on the first distributed power generation information set to obtain first review information; a second verification unit configured to respond to determining that the first review information satisfies the first preset review The condition is to perform verification processing on the second distribution power generation information set to obtain second review information; the first generation unit is configured to respond to determining that the second review information satisfies a second preset review condition, based on the historical power information set to generate the target historical power generation time series and the target historical power consumption time series; the second generation unit is configured to generate the first target distribution based on the above target historical power generation time series and the preset first power generation generation model Power generation: an input unit configured to input the above-mentioned target historical power generation time series and the above-mentioned target historical power consumption time series into the preset second power generation generation model respectively, to obtain the target distribution power generation time series and target distribution power consumption amount time series; the third generation unit is configured to generate the second target distribution power generation amount and supply-demand matching information based on the above-mentioned target distribution power generation time series and the above-mentioned target distribution power consumption time series; the fourth generation unit is configured to In response to determining that the supply and demand matching information satisfies a preset supply and demand matching condition, generating a power generation allocation based on the first allocated power generation information set, the second allocated power generation information set, the first target allocated power generation amount, and the second target allocated power generation amount information.

第三方面,本公开的一些实施例提供了一种电子设备,包括:一个或多个处理器;存储装置,其上存储有一个或多个程序,当一个或多个程序被一个或多个处理器执行,使得一个或多个处理器实现上述第一方面任一实现方式所描述的方法。In a third aspect, some embodiments of the present disclosure provide an electronic device, including: one or more processors; The processor executes, so that one or more processors implement the method described in any implementation manner of the first aspect above.

第四方面,本公开的一些实施例提供了一种计算机可读介质,其上存储有计算机程序,其中,程序被处理器执行时实现上述第一方面任一实现方式所描述的方法。In a fourth aspect, some embodiments of the present disclosure provide a computer-readable medium on which a computer program is stored, wherein when the program is executed by a processor, the method described in any implementation manner of the above-mentioned first aspect is implemented.

第五方面,本公开的一些实施例提供了一种计算机程序产品,包括计算机程序,计算机程序在被处理器执行时实现上述第一方面任一实现方式所描述的方法。In a fifth aspect, some embodiments of the present disclosure provide a computer program product, including a computer program. When the computer program is executed by a processor, the method described in any implementation manner of the above-mentioned first aspect is implemented.

本公开的上述各个实施例具有如下有益效果:通过本公开的一些实施例的发电分配信息生成方法,可以提高发电分配信息的准确性。具体来说,导致发电分配信息准确性较低的原因在于:仅仅依靠单一发电量生成算法,往往容易造成所生成的发电量结果“过拟合”或“欠拟合”,从而,导致发电分配信息准确性较低。基于此,本公开的一些实施例的发电分配信息生成方法,首先,获取历史电力信息集、第一分配发电信息集和第二分配发电信息集。由此,便于后续通过各个省份的分配发电量对预设区域的分配发电量进行纠偏。其中,上述预设区域与上述各个省份对应。其次,对上述第一分配发电信息集进行校验处理,得到第一复核信息。响应于确定上述第一复核信息满足第一预设复核条件,对上述第二分配发电信息集进行校验处理,得到第二复核信息。响应于确定上述第二复核信息满足第二预设复核条件,基于上述历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列。由此,可以通过对第一分配发电信息集和第二分配发电信息集进行复核,以确保数据来源的准确性。从而,可以生成准确的目标历史发电量时间序列和目标历史用电量时间序列,便于后续经由不同的发电量生成模型得到计划发电量,以生成发电分配信息。然后,基于上述目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量。由此,可以经由预设的第一发电量生成模型得到预设区域受经济增速影响的第一目标分配发电量,便于后续与预设的第二发电量生成模型互相纠偏。之后,将上述目标历史发电量时间序列和上述目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列。基于上述目标分配发电量时间序列和上述目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息。由此,可以经由预设的第二发电量生成模型得到与历史年份发电量存在相同趋势的第二目标分配发电量,便于后续与上述第一目标分配发电量互为纠偏。最后,响应于确定上述供需匹配信息满足预设供需匹配条件,基于上述第一分配发电信息集、上述第二分配发电信息集、上述第一目标分配发电量和上述第二目标分配发电量,生成发电分配信息。由此,可以通过各个省份的分配发电量对预设区域的分配发电量进行纠偏,以及上述两种发电量生成模型分别生成的分配发电量之间可以进行相互纠偏,从而,可以提高发电分配信息的准确性。因此,本公开的一些发电分配信息生成方法,综合考虑经济增长速度和历年发电量本身存在的自然增长趋势,通过两种不同类型的发电量生成模型所生成的分配发电量进行相互纠偏,避免了所生成的发电量结果“过拟合”或“欠拟合”,从而,可以提高发电分配信息的准确性。The above-mentioned embodiments of the present disclosure have the following beneficial effects: the accuracy of the power generation distribution information can be improved through the generating method of the power generation distribution information in some embodiments of the present disclosure. Specifically, the reason for the low accuracy of power generation allocation information is that relying only on a single power generation generation algorithm often easily leads to "overfitting" or "underfitting" of the generated power generation results. Information accuracy is low. Based on this, in some embodiments of the present disclosure, in the generating method of power generation distribution information, firstly, a set of historical power information, a first set of distributed power generation information, and a second set of distributed power generation information are acquired. In this way, it is convenient to subsequently correct the distributed power generation in the preset area through the distributed power generation in each province. Wherein, the above-mentioned preset area corresponds to each of the above-mentioned provinces. Secondly, a verification process is performed on the above-mentioned first distributed power generation information set to obtain first review information. In response to determining that the first review information satisfies the first preset review condition, a verification process is performed on the second distributed power generation information set to obtain second review information. In response to determining that the second review information satisfies the second preset review condition, a time series of target historical power generation and a time series of target historical power consumption are generated based on the above historical power information set. Therefore, the accuracy of the data source can be ensured by checking the first distributed power generation information set and the second distributed power generation information set. Therefore, accurate target historical power generation time series and target historical power consumption time series can be generated, which is convenient for obtaining planned power generation through different power generation generation models in order to generate power generation allocation information. Then, based on the time series of target historical power generation and the preset first power generation generation model, the first target distributed power generation is generated. In this way, the first target allocated power generation in the preset area affected by the economic growth rate can be obtained through the preset first power generation generation model, which facilitates subsequent mutual correction with the preset second power generation generation model. Afterwards, the time series of target historical power generation and the time series of target historical power consumption are respectively input into the preset second power generation model to obtain the time series of target distributed power generation and target distributed power consumption. Based on the time series of target allocated power generation and the time series of target allocated power consumption, the second target allocated power generation and supply-demand matching information are generated. In this way, the second target allocated power generation that has the same trend as the historical year power generation can be obtained through the preset second power generation generation model, which facilitates subsequent correction of deviations from the above-mentioned first target allocated power generation. Finally, in response to determining that the supply-demand matching information satisfies the preset supply-demand matching condition, based on the first distributed power generation information set, the second distributed power generation information set, the first target distributed power generation, and the second target distributed power generation, generate Generation allocation information. In this way, the distributed power generation of each province can be used to correct the distribution of power generation in the preset area, and the distribution of power generated by the above two power generation models can be mutually corrected, so that the power generation distribution information can be improved. accuracy. Therefore, some power generation allocation information generation methods disclosed in the present disclosure comprehensively consider the economic growth rate and the natural growth trend of the power generation itself over the years, and use two different types of power generation models to generate distributed power generation to correct each other. The generated power generation results are "over-fitting" or "under-fitting", so that the accuracy of power generation allocation information can be improved.

附图说明Description of drawings

结合附图并参考以下具体实施方式,本公开各实施例的上述和其他特征、优点及方面将变得更加明显。贯穿附图中,相同或相似的附图标记表示相同或相似的元素。应当理解附图是示意性的,元件和元素不一定按照比例绘制。The above and other features, advantages and aspects of the various embodiments of the present disclosure will become more apparent with reference to the following detailed description in conjunction with the accompanying drawings. Throughout the drawings, the same or similar reference numerals denote the same or similar elements. It should be understood that the drawings are schematic and elements and elements have not necessarily been drawn to scale.

图1是根据本公开的发电分配信息生成方法的一些实施例的流程图;FIG. 1 is a flowchart of some embodiments of a method for generating generation allocation information according to the present disclosure;

图2是根据本公开的发电分配信息生成装置的一些实施例的结构示意图;Fig. 2 is a schematic structural diagram of some embodiments of an apparatus for generating generation allocation information according to the present disclosure;

图3是适于用来实现本公开的一些实施例的电子设备的结构示意图。FIG. 3 is a schematic structural diagram of an electronic device suitable for implementing some embodiments of the present disclosure.

具体实施方式Detailed ways

下面将参照附图更详细地描述本公开的实施例。虽然附图中显示了本公开的某些实施例,然而应当理解的是,本公开可以通过各种形式来实现,而且不应该被解释为限于这里阐述的实施例。相反,提供这些实施例是为了更加透彻和完整地理解本公开。应当理解的是,本公开的附图及实施例仅用于示例性作用,并非用于限制本公开的保护范围。Embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. Although certain embodiments of the disclosure are shown in the drawings, it should be understood that the disclosure may be embodied in various forms and should not be construed as limited to the embodiments set forth herein. Rather, these examples are provided so that the understanding of this disclosure will be thorough and complete. It should be understood that the drawings and embodiments of the present disclosure are for exemplary purposes only, and are not intended to limit the protection scope of the present disclosure.

另外还需要说明的是,为了便于描述,附图中仅示出了与有关发明相关的部分。在不冲突的情况下,本公开中的实施例及实施例中的特征可以相互组合。It should also be noted that, for the convenience of description, only the parts related to the related invention are shown in the drawings. In the case of no conflict, the embodiments in the present disclosure and the features in the embodiments can be combined with each other.

需要注意,本公开中提及的“第一”、“第二”等概念仅用于对不同的装置、模块或单元进行区分,并非用于限定这些装置、模块或单元所执行的功能的顺序或者相互依存关系。It should be noted that concepts such as "first" and "second" mentioned in this disclosure are only used to distinguish different devices, modules or units, and are not used to limit the sequence of functions performed by these devices, modules or units or interdependence.

需要注意,本公开中提及的“一个”、“多个”的修饰是示意性而非限制性的,本领域技术人员应当理解,除非在上下文另有明确指出,否则应该理解为“一个或多个”。It should be noted that the modifications of "one" and "multiple" mentioned in the present disclosure are illustrative and not restrictive, and those skilled in the art should understand that unless the context clearly indicates otherwise, it should be understood as "one or more" multiple".

本公开实施方式中的多个装置之间所交互的消息或者信息的名称仅用于说明性的目的,而并不是用于对这些消息或信息的范围进行限制。The names of messages or information exchanged between multiple devices in the embodiments of the present disclosure are used for illustrative purposes only, and are not used to limit the scope of these messages or information.

下面将参考附图并结合实施例来详细说明本公开。The present disclosure will be described in detail below with reference to the accompanying drawings and embodiments.

图1示出了根据本公开的发电分配信息生成方法的一些实施例的流程100。该发电分配信息生成方法,包括以下步骤:Fig. 1 shows a flow 100 of some embodiments of a method for generating generation allocation information according to the present disclosure. The method for generating distribution information includes the following steps:

步骤101,获取历史电力信息集、第一分配发电信息集和第二分配发电信息集。Step 101, acquiring a historical power information set, a first allocated power generation information set, and a second allocated power generation information set.

在一些实施例中,发电分配信息生成方法的执行主体(例如计算设备)可以通过有线连接或无线连接的方式获取历史电力信息集、第一分配发电信息集和第二分配发电信息集。其中,上述历史电力信息集中的历史电力信息可以是服务器通过以太网发送的对应省份在历史年份中各个月的发电量和用电量的信息。上述历史年份可以用于表征至少一个已过去的年份。上述第一分配发电信息集中的第一分配发电信息可以是服务器通过以太网发送的分配待发电量信息。上述分配待发电量信息可以是对应省份在预设年份待产出的总电量信息。上述预设年份可以是未来的某一年。例如,上述预设年份可以是第二年。上述第一分配发电信息集中的第一分配发电信息可以包括但不限于以下至少一项:第一属地标识、第一属地分配发电量。上述第一属地标识可以对省份唯一标识。上述第一属地分配发电量可以是由预设的第一发电量生成模型输出的发电量。上述预设的第一发电量生成模型可以是以预设年份的国民生产总值增速值、历史年份的各个年发电量和各个国民生产总值为输入,以预设年份的年发电量为输出的发电量生成模型。上述年发电量可以是一年的发电量。上述第二分配发电信息集中的第二分配发电信息可以是对应省份在预设年份待产出的总电量信息。上述第二分配发电信息集中的第二分配发电信息可以包括但不限于以下至少一项:第二属地标识、第二属地分配发电量。上述第二属地标识可以对省份唯一标识。上述第二属地分配发电量可以是由预设的第二发电量生成模型输出,从而得到的发电量。上述预设的第二发电量生成模型可以是以历史年份中各个月的月发电量组成的时间序列为输入,以预设年份各个月的月发电量为输出的发电量生成模型。上述月发电量可以是一个月的发电量。In some embodiments, the execution subject (such as a computing device) of the generation method for generating allocation information may obtain the historical power information set, the first allocated power generation information set, and the second allocated power generation information set through a wired connection or a wireless connection. Wherein, the historical electric power information in the above historical electric power information set may be the information about the power generation and power consumption in each month of the corresponding province in the historical year sent by the server through Ethernet. The above historical years may be used to represent at least one past year. The first distributed power generation information in the first distributed power generation information set may be the information on the amount of power generation to be distributed sent by the server through Ethernet. The above information on the amount of electricity to be distributed may be information on the total amount of electricity to be produced by the corresponding province in a preset year. The aforementioned preset year may be a certain year in the future. For example, the aforementioned preset year may be the second year. The first distributed power generation information in the above-mentioned first distributed power generation information set may include but not limited to at least one of the following: a first territory identifier, and a first territory distributed power generation amount. The above-mentioned first territory identifier can uniquely identify a province. The above-mentioned first assigned power generation amount may be a power generation amount output by a preset first power generation amount generation model. The above preset first power generation model can be input with the growth rate value of the gross national product in the preset year, each annual power generation in the historical years and each gross national product, and the annual power generation in the preset year is The output power generation model. The above-mentioned annual power generation may be a year's power generation. The second distributed power generation information in the above-mentioned second distributed power generation information set may be the total electricity to be produced by the corresponding province in a preset year. The second distributed power generation information in the above-mentioned second distributed power generation information set may include, but not limited to, at least one of the following: the identifier of the second territory, and the distributed power generation amount of the second territory. The above-mentioned second territorial identifier can uniquely identify a province. The above-mentioned second distributed power generation amount may be the power generation amount obtained by outputting from a preset second power generation amount generation model. The above-mentioned second preset power generation model may be a power generation model that takes a time series of monthly power generation of each month in a historical year as an input and outputs the monthly power generation of each month in a preset year. The above-mentioned monthly power generation amount may be a monthly power generation amount.

作为示例,上述预设的第一发电量生成模型可以是电力弹性系数模型。上述预设的第二发电量生成模型可以是季节性差分自回归滑动平均模型。As an example, the above-mentioned preset first power generation generation model may be a power elasticity coefficient model. The above-mentioned preset second power generation generation model may be a seasonal differential autoregressive sliding average model.

可选的,在获取历史电力信息集、第一分配发电信息集和第二分配发电信息集之前,上述执行主体还可以执行以下步骤:Optionally, before obtaining the historical power information set, the first allocated power generation information set, and the second allocated power generation information set, the above execution subject may also perform the following steps:

基于预设的属地信息集,生成节点信息集以供部署各个服务器。其中,上述节点信息集中的每个节点信息包括历史电力信息、第一分配发电信息、第二分配发电信息和属地增速值。上述历史电力信息可以包括属地月发电量时间序列和属地月用电量时间序列。上述预设的属地信息集中的属地信息可以包括初始属地标识、初始历史电力信息和属地增速值。上述初始属地标识可以对省份唯一标识。上述初始历史电力信息可以是所对应省份在历史年份中各个月的发电量和用电量的信息。上述初始历史电力信息可以包括初始月发电量时间序列和初始月用电量时间序列。上述初始月发电量时间序列可以是所对应省份在历史年份中各个月发电量按照时间顺序排列的时间序列。上述初始月用电量时间序列中的初始月用电量可以是所对应省份在历史年份中各个月用电量按照时间顺序排列的时间序列。上述节点信息集中的节点信息可以是与所对应省份关联的服务器信息。上述属地增速值可以是所对应省份在预设年份的国民生产总值的增速值。上述增速值可以是增长速度的百分比。上述属地月发电量时间序列可以是所对应省份在历史年份中各个月发电量按照时间顺序排列的时间序列。上述属地月用电量时间序列可以是所对应省份在历史年份中各个月用电量按照时间顺序排列的时间序列。可以对于上述预设的属地信息集中的每个属地信息,执行以下步骤:Based on the preset attribute information set, a node information set is generated for deploying each server. Wherein, each node information in the above-mentioned node information set includes historical power information, first allocated power generation information, second allocated power generation information and local growth rate value. The above-mentioned historical power information may include a time series of monthly power generation and a time series of monthly electricity consumption. The location information in the above-mentioned preset location information set may include an initial location identification, initial historical power information, and a location growth rate value. The above-mentioned initial territorial identification can uniquely identify the province. The above-mentioned initial historical power information may be the information of the power generation and power consumption of each month in the historical year of the corresponding province. The aforementioned initial historical power information may include an initial monthly power generation time series and an initial monthly power consumption time series. The above-mentioned initial monthly power generation time series may be a time series in which the power generation capacity of each month in the corresponding province is arranged in chronological order in historical years. The initial monthly electricity consumption in the above initial monthly electricity consumption time series may be a time series in which the monthly electricity consumption of the corresponding province is arranged in chronological order in historical years. The node information in the above node information set may be server information associated with the corresponding province. The growth rate of the above-mentioned territory may be the growth rate of the GNP of the corresponding province in the preset year. The aforementioned growth rate value may be a percentage of the growth rate. The time series of monthly power generation of the above-mentioned territory may be a time series of power generation of each month in the corresponding province in historical years arranged in chronological order. The above time series of monthly power consumption of the territory may be a time series of monthly power consumption of the corresponding provinces in historical years arranged in chronological order. The following steps can be performed for each territory information in the above-mentioned preset territory information set:

第一步,基于属地信息对应的初始属地标识,生成属地节点。其中,上述属地节点可以用于表征省份。可以通过预设的分布式架构,基于属地信息对应的初始属地标识,生成属地节点。The first step is to generate a territory node based on the initial territory identification corresponding to the territory information. Among them, the above-mentioned territorial nodes can be used to represent provinces. The locality node can be generated based on the initial locality identification corresponding to the locality information through the preset distributed architecture.

作为示例,上述预设的分布式架构可以包括但不限于以下至少一项:Spring Boot分布式架构、Dubbo分布式架构、MapReduce编程架构等。As an example, the above preset distributed architecture may include but not limited to at least one of the following: Spring Boot distributed architecture, Dubbo distributed architecture, MapReduce programming architecture, and the like.

第二步,通过上述预设的分布式架构,将与上述属地节点相匹配的服务器关联部署至上述属地节点。其中,与上述属地节点相匹配可以是服务器所对应的省份与上述属地节点所表征的省份相同。The second step is to associate and deploy servers matching the above-mentioned local nodes to the above-mentioned local nodes through the above-mentioned preset distributed architecture. Wherein, matching with the above-mentioned territory node may mean that the province corresponding to the server is the same as the province represented by the above-mentioned territory node.

可选的,上述属地节点所对应的节点信息可以是这样生成的:Optionally, the node information corresponding to the above-mentioned property nodes can be generated as follows:

第一步,上述服务器将上述属地信息对应的初始月发电量时间序列中的各个初始月发电量确定为属地月发电量,得到属地月发电量时间序列。In the first step, the server determines each initial monthly power generation amount in the initial monthly power generation amount time series corresponding to the territorial information as the monthly power generation amount of the territory, and obtains the monthly power generation amount time series of the territory.

第二步,上述服务器将上述属地信息对应的初始月用电量时间序列中的各个初始月用电量确定为属地月用电量,得到属地月用电量时间序列。In the second step, the above-mentioned server determines each initial monthly electricity consumption in the initial monthly electricity consumption time series corresponding to the above-mentioned territorial information as the monthly electricity consumption of the territory, and obtains the monthly electricity consumption time series of the territory.

第三步,上述服务器将上述属地月发电量时间序列和上述属地月用电量时间序列确定为历史电力信息。In the third step, the above-mentioned server determines the time series of monthly power generation of the above-mentioned territory and the time series of monthly electricity consumption of the above-mentioned territory as historical power information.

第四步,上述服务器可以基于上述属地信息包括的初始月发电量时间序列,生成第一分配发电信息。具体可以如下执行:In the fourth step, the server may generate the first allocated power generation information based on the time series of initial monthly power generation included in the location information. Specifically, it can be executed as follows:

第一子步骤,对上述属地信息包括的初始月发电量时间序列中的各个初始月发电量按照对应年份进行分组,得到初始月发电量组集。其中,上述初始月发电量组集中的初始月发电量组可以是对应同一年份的各个月发电量的集合。The first sub-step is to group each initial monthly power generation in the initial monthly power generation time series included in the above-mentioned territorial information according to the corresponding year to obtain the initial monthly power generation group. Wherein, the initial monthly power generation group in the above initial monthly power generation group set may be a set of monthly power generation corresponding to the same year.

第二子步骤,对于上述初始月发电量组集中的每个初始月发电量组,将上述初始月发电量组中各个初始月发电量的和确定为初始年发电量,得到初始年发电量集。其中,上述初始年发电量集中的初始年发电量可以是对应年份的年发电量。The second sub-step, for each initial monthly power generation group in the above initial monthly power generation group set, determine the sum of each initial monthly power generation in the above initial monthly power generation group as the initial annual power generation, and obtain the initial annual power generation set . Wherein, the initial annual power generation in the above initial annual power generation concentration may be the annual power generation in the corresponding year.

第三子步骤,对上述初始年发电量集中的每个初始年发电量按照对应年份的时间顺序进行排列,得到初始年发电量时间序列。其中,上述初始年发电量时间序列可以是对应同一省份的各个初始年发电量的有序集合。The third sub-step is to arrange each initial annual power generation in the above-mentioned initial annual power generation concentration according to the time sequence of the corresponding year, and obtain the initial annual power generation time series. Wherein, the above-mentioned initial annual power generation time series may be an ordered collection of each initial annual power generation corresponding to the same province.

第四子步骤,将上述初始年发电量时间序列、上述属地增速值和第一预设历史国民生产总值时间序列输入预设的第一发电量生成模型,得到第一分配发电信息。其中,上述第一预设历史国民生产总值时间序列可以是对应同一省份的各个年份国民生产总值按照对应年份先后顺序排列的有序集合。The fourth sub-step is to input the time series of the initial annual power generation, the above-mentioned regional growth rate and the first preset historical GNP time series into the preset first power generation generation model to obtain the first distributed power generation information. Wherein, the above-mentioned first preset historical GNP time series may be an ordered set of the GNP of each year corresponding to the same province arranged in the order of corresponding years.

第五步,上述服务器将上述属地信息包括的初始月发电量时间序列输入预设的第二发电量生成模型,得到待分配月发电量时间序列。其中,上述待分配月发电量时间序列可以是对应同一省份的各个月发电量的有序集合。In the fifth step, the server inputs the time series of initial monthly power generation included in the above-mentioned territory information into the preset second power generation model to obtain the time series of monthly power generation to be allocated. Wherein, the time series of monthly power generation to be allocated may be an ordered set of monthly power generation corresponding to the same province.

第六步,上述服务器将上述待分配月发电量时间序列中的各个待分配月发电量的和确定为第二分配发电信息。In a sixth step, the server determines the sum of the monthly power generation to be allocated in the time series of the monthly power generation to be allocated as the second allocated power generation information.

第七步,上述服务器将上述历史电力信息、上述第一分配发电信息、第二分配发电信息与上述属地信息包括的属地增速值发送至上述属地节点。In the seventh step, the server sends the historical power information, the first distributed power generation information, the second distributed power generation information, and the local growth rate included in the local information to the local node.

第八步,将上述历史电力信息、上述第一分配发电信息、第二分配发电信息与上述属地信息包括的属地增速值确定为节点信息。The eighth step is to determine the above-mentioned historical power information, the above-mentioned first distributed power generation information, the second distributed power generation information, and the local growth rate value included in the above-mentioned local information as node information.

步骤102,对第一分配发电信息集进行校验处理,得到第一复核信息。Step 102, performing verification processing on the first distributed power generation information set to obtain first review information.

在一些实施例中,上述执行主体可以对上述第一分配发电信息集进行校验处理,得到第一复核信息。其中,上述第一复核信息可以用于表征第一分配发电信息集中各个第一分配发电信息包括的第一属地分配发电量是否有误。上述第一复核信息可以是第一发电量无误信息或第一发电量有误信息。上述第一发电量无误信息可以用于表征第一分配发电信息集中各个第一分配发电信息包括的第一属地分配发电量无误。上述第一发电量有误信息可以用于表征第一分配发电信息集中至少一个第一分配发电信息包括的第一属地分配发电量有误。可以通过以下步骤,对上述第一分配发电信息集进行校验处理,得到第一复核信息:In some embodiments, the execution subject may perform verification processing on the first distributed power generation information set to obtain the first review information. Wherein, the above-mentioned first review information may be used to indicate whether the first assigned power generation amount included in each first distributed power generation information in the first distributed power generation information set is correct. The above-mentioned first review information may be information that the first power generation amount is correct or that the first power generation amount is incorrect. The above-mentioned first power generation amount correct information may be used to indicate that the first assigned power generation amount included in each first distributed power generation information in the first distributed power generation information set is correct. The above-mentioned incorrect information about the first power generation amount may be used to indicate that the first assigned power generation amount included in at least one piece of first distributed power generation information in the first distributed power generation information set is wrong. The above-mentioned first distributed power generation information set can be checked and processed to obtain the first review information through the following steps:

第一步,基于上述历史电力信息集,生成第一历史发电量时间序列集。其中,上述第一历史发电时间序列集中的第一历史发电时间序列可以是对应省份的各个历史年份年发电量的集合。对于上述历史电力信息集中的每个历史电力信息,可以执行以下步骤:The first step is to generate a first historical power generation time series set based on the above historical power information set. Wherein, the first historical power generation time series in the first historical power generation time series set may be a set of annual power generation in each historical year of the corresponding province. For each historical power information in the above historical power information set, the following steps can be performed:

第一子步骤,对上述历史电力信息包括的属地月发电量时间序列中的各个属地月发电量按照对应年份进行分组,得到属地月发电量组集。其中,上述属地月发电量组集中的属地月发电量组可以是对应同一年份的月发电量的集合。The first sub-step is to group the monthly power generation of each territory in the time series of the monthly power generation of the territory included in the above-mentioned historical power information according to the corresponding year, and obtain the monthly power generation group of the territory. Wherein, the regional monthly power generation groups in the above-mentioned collection of territorial monthly power generation groups may be a set of monthly power generation corresponding to the same year.

第二子步骤,对于上述属地月发电量组集中的每个属地月发电量组,将上述属地月发电量组中各个属地月发电量的和确定为第一历史发电量,得到第一历史发电量集。其中,上述第一历史发电量集中的第一历史发电量可以是对应年份的年发电量。The second sub-step is to determine the sum of the monthly power generation of each territory in the above monthly power generation group as the first historical power generation, and obtain the first historical power generation volume set. Wherein, the first historical power generation in the above-mentioned first historical power generation concentration may be the annual power generation of the corresponding year.

第三子步骤,对上述第一历史发电量集中的每个第一历史发电量按照对应年份的时间顺序进行排列,得到第一历史发电量时间序列。其中,上述第一历史发电量时间序列可以是对应同一省份的各个第一历史发电量按照对应年份先后顺序排列的有序集合。The third sub-step is to arrange each first historical power generation amount in the above-mentioned first historical power generation amount set according to the chronological order of the corresponding year, and obtain the time series of the first historical power generation amount. Wherein, the above-mentioned first historical power generation time series may be an ordered set of each first historical power generation corresponding to the same province arranged in the order of corresponding years.

第二步,对于上述第一历史发电量时间序列集中的每个第一历史发电量时间序列,执行以下步骤:In the second step, for each first historical power generation time series in the above first historical power generation time series set, the following steps are performed:

第一子步骤,将与上述第一历史发电量时间序列对应的预设属地增速值和第一预设历史国民生产总值时间序列、上述第一历史发电量时间序列输入预设的第一发电量生成模型,得到第一校验发电量。其中,与上述第一历史发电量时间序列对应可以是上述第一历史发电量时间序列、上述预设属地增速值和上述第一预设历史国民生产总值时间序列对应同一省份。上述预设属地增速值可以是对应省份在预设年份的国民生产总值的增速值。上述第一预设历史国民生产总值时间序列中的第一预设历史国民生产总值可以是对应省份在不同历史年份的国民生产总值。上述第一校验发电量可以是对应省份预设年份的年发电量。The first sub-step is to input the preset regional growth rate value corresponding to the above-mentioned first historical power generation time series, the first preset historical GNP time series, and the above-mentioned first historical power generation time series into the preset first A generating capacity generation model is used to obtain a first verified generating capacity. Wherein, corresponding to the first historical power generation time series may be that the first historical power generation time series, the preset territorial growth rate value and the first preset historical GNP time series correspond to the same province. The aforementioned preset territorial growth rate may be the growth rate of the GNP of the corresponding province in the preset year. The first preset historical GNP in the time series of the first preset historical GNP may be the GNP of the corresponding province in different historical years. The above-mentioned first verification power generation amount may be the annual power generation amount of the preset year corresponding to the province.

第二子步骤,从上述第一分配发电信息集中选出与上述第一历史发电量时间序列相匹配的第一分配发电信息。其中,与上述第一历史发电量时间序列相匹配可以是第一分配发电信息所对应省份与上述第一历史发电量时间序列所对应省份相同。The second sub-step is to select the first distributed power generation information that matches the time series of the first historical power generation amount from the above-mentioned first distributed power generation information set. Wherein, matching with the above-mentioned first historical power generation time series may be that the province corresponding to the first distributed power generation information is the same as the province corresponding to the above-mentioned first historical power generation time series.

第三子步骤,确定上述第一校验发电量是否与所选出的第一分配发电信息包括的第一属地分配发电量相等。The third sub-step is to determine whether the above-mentioned first verified power generation amount is equal to the first assigned power generation amount included in the selected first distributed power generation information.

第四子步骤,响应于确定上述第一校验发电量与所选出的第一分配发电信息包括的第一属地分配发电量相等,生成第一无误标识。其中,上述第一无误标识可以是一个数字。例如,上述第一无误标识可以是1。The fourth sub-step is to generate a first error-free flag in response to determining that the above-mentioned first verified power generation amount is equal to the first assigned power generation amount included in the selected first distributed power generation information. Wherein, the above-mentioned first error-free identifier may be a number. For example, the above-mentioned first error-free flag may be 1.

第五子步骤,响应于确定上述第一校验发电量与所选出的第一分配发电信息包括的第一属地分配发电量不相等,生成第一有误标识。其中,上述第一有误标识可以是一个数字。例如,上述第一有误标识可以是0。The fifth sub-step is to generate a first error flag in response to determining that the first verified power generation amount is not equal to the first distributed power generation amount included in the selected first distributed power generation information. Wherein, the above-mentioned first error identifier may be a number. For example, the above-mentioned first error flag may be 0.

第三步,将所生成的各个第一无误标识的个数确定为第一目标无误值。其中,上述第一目标无误值可以是第一分配发电信息包括的各个未出错的第一属地分配发电量的数目。In the third step, the number of generated first error-free marks is determined as the first target error-free value. Wherein, the above-mentioned first target error-free value may be the number of each error-free first assigned power generation amount included in the first distributed power generation information.

第四步,响应于确定上述第一目标无误值满足第一预设无误条件,将上述第一发电量无误信息确定为第一复核信息。其中,上述第一预设无误条件可以是上述第一目标无误值与第一分配发电信息包括的各个第一属地分配发电量的数目相等。Step 4: In response to determining that the first target error-free value satisfies the first preset error-free condition, determine the first power generation error-free information as the first review information. Wherein, the above-mentioned first preset error-free condition may be that the above-mentioned first target error-free value is equal to the number of distributed power generation amounts of each first territory included in the first distributed power generation information.

第五步,响应于确定上述第一目标无误值未满足上述第一预设无误条件,将上述第一发电量有误信息确定为第一复核信息。In the fifth step, in response to determining that the first target error-free value does not satisfy the first preset error-free condition, determine the error information about the first power generation amount as the first review information.

步骤103,响应于确定第一复核信息满足第一预设复核条件,对第二分配发电信息集进行校验处理,得到第二复核信息。Step 103, in response to determining that the first review information satisfies the first preset review condition, perform a verification process on the second distributed generation information set to obtain second review information.

在一些实施例中,上述执行主体可以响应于确定上述第一复核信息满足第一预设复核条件,对上述第二分配发电信息集进行校验处理,得到第二复核信息。其中,上述第一预设复核条件可以是上述第一复核信息为第一发电量无误信息。上述第二复核信息可以用于表征第二分配发电信息集中各个第二分配发电信息包括的第二属地分配发电量是否有误。上述第二复核信息可以是第二发电量无误信息或第二发电量有误信息。上述第二发电量无误信息可以用于表征第二分配发电信息集中各个第二分配发电信息包括的第二属地分配发电量无误。上述第二发电量有误信息可以用于表征第二分配发电信息集中至少一个第二分配发电信息包括的第二属地分配发电量有误。可以通过以下步骤,对上述第二分配发电信息集进行校验处理,得到第二复核信息:In some embodiments, the execution subject may, in response to determining that the first review information satisfies the first preset review condition, perform verification processing on the second distribution generation information set to obtain second review information. Wherein, the above-mentioned first preset review condition may be that the above-mentioned first review information is correct information about the first power generation amount. The above-mentioned second review information may be used to indicate whether the second assigned power generation amount included in each second distributed power generation information in the second distributed power generation information set is incorrect. The above-mentioned second review information may be information that the second power generation amount is correct or that the second power generation amount is incorrect. The above-mentioned error-free information on the second power generation amount may be used to indicate that the second-regional distribution power generation amount included in each second distribution power generation information in the second distribution power generation information set is correct. The above-mentioned incorrect information about the second power generation amount may be used to indicate that the second assigned power generation amount included in at least one piece of second distributed power generation information in the second distributed power generation information set is wrong. The above-mentioned second distributed power generation information set can be checked and processed to obtain the second review information through the following steps:

第一步,对于上述历史电力信息集中的每个历史电力信息,执行以下步骤:In the first step, for each historical power information in the above-mentioned historical power information set, perform the following steps:

第一子步骤,将上述历史电力信息包括的属地月发电量时间序列输入预设的第二发电量生成模型,得到第二属地月发电量时间序列。其中,上述第二属地月发电量时间序列可以是预设年份各个第二属地月发电量按照对应月份时间顺序排列的有序集合。The first sub-step is to input the time series of monthly power generation in the territory included in the historical power information into the preset second power generation generation model to obtain the time series of monthly power generation in the second territory. Wherein, the above-mentioned time series of the monthly power generation of the second territory may be an ordered set of the monthly power generation of each second territory in the preset year arranged according to the time sequence of the corresponding month.

第二子步骤,将上述第二属地月发电量时间序列中各个第二属地月发电量的和确定为第二校验发电量。其中,上述第二校验发电量可以是所对应省份预设年份的年发电量。The second sub-step is to determine the sum of the monthly power generation of each second territory in the time series of monthly power generation of the second territory as the second verification power generation. Wherein, the above-mentioned second verification power generation amount may be the annual power generation amount of the corresponding province in a preset year.

第三子步骤,从上述第二分配发电信息集中选出与上述属地月发电量时间序列相匹配的第二分配发电信息。其中,与上述属地月发电量时间序列相匹配可以是第二分配发电信息所对应省份与上述属地月发电量时间序列所对应省份相同。The third sub-step is to select the second distributed power generation information that matches the time series of monthly power generation in the above-mentioned territory from the above-mentioned second distributed power generation information set. Wherein, matching with the time series of monthly power generation of the territory mentioned above may be that the province corresponding to the second allocated power generation information is the same as the province corresponding to the time series of monthly power generation of the territory mentioned above.

第四子步骤,确定上述第二校验发电量是否与所选出的第二分配发电信息包括的第二属地分配发电量相等。The fourth sub-step is to determine whether the above-mentioned second verified power generation amount is equal to the second assigned power generation amount included in the selected second distributed power generation information.

第五子步骤,响应于确定上述第二校验发电量与所选出的第二分配发电信息包括的第二属地分配发电量相等,生成第二无误标识。其中,上述第二无误标识可以是一个数字。例如,上述第二无误标识可以是1。The fifth sub-step is to generate a second error-free flag in response to determining that the second verification power generation amount is equal to the second local distribution power generation amount included in the selected second distribution power generation information. Wherein, the above-mentioned second error-free identifier may be a number. For example, the above-mentioned second error-free flag may be 1.

第六子步骤,响应于确定上述第二校验发电量与所选出的第二分配发电信息包括的第二属地分配发电量不相等,生成第二有误标识。其中,上述第二有误标识可以是一个数字。例如,上述第二有误标识可以是0。The sixth sub-step is to generate a second error flag in response to determining that the above-mentioned second verification power generation amount is not equal to the second local distribution power generation amount included in the selected second distribution power generation information. Wherein, the above-mentioned second error identifier may be a number. For example, the above-mentioned second error flag may be 0.

第二步,将所生成的各个第二无误标识的个数确定为第二目标无误值。其中,上述第二目标无误值可以是第二分配发电信息包括的各个未出错的第二属地分配发电量的数目。The second step is to determine the number of generated second error-free marks as the second target error-free value. Wherein, the above-mentioned second target error-free value may be the number of each error-free second assigned power generation amount included in the second distributed power generation information.

第三步,响应于确定上述第二目标无误值满足上述第二预设无误条件,将上述第二发电量无误信息确定为第二复核信息。其中,上述第二预设无误条件可以是上述第二目标无误值与上述第二分配发电信息包括的各个第二属地分配发电量的数目相等。Step 3: In response to determining that the second target error-free value satisfies the second preset error-free condition, determine the second power generation error-free information as the second review information. Wherein, the above-mentioned second preset error-free condition may be that the above-mentioned second target error-free value is equal to the number of each second assigned power generation amount included in the above-mentioned second distributed power generation information.

第四步,响应于确定上述第二目标无误值未满足上述第二预设无误条件,将上述第二发电量有误信息确定为第二复核信息。Step 4: In response to determining that the second target error-free value does not satisfy the second preset error-free condition, determine the second power generation error information as the second review information.

步骤104,响应于确定第二复核信息满足第二预设复核条件,基于历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列。Step 104, in response to determining that the second review information satisfies the second preset review condition, based on the historical power information set, generate a time series of target historical power generation and a time series of target historical power consumption.

在一些实施例中,上述执行主体可以响应于确定上述第二复核信息满足第二预设复核条件,通过各种方式,基于上述历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列。其中,上述第二预设复核条件可以是上述第二复核信息为第二发电量无误信息。上述目标历史发电量时间序列中的目标历史发电量可以是各个省份在对应月份的总发电量。上述目标历史用电量时间序列中的目标历史用电量可以是各个省份在对应月份的总用电量。In some embodiments, the execution subject may generate the target historical power generation time series and the target historical power consumption in various ways in response to determining that the second review information satisfies the second preset review condition. Quantitative time series. Wherein, the above-mentioned second preset review condition may be that the above-mentioned second review information is correct information about the second power generation amount. The target historical power generation in the above target historical power generation time series may be the total power generation of each province in the corresponding month. The target historical power consumption in the above target historical power consumption time series may be the total power consumption of each province in the corresponding month.

在一些实施例的一些可选的实现方式中,上述执行主体可以响应于确定上述第二复核信息满足第二预设复核条件,基于上述历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列。具体可以如下执行:In some optional implementations of some embodiments, the execution subject may generate a target historical power generation time series and a target historical power generation time series based on the historical power information set in response to determining that the second review information satisfies the second preset review condition. Electricity consumption time series. Specifically, it can be executed as follows:

第一步,对于预设的目标时间组中的每个目标时间,执行以下步骤:In the first step, for each target time in the preset target time group, perform the following steps:

第一子步骤,从上述历史电力信息集中的每个历史电力信息包括的属地月发电量时间序列中选出与上述目标时间对应的属地月发电量,得到属地月发电量组。其中,上述预设的目标时间组中的目标时间可以是历史年份所包括的一个月份。与上述目标时间对应可以是属地月发电量时间序列包括的属地月发电量所对应的时间与上述目标时间相同。上述属地月发电量组可以是对应同一时间的各个省份月发电量的集合。The first sub-step is to select the local monthly power generation corresponding to the above target time from the monthly power generation time series included in each historical power information in the above historical power information set, and obtain the monthly power generation group of the territory. Wherein, the target time in the preset target time group may be a month included in the historical year. Corresponding to the above target time may be that the time corresponding to the local monthly power generation included in the local monthly power generation time series is the same as the above target time. The aforementioned group of monthly power generation by territory may be a set of monthly power generation of each province corresponding to the same time.

第二子步骤,将上述属地月发电量组中的各个属地月发电量的和确定为目标历史发电量。其中,上述目标历史发电量可以是各个省份在对应月份的总发电量。The second sub-step is to determine the sum of the monthly power generation of each territory in the monthly power generation group of the territory as the target historical power generation. Wherein, the above-mentioned target historical power generation amount may be the total power generation amount of each province in a corresponding month.

第三子步骤,从上述历史电力信息集中的每个历史电力信息包括的属地月用电量时间序列中选出与上述目标时间对应的属地月用电量,得到属地月用电量组。其中,与上述目标时间对应可以是属地月用电量时间序列包括的属地月用电量所对应的时间与上述目标时间相同。上述属地月用电量组可以是对应同一时间的各个省份月用电量的集合。The third sub-step is to select the local monthly electricity consumption corresponding to the above target time from the time series of territorial monthly electricity consumption included in each historical power information set in the above-mentioned historical power information set, and obtain the territorial monthly electricity consumption group. Wherein, corresponding to the above target time may be that the time corresponding to the monthly power consumption of the territory included in the monthly power consumption time series of the territory is the same as the above target time. The monthly power consumption group of the territories mentioned above may be a set of monthly power consumption of each province corresponding to the same time.

第四子步骤,将上述属地月用电量组中的各个属地月用电量的和确定为目标历史用电量。其中,上述目标历史用电量可以是各个省份在对应月份的总用电量。The fourth sub-step is to determine the sum of the monthly electricity consumption of each territory in the above monthly electricity consumption group as the target historical electricity consumption. Wherein, the above-mentioned target historical power consumption may be the total power consumption of each province in a corresponding month.

第二步,对所得到的每个目标历史发电量进行排序,得到目标历史发电量时间序列。可以通过预设的排序算法,对所得到的每个目标历史发电量按照所对应的月份顺序进行排列,得到目标历史发电量时间序列。The second step is to sort the obtained target historical power generation to obtain the time series of target historical power generation. Through a preset sorting algorithm, each obtained target historical power generation amount can be sorted according to the corresponding month order to obtain a time series of the target historical power generation amount.

作为示例,上述预设的排序算法可以包括但不限于以下至少一项:希尔排序、快速排序和插入排序等。As an example, the aforementioned preset sorting algorithm may include but not limited to at least one of the following: Hill sorting, quick sorting, and insertion sorting.

第三步,对所得到的每个目标历史用电量进行排序,得到目标历史用电量时间序列。可以通过上述预设的排序算法,对所得到的每个目标历史用电量按照所对应的月份顺序进行排列,得到目标历史用电量时间序列。The third step is to sort the obtained historical power consumption of each target to obtain the time series of the target historical power consumption. The above-mentioned preset sorting algorithm can be used to arrange each obtained target historical power consumption according to the order of the corresponding month to obtain a time series of target historical power consumption.

步骤105,基于目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量。Step 105: Generate a first target distributed power generation based on the target historical power generation time series and a preset first power generation generation model.

在一些实施例中,上述执行主体基于上述目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量。其中,上述第一目标分配发电量可以是由上述第一发电量生成模型得到的预设区域在预设年份的年发电量。上述预设区域可以是由各个属地节点所表征的省份组成的地域。可以通过以下步骤,基于上述目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量:In some embodiments, the execution subject generates the first target allocated power generation based on the time series of the target historical power generation and a preset first power generation generation model. Wherein, the above-mentioned first target allocated power generation amount may be the annual power generation amount of the preset region in a preset year obtained from the above-mentioned first power generation amount generation model. The aforementioned preset area may be a region composed of provinces represented by each territorial node. The first target allocated power generation can be generated based on the above target historical power generation time series and the preset first power generation generation model through the following steps:

第一步,对上述目标历史发电量时间序列包括的各个目标历史发电量按照对应年份进行分组,得到目标历史发电量组集。其中,上述目标历史发电量组集中的目标历史发电量组可以是对应同一年份的各个月发电量的集合。The first step is to group each target historical power generation amount included in the above target historical power generation amount time series according to corresponding years to obtain a target historical power generation amount group set. Wherein, the target historical power generation group in the above target historical power generation group set may be a set of monthly power generation corresponding to the same year.

第二步,对于上述目标历史发电量组集中的每个目标历史发电量组,将上述目标历史发电量组中各个目标历史发电量的和确定为目标年发电量,得到目标年发电量集。其中,上述目标年发电量集中的目标年发电量可以是对应年份的年发电量。In the second step, for each target historical power generation group in the target historical power generation group set, the sum of each target historical power generation in the above target historical power generation group is determined as the target annual power generation, and the target annual power generation set is obtained. Wherein, the target annual power generation of the above target annual power generation may be the annual power generation of the corresponding year.

第三步,对上述目标年发电量集中的每个目标年发电量按照对应年份的时间顺序进行排列,得到目标年发电量时间序列。其中,上述目标年发电量时间序列可以是对应同一省份的各个目标年发电量按照对应年份先后顺序排列的有序集合。The third step is to arrange each target annual power generation in the above-mentioned target annual power generation concentration according to the time sequence of the corresponding year, and obtain the time series of the target annual power generation. Wherein, the above time series of target annual power generation may be an ordered set of target annual power generation corresponding to the same province arranged in the order of corresponding years.

第四步,将上述目标年发电量时间序列、预设的目标历史国民生产总值时间序列和预设目标增速值输入上述预设的第一发电量生成模型,得到第一目标分配发电量。其中,上述预设的目标历史国民生产总值时间序列可以是上述预设区域与上述目标年发电量时间序列对应的各个年份的国民生产总值。上述预设目标增速值可以是上述预设区域在预设年份的国民生产总值的增速值。The fourth step is to input the time series of the above-mentioned target annual power generation, the time series of the preset target historical GNP and the preset target growth rate into the above-mentioned preset first power generation generation model to obtain the first target allocated power generation . Wherein, the preset target historical GNP time series may be the GNP of each year corresponding to the preset region and the target annual power generation time series. The preset target growth rate may be the growth rate of the GNP of the preset region in a preset year.

步骤106,将目标历史发电量时间序列和目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列。Step 106: Input the time series of the target historical power generation and the time series of the target historical power consumption respectively into the preset second power generation model to obtain the time series of the target distributed power generation and the time series of the target distributed power consumption.

在一些实施例中,上述执行主体可以将上述目标历史发电量时间序列和上述目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列。其中,上述目标分配发电量时间序列中的目标分配发电量可以是上述预设区域在预设年份的月发电量。上述目标分配用电量时间序列中的目标分配用电量可以是上述预设区域在预设年份的月用电量。可以通过以下步骤,将上述目标历史发电量时间序列和上述目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列:In some embodiments, the execution subject can input the time series of the target historical power generation and the time series of the target historical power consumption into the preset second power generation generation model respectively to obtain the time series of the target distribution of power generation and the time series of the target distribution. power time series. Wherein, the target distributed power generation in the time series of target distributed power generation may be the monthly power generation of the preset region in a preset year. The target distributed electricity consumption in the target distributed electricity consumption time series may be the monthly electricity consumption of the preset region in a preset year. The above-mentioned time series of target historical power generation and the time series of target historical power consumption can be respectively input into the preset second power generation generation model through the following steps to obtain the time series of target distribution of power generation and time series of target distribution of power consumption:

第一步,将上述目标历史发电量时间序列输入上述预设的第二发电量生成模型,得到目标分配发电量时间序列。In the first step, the time series of target historical power generation is input into the above-mentioned preset second power generation model to obtain the time series of target distributed power generation.

第二步,将上述目标历史用电量时间序列输入上述预设的第二发电量生成模型,得到目标分配用电量时间序列。In the second step, the time series of target historical power consumption is input into the above-mentioned preset second power generation model to obtain the time series of target distributed power consumption.

步骤107,基于目标分配发电量时间序列和目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息。Step 107: Based on the time series of target allocated power generation and the time series of target allocated power consumption, generate a second target allocated power generation and supply-demand matching information.

在一些实施例中,上述执行主体可以通过各种方式,基于上述目标分配发电量时间序列和上述目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息。其中,上述第二目标分配发电量可以是上述预设区域在预设年份的年发电量。上述供需匹配信息可以用于表征年发电量和年用电量间是否存在平衡关系。上述平衡关系可以是同一年份的年用电量占年发电量的百分比在预设的比例范围内。例如,上述预设的比例范围可以是[95%,105%]。In some embodiments, the executive body may generate the second target allocated power generation and supply-demand matching information based on the above-mentioned target allocated power generation time series and the above-mentioned target allocated power consumption time series in various ways. Wherein, the second target allocated power generation amount may be the annual power generation amount of the preset region in a preset year. The above supply-demand matching information can be used to characterize whether there is a balanced relationship between annual power generation and annual power consumption. The above balance relationship may be that the percentage of annual power consumption in the same year to annual power generation is within a preset ratio range. For example, the above preset ratio range may be [95%, 105%].

在一些实施例的一些可选的实现方式中,上述执行主体可以通过以下步骤,基于上述目标分配发电量时间序列和上述目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息:In some optional implementations of some embodiments, the execution subject may generate the second target allocated power generation and supply-demand matching information based on the above-mentioned target allocated power generation time series and the above-mentioned target allocated power consumption time series through the following steps :

第一步,将上述目标分配发电量时间序列中各个目标分配发电量的和确定为第二目标分配发电量。In the first step, the sum of the target distributed power generation amounts in the time series of target distributed power generation amounts is determined as the second target distributed power generation amount.

第二步,将上述目标分配用电量时间序列中各个目标分配用电量的和确定为第二目标分配用电量。In the second step, the sum of the target distributed power consumption in the above target distributed power consumption time series is determined as the second target distributed power consumption.

第三步,将上述第二目标分配用电量占上述第二目标分配发电量的百分比确定为供需匹配信息。In the third step, the percentage of the above-mentioned second target allocated power consumption to the above-mentioned second target allocated power generation is determined as supply-demand matching information.

上述供需匹配信息生成步骤及其相关内容,作为本公开的实施例的一个发明点,解决了背景技术提及的技术问题二“在生成发电分配信息时,往往容易忽略用电量与发电量之间的约束关系,从而,导致发电分配信息准确性较低,进而,造成产能过剩或产能不足”。导致发电分配信息准确性较低的问题往往如下:在生成发电分配信息时,往往容易忽略用电量与发电量之间的约束关系,从而,导致发电分配信息准确性较低,进而,造成产能过剩或产能不足。如果解决了上述问题,就能达到提高发电分配信息准确性的效果。为了达到这一效果,本公开充分考虑到用电量与发电量之间存在的约束关系,首先,生成第二目标分配发电量和第二目标分配用电量,然后,将第二目标分配用电量占第二目标分配发电量的百分比确定为供需匹配信息,最后,可以通过上述供需匹配信息来识别所生成的第二目标分配发电量的合理性。若上述百分比在预设范围内,可以说明所生成的第二目标分配发电量较为合理,供需平衡。若上述百分比在预设范围下方,可以说明所生成的第二目标分配发电量不合理,存在产能过剩的风险。若上述百分比在预设范围上方,可以说明所生成的第二目标分配发电量不合理,存在产能不足的风险。从而,可以提高发电分配信息准确性,以及避免造成产能过剩或产能不足。The above-mentioned supply-demand matching information generation steps and related content, as an inventive point of the embodiments of the present disclosure, solve the technical problem mentioned in the background technology two: "When generating power generation distribution information, it is often easy to ignore the difference between power consumption and power generation. As a result, the accuracy of power generation allocation information is low, which in turn leads to overcapacity or undercapacity. The problems that lead to low accuracy of power generation allocation information are often as follows: when generating power generation allocation information, it is often easy to ignore the constraint relationship between power consumption and power generation, which leads to low accuracy of power generation allocation information, and in turn, causes production capacity Excess or undercapacity. If the above problems are solved, the effect of improving the accuracy of power generation distribution information can be achieved. In order to achieve this effect, this disclosure fully considers the constraint relationship between power consumption and power generation. First, the second target distribution power generation and the second target distribution power consumption are generated, and then the second target distribution power The percentage of electricity in the second target allocated power generation is determined as the supply-demand matching information, and finally, the rationality of the generated second target allocated power generation can be identified through the above-mentioned supply-demand matching information. If the above percentage is within the preset range, it can be shown that the generated second target distributed power generation is more reasonable and the supply and demand are balanced. If the above percentage is below the preset range, it may indicate that the generated second target allocated power generation is unreasonable and there is a risk of overcapacity. If the above percentage is above the preset range, it may indicate that the generated second target allocated power generation is unreasonable and there is a risk of insufficient production capacity. Thereby, the accuracy of power generation allocation information can be improved, and overcapacity or undercapacity can be avoided.

步骤108,响应于确定供需匹配信息满足预设供需匹配条件,基于第一分配发电信息集、第二分配发电信息集、第一目标分配发电量和第二目标分配发电量,生成发电分配信息。Step 108 , in response to determining that the supply-demand matching information satisfies a preset supply-demand matching condition, generating power generation distribution information based on the first distribution generation information set, the second distribution generation information set, the first target distribution generation amount, and the second target distribution generation amount.

在一些实施例中,上述执行主体可以响应于确定上述供需匹配信息满足预设供需匹配条件,通过各种方式,基于上述第一分配发电信息集、上述第二分配发电信息集、上述第一目标分配发电量和上述第二目标分配发电量,生成发电分配信息。其中,上述预设供需匹配条件可以是供需匹配信息所对应的百分比在上述预设的比例范围内。上述发电分配信息可以是上述预设区域在预设年份待分配发电的发电量信息。In some embodiments, in response to determining that the supply-demand matching information satisfies the preset supply-demand matching condition, the above-mentioned execution subject may, in various ways, based on the above-mentioned first distribution generation information set, the above-mentioned second distribution generation information set, the above-mentioned first target The allocated power generation amount and the above-mentioned second target allocated power generation amount are used to generate power generation allocation information. Wherein, the above preset supply and demand matching condition may be that the percentage corresponding to the supply and demand matching information is within the above preset ratio range. The above-mentioned power distribution information may be the power generation amount information of the preset area to be distributed in a preset year.

在一些实施例的一些可选的实现方式中,上述第一分配发电信息集中的每个第一分配发电信息可以包括第一属地分配发电量,上述第二分配发电信息集中的每个第二分配发电信息可以包括第二属地分配发电量。上述执行主体可以通过以下步骤,基于上述第一分配发电信息集、上述第二分配发电信息集、上述第一目标分配发电量和上述第二目标分配发电量,生成发电分配信息:In some optional implementations of some embodiments, each piece of first distributed power generation information in the above-mentioned first distributed power generation information set may include the first assigned power generation amount, and each second allocation in the above-mentioned second distributed power generation information set The power generation information may include the amount of power generation assigned to the second territory. The execution subject may generate power generation distribution information based on the first distribution power generation information set, the second distribution power generation information set, the first target distribution power generation amount, and the second target distribution power generation amount through the following steps:

第一步,将上述第一分配发电信息集中的各个第一分配发电信息包括的第一属地分配发电量的和确定为第三目标分配发电量。其中,上述第三目标分配发电量可以是预设年份各个省份加总的年发电量。In the first step, the sum of the first assigned power generation amounts included in the first distributed power generation information in the first distributed power generation information set is determined as the third target distributed power generation amount. Wherein, the above-mentioned third target distributed power generation may be the total annual power generation of each province in a preset year.

第二步,响应于确定上述第一目标分配发电量满足第一预设发电量条件,将上述第一目标分配发电量确定为第一分配参照值。其中,上述第一预设发电量条件可以是第一目标分配发电量大于等于第三目标分配发电量。上述第一分配参照值可以是对应第一发电量生成模型预设区域在预设年份待发电的发电量。In a second step, in response to determining that the first target distributed power generation meets a first preset power generation condition, the first target distributed power generation is determined as a first distribution reference value. Wherein, the above-mentioned first preset power generation condition may be that the first target allocated power generation is greater than or equal to the third target allocated power generation. The above-mentioned first allocation reference value may be the power generation amount to be generated in a preset year corresponding to the preset area of the first power generation model.

第三步,响应于确定上述第一目标分配发电量满足第二预设发电量条件,将上述第三目标分配发电量确定为第一分配参照值。其中,上述第二预设发电量条件可以是第一目标分配发电量小于第三目标分配发电量。In a third step, in response to determining that the first target allocated power generation meets a second preset power generation condition, the third target allocated power generation is determined as a first allocation reference value. Wherein, the aforementioned second preset power generation condition may be that the first target allocated power generation is smaller than the third target allocated power generation.

第四步,将上述第二分配发电信息集中的各个第二分配发电信息包括的第二属地分配发电量的和确定为第四目标分配发电量。其中,上述第四目标分配发电量可以是预设年份各个省份总的年发电量。In the fourth step, the sum of the second distributed power generation amounts included in the second distributed power generation information in the second distributed power generation information set is determined as the fourth target distributed power generation amount. Wherein, the above-mentioned fourth target distributed power generation may be the total annual power generation of each province in a preset year.

第五步,响应于确定上述第二目标分配发电量满足第三预设发电量条件,将上述第二目标分配发电量确定为第二分配参照值。其中,上述第三预设发电量条件可以是第二目标分配发电量大于等于第四目标分配发电量。上述第二分配参照值可以是对应第二发电量生成模型预设区域在预设年份待发电的发电量。Step 5: In response to determining that the second target distributed power generation meets a third preset power generation condition, determine the second target distributed power generation as a second distribution reference value. Wherein, the aforementioned third preset power generation condition may be that the second target allocated power generation is greater than or equal to the fourth target allocated power generation. The above-mentioned second allocation reference value may be the power generation amount to be generated in a preset year corresponding to the preset area of the second power generation model.

第六步,响应于确定上述第二目标分配发电量满足第四预设发电量条件,将上述第四目标分配发电量确定为第二分配参照值。其中,上述第四预设发电量条件可以是第二目标分配发电量小于第四目标分配发电量。Step 6: In response to determining that the second target distributed power generation meets a fourth preset power generation condition, determine the above fourth target distributed power generation as a second distribution reference value. Wherein, the aforementioned fourth preset power generation condition may be that the second target allocated power generation is smaller than the fourth target allocated power generation.

第七步,基于上述第一分配参照值和上述第二分配参照值,生成发电分配信息。上述执行主体可以通过各种方式,基于上述第一分配参照值和上述第二分配参照值,生成发电分配信息。The seventh step is to generate power generation allocation information based on the first allocation reference value and the second allocation reference value. The executive body may generate power generation allocation information based on the first allocation reference value and the second allocation reference value in various ways.

在一些实施例的一些可选的实现方式中,上述执行主体可以通过以下步骤,基于上述第一分配参照值和上述第二分配参照值,生成发电分配信息:In some optional implementations of some embodiments, the executive body may generate power generation allocation information based on the first allocation reference value and the second allocation reference value through the following steps:

第一步,将上述第一分配参照值和上述第二分配参照值的差确定为分配误差值。其中,上述分配误差值可以是针对预设区域在预设年份以上两个发电量生成模型分别所输出的待发电电量之间的差值。In the first step, the difference between the first allocation reference value and the second allocation reference value is determined as an allocation error value. Wherein, the above-mentioned distribution error value may be a difference between the to-be-generated amounts respectively outputted by the two generation generation models for the preset region in the preset year or more.

第二步,响应于确定上述分配误差值满足第一预设误差条件,将预设区域、预设年份和上述第一分配参照值确定为发电分配信息。其中,上述第一预设误差条件可以是上述分配误差值不小于0。In the second step, in response to determining that the distribution error value satisfies the first preset error condition, the preset area, the preset year, and the first distribution reference value are determined as power generation distribution information. Wherein, the above-mentioned first preset error condition may be that the above-mentioned distribution error value is not less than zero.

可选的,上述执行主体还可以执行以下步骤:Optionally, the above execution subject may also perform the following steps:

第一步,响应于确定上述分配误差值满足第二预设误差条件,基于第二分配发电信息集,生成目标属地增速值集。其中,上述第二预设误差条件可以是上述分配误差值小于0。上述目标属地增速值集中的目标属地增速值可以是对应省份在预设年份的国民生产总值的增速值。可以对于第二分配发电信息集中的各个第二分配发电信息,执行以下步骤:In the first step, in response to determining that the distribution error value satisfies the second preset error condition, based on the second distribution generation information set, a target area growth rate value set is generated. Wherein, the above-mentioned second preset error condition may be that the above-mentioned distribution error value is less than zero. The target territory growth rate value in the above target territory growth rate value set may be the growth rate value of the GNP of the corresponding province in the preset year. The following steps may be performed for each second distributed power generation information in the second distributed power generation information set:

第一子步骤,从上述第一历史发电量时间序列集中选出与上述第二分配发电信息相匹配的第一历史发电量时间序列。其中,与上述第二分配发电信息相匹配可以是上述第二分配发电信息和第一历史发电量时间序列对应同一省份。The first sub-step is to select a first historical power generation time series that matches the second distributed power generation information from the first historical power generation time series set. Wherein, matching with the above-mentioned second distributed power generation information may be that the above-mentioned second distributed power generation information and the first historical power generation amount time series correspond to the same province.

第二子步骤,将上述第一历史发电量时间序列、上述第二分配发电信息包括的第二属地分配发电量和与上述第二分配发电信息相匹配的第二预设历史国民生产总值时间序列输入上述预设的第一发电量生成模型,得到目标属地增速值。其中,与上述第二分配发电信息相匹配可以是上述第二分配发电信息和上述第二预设历史国民生产总值时间序列对应同一省份。需要说明的是,在预设年份的待发电电量、各个历史年份的发电量和国民生产总值均已知的情况下,上述预设的第一发电量生成模型还可以输出预设年份的国民生产总值的增速值。The second sub-step is to combine the time series of the above-mentioned first historical power generation, the second distributed power generation included in the above-mentioned second distributed power generation information, and the second preset historical gross national product time matched with the above-mentioned second distributed power generation information Sequentially input the above-mentioned preset first power generation model to obtain the growth rate value of the target territory. Wherein, matching with the second distributed power generation information may be that the second distributed power generation information and the second preset historical GNP time series correspond to the same province. It should be noted that, in the case that the electricity to be generated in the preset year, the electricity generated in each historical year, and the gross national product are all known, the above-mentioned preset first electricity generation model can also output the national The growth rate of GDP.

第二步,将上述节点信息集中的每个节点信息包括的属地增速值确定为初始属地增速值,得到初始属地增速值集。其中,上述初始属地增速值集中的初始属地增速值可以是对应省份在预设年份国民生产总值的计划增速值。In the second step, the property growth rate value included in each node information in the above node information set is determined as the initial property growth rate value to obtain the initial property growth rate value set. Wherein, the initial territorial growth rate value in the above-mentioned initial territorial growth rate value set may be the planned growth rate value of the corresponding province's GNP in a preset year.

第三步,基于上述初始属地增速值集和上述目标属地增速值集,生成第一权值和第二权值。其中,上述第一权值可以是国民生产总值增速在确定待产出电量中所占的权重。上述第二权值可以是历史年份中的各个年发电量在确定待产出电量中所占的权重。上述第一权值和上述第二权值可以满足预设的权值条件。上述预设的权值条件可以是:上述第一权值可以为小于1的小数、上述第二权值可以为小于1的小数、上述第一权值与上述第二权值的和可以为1。可以通过预设的权重确定法,基于上述初始属地增速值集和上述目标属地增速值集,生成第一权值和第二权值。The third step is to generate a first weight value and a second weight value based on the above-mentioned initial territory speed-up value set and the above-mentioned target territory speed-up value set. Wherein, the above-mentioned first weight value may be the weight of the growth rate of the gross national product in determining the electricity to be produced. The above-mentioned second weight value may be the weight of each year's power generation in the historical years in determining the power to be produced. The above-mentioned first weight value and the above-mentioned second weight value may satisfy a preset weight value condition. The preset weight condition may be: the first weight may be a decimal less than 1, the second weight may be a decimal less than 1, and the sum of the first weight and the second weight may be 1 . The first weight value and the second weight value may be generated based on the above-mentioned initial territory speed-up value set and the above-mentioned target territory speed-up value set through a preset weight determination method.

作为示例,上述预设的权重确定法可以是但不限于以下中的一种:熵值法、标准离差法和层次分析法等。As an example, the aforementioned preset weight determination method may be, but not limited to, one of the following: entropy method, standard deviation method, and analytic hierarchy process.

第四步,将上述第一分配参照值和上述第一权值的乘积确定为第一分配发电量决策值。其中,上述第一分配发电量决策值可以是预设年份国民生产总值计划增速值对发电量的决策值。上述决策值可以是发电量的数量。In the fourth step, the product of the above-mentioned first distribution reference value and the above-mentioned first weight value is determined as the first decision-making value of distribution power generation. Wherein, the above-mentioned first distribution decision value of power generation may be a decision value of the planned growth rate of gross national product in a preset year for power generation. The above-mentioned decision value may be the amount of power generation.

第五步,将上述第二分配参照值和上述第二权值的乘积确定为第二分配发电量决策值。其中,上述第二分配发电量决策值可以是历史年份发电量对预设年份发电量的决策值。In the fifth step, the product of the above-mentioned second distribution reference value and the above-mentioned second weight value is determined as the second distribution decision value of power generation. Wherein, the above-mentioned second distribution decision value of power generation may be a decision value of power generation in historical years versus power generation in preset years.

第六步,将上述第一分配发电量决策值和上述第二分配发电量决策值的和确定为发电量分配值。其中,上述发电量分配值可以是预设年份分配的待发电电量。In the sixth step, the sum of the above-mentioned first distribution decision value of power generation and the above-mentioned second distribution decision value of power generation is determined as the power generation distribution value. Wherein, the distribution value of the above-mentioned power generation amount may be the amount of electricity to be generated allocated in a preset year.

第七步,将上述预设区域、上述预设年份和上述发电量分配值确定为发电分配信息。In the seventh step, the above-mentioned preset area, the above-mentioned preset year, and the above-mentioned distribution value of power generation are determined as power generation distribution information.

可选的,上述执行主体还可以执行以下步骤:Optionally, the above execution subject may also perform the following steps:

第一步,对于预设的目标属地标识组中的每个目标属地标识,执行以下步骤:In the first step, for each target territory identification in the preset target territory identification group, perform the following steps:

第一子步骤,从上述第一分配发电信息集中选出与上述目标属地标识相匹配的第一分配发电信息。其中,上述预设的目标属地标识组中的目标属地标识可以对省份唯一标识。与上述目标属地标识相匹配可以是第一分配发电信息与上述目标属地标识对应同一省份。The first sub-step is to select the first distributed power generation information matching the target location identifier from the first distributed power generation information set. Wherein, the target territory identifier in the aforementioned preset target territory identifier group may uniquely identify a province. Matching with the above-mentioned target location identifier may be that the first allocated power generation information and the above-mentioned target location identifier correspond to the same province.

第二子步骤,从上述第二分配发电信息集中选出与上述目标属地标识相匹配的第二分配发电信息。其中,与上述目标属地标识相匹配可以是第二分配发电信息与上述目标属地标识对应同一省份。The second sub-step is to select the second distributed power generation information that matches the target location identifier from the above-mentioned second distributed power generation information set. Wherein, matching with the above-mentioned target location identifier may mean that the second allocated power generation information corresponds to the same province as the above-mentioned target location identifier.

第三子步骤,将所选出的第一分配发电信息包括的第一属地分配发电量与所选出的第二分配发电信息包括的第二属地分配发电量的差确定为属地资源因子值。其中,上述属地资源因子值可以是以上两种发电量生成模型分别输出的发电量之间的差值。In the third sub-step, the difference between the first distributed power generation amount included in the selected first distributed power generation information and the second distributed power generation amount included in the selected second distributed power generation information is determined as the local resource factor value. Wherein, the above-mentioned territorial resource factor value may be the difference between the power generation outputs respectively output by the above two power generation generation models.

第四子步骤,响应于确定上述属地资源因子值满足第三预设误差条件,将上述目标属地标识和上述属地资源因子值确定为第一属地资源需求信息。其中,上述第三预设误差条件可以是上述属地资源因子值大于等于0。上述预设第一属地资源需求信息可以是在保证预设年份国民生产总值增速的基础上,待产出的新增发电量的信息。The fourth sub-step is to determine the target territory identifier and the territory resource factor value as the first territory resource demand information in response to determining that the territory resource factor value satisfies the third preset error condition. Wherein, the above-mentioned third preset error condition may be that the value of the above-mentioned territorial resource factor is greater than or equal to zero. The above-mentioned preset resource demand information of the first territory may be the information of the new power generation to be produced on the basis of ensuring the growth rate of the gross national product in the preset year.

第五子步骤,响应于确定上述属地资源因子值满足第四预设误差条件,将上述目标属地标识和预设的属地资源因子值确定为第二属地资源需求信息。其中,上述第四预设误差条件可以是上述属地资源因子值小于0。上述预设的属地资源因子值可以为0。上述预设第二属地资源需求信息可以是在历史年份的各个年发电量基础上,待产出的新增发电量的信息。In the fifth sub-step, in response to determining that the resource factor value of the territory satisfies the fourth preset error condition, determine the target territory identifier and the preset resource factor value of the territory as the second territory resource demand information. Wherein, the above-mentioned fourth preset error condition may be that the value of the above-mentioned territorial resource factor is less than zero. The aforementioned preset property factor value may be 0. The above-mentioned preset resource demand information of the second territory may be the information of the new power generation to be produced based on the power generation of each year in the historical years.

第二步,将所确定的每个第一属地资源需求信息和每个第二属地资源需求信息确定为目标属地资源需求信息,得到目标属地资源需求信息集。其中,上述目标属地资源需求信息集中的目标属地资源需求信息可以是对应省份在预设年份待产出的新增发电量的信息。The second step is to determine each of the determined resource demand information of the first territory and each of the determined resource demand information of the second territory as the resource demand information of the target territory, and obtain the resource demand information set of the target territory. Wherein, the resource demand information of the target territory in the resource demand information set of the above target territory may be the information of the newly-increased power generation to be produced in the corresponding province in the preset year.

第三步,将上述目标属地资源需求信息集中的各个目标属地资源需求信息对应的属地资源因子值的和确定为全域新增资源因子值。其中,上述全域新增资源因子值可以是预设区域在预设年份新增的总发电量。In the third step, the sum of the domain resource factor values corresponding to each target domain resource demand information in the above target domain resource demand information set is determined as the global new resource factor value. Wherein, the above global new resource factor value may be the total power generation capacity newly added in the preset area in the preset year.

第四步,对于上述目标属地资源需求信息集中的每个目标属地资源需求信息,执行以下步骤:The fourth step is to perform the following steps for each target territory resource demand information in the above target territory resource demand information set:

第一子步骤,将上述目标属地资源需求信息对应的属地资源因子值占上述全域新增资源因子值的百分比确定为属地新增资源因子值。其中,上述属地新增资源因子值可以用于表征在预设年份对应省份待新增发电量占预设区域待新增总发电量的比重。The first sub-step is to determine the percentage of the resource factor value corresponding to the target territory resource demand information in the newly added resource factor value of the whole domain as the newly added resource factor value of the territory. Wherein, the newly-increased resource factor value of the territory mentioned above can be used to represent the proportion of the to-be-increased power generation in the corresponding province in the preset year to the total to-be-increased power in the preset area.

第二子步骤,将预设新增人数值与上述属地新增资源因子值的乘积确定为属地新增人力资源分配值。其中,上述预设新增人数值与上述发电分配信息对应。上述属地新增人力资源分配值可以是对应省份待新增发电量所需要新增的人员数量。The second sub-step is to determine the product of the preset value of newly added personnel and the value of the above-mentioned newly added resource factor of the territory as the value of newly added human resources allocated to the territory. Wherein, the above-mentioned preset new number of people corresponds to the above-mentioned power generation distribution information. The allocation value of the above-mentioned new human resources in the territory may be the number of new personnel required for the corresponding province to increase the power generation capacity.

上述各个属地新增人力资源分配值的生成步骤及其相关内容,作为本公开的实施例的一个发明点,解决了背景技术提及的技术问题三“在按照上述发电分配信息开展发电工作时,往往更多采用定性方法确定发电工作所需要的人力资源数量,缺乏较为准确的定量数据进行支撑,从而,容易导致电力行业人力资源过剩或人力资源不足”。导致电力行业人力资源过剩或人力资源不足的问题往往如下:在按照上述发电分配信息开展发电工作时,往往更多采用定性方法确定发电工作所需要的人力资源数量,缺乏较为准确的定量数据进行支撑,从而,容易导致电力行业人力资源过剩或人力资源不足。如果解决了上述问题,就能达到减少电力行业人力资源过剩或人力资源不足的效果。为了达到这一效果,本公开首先生成各个省份对应的属地资源因子值,其次,生成各个省份对应的目标属地资源需求信息,以便参与人力资源分配,然后,通过生成各个省份对应的属地新增资源因子值,确定各个省份在新增人力资源分配中所占有的份额,最后,根据各个省份所占有的份额得到各个省份所对应的属地新增人力资源分配值。因而,上述所生成的属地新增人力资源分配值可以在按照上述发电分配信息开展发电工作时,为确定发电工作所需要的人力资源数量提供较为准确的定量参考。从而,可以减少电力行业人力资源过剩或人力资源不足的现象。The above-mentioned steps of generating new human resource allocation values for each territory and related content, as an invention point of the embodiment of the present disclosure, solve the technical problem mentioned in the background technology three "When carrying out power generation work according to the above-mentioned power generation allocation information, More qualitative methods are often used to determine the number of human resources required for power generation work, and there is a lack of more accurate quantitative data to support it, thus easily leading to excess or insufficient human resources in the power industry." The problems that lead to excess or insufficient human resources in the power industry are often as follows: When carrying out power generation work according to the above-mentioned power generation allocation information, qualitative methods are often used to determine the number of human resources required for power generation work, and there is a lack of more accurate quantitative data to support , Thus, it is easy to lead to excess human resources or insufficient human resources in the electric power industry. If the above problems are solved, the effect of reducing the excess or shortage of human resources in the electric power industry can be achieved. In order to achieve this effect, the disclosure first generates the territorial resource factor values corresponding to each province, and secondly, generates the target territorial resource demand information corresponding to each province, so as to participate in human resource allocation, and then generates new resources by generating the corresponding territorial resources of each province The factor value determines the share of each province in the allocation of new human resources. Finally, according to the share of each province, the new human resource allocation value corresponding to each province is obtained. Therefore, the above-mentioned newly added human resources allocation value of the territory can provide a more accurate quantitative reference for determining the number of human resources required for power generation work when the power generation work is carried out according to the above-mentioned power generation distribution information. Thus, the phenomenon of excess or insufficient human resources in the electric power industry can be reduced.

本公开的上述各个实施例具有如下有益效果:通过本公开的一些实施例的发电分配信息生成方法,可以提高发电分配信息的准确性。具体来说,导致发电分配信息准确性较低的原因在于:仅仅依靠单一发电量生成算法,往往容易造成所生成的发电量结果“过拟合”或“欠拟合”,从而,导致发电分配信息准确性较低。基于此,本公开的一些实施例的发电分配信息生成方法,首先,获取历史电力信息集、第一分配发电信息集和第二分配发电信息集。由此,便于后续通过各个省份的分配发电量对预设区域的分配发电量进行纠偏。其中,上述预设区域与上述各个省份对应。其次,对上述第一分配发电信息集进行校验处理,得到第一复核信息。响应于确定上述第一复核信息满足第一预设复核条件,对上述第二分配发电信息集进行校验处理,得到第二复核信息。响应于确定上述第二复核信息满足第二预设复核条件,基于上述历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列。由此,可以通过对第一分配发电信息集和第二分配发电信息集进行复核,以确保数据来源的准确性。从而,可以生成准确的目标历史发电量时间序列和目标历史用电量时间序列,便于后续经由不同的发电量生成模型得到计划发电量,以生成发电分配信息。然后,基于上述目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量。由此,可以经由预设的第一发电量生成模型得到预设区域受经济增速影响的第一目标分配发电量,便于后续与预设的第二发电量生成模型互相纠偏。之后,将上述目标历史发电量时间序列和上述目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列。基于上述目标分配发电量时间序列和上述目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息。由此,可以经由预设的第二发电量生成模型得到与历史年份发电量存在相同趋势的第二目标分配发电量,便于后续与上述第一目标分配发电量互为纠偏。最后,响应于确定上述供需匹配信息满足预设供需匹配条件,基于上述第一分配发电信息集、上述第二分配发电信息集、上述第一目标分配发电量和上述第二目标分配发电量,生成发电分配信息。由此,可以通过各个省份的分配发电量对预设区域的分配发电量进行纠偏,以及上述两种发电量生成模型分别生成的分配发电量之间可以进行相互纠偏,从而,可以提高发电分配信息的准确性。因此,本公开的一些发电分配信息生成方法,综合考虑经济增长速度和历年发电量本身存在的自然增长趋势,通过两种不同类型的发电量生成模型所生成的分配发电量进行相互纠偏,避免了所生成的发电量结果“过拟合”或“欠拟合”,从而,可以提高发电分配信息的准确性。The above-mentioned embodiments of the present disclosure have the following beneficial effects: the accuracy of the power generation distribution information can be improved through the generating method of the power generation distribution information in some embodiments of the present disclosure. Specifically, the reason for the low accuracy of power generation allocation information is that relying only on a single power generation generation algorithm often easily leads to "overfitting" or "underfitting" of the generated power generation results. Information accuracy is low. Based on this, in some embodiments of the present disclosure, in the generating method of power generation distribution information, firstly, a set of historical power information, a first set of distributed power generation information, and a second set of distributed power generation information are acquired. In this way, it is convenient to subsequently correct the distributed power generation in the preset area through the distributed power generation in each province. Wherein, the above-mentioned preset area corresponds to each of the above-mentioned provinces. Secondly, a verification process is performed on the above-mentioned first distributed power generation information set to obtain first review information. In response to determining that the first review information satisfies the first preset review condition, a verification process is performed on the second distributed power generation information set to obtain second review information. In response to determining that the second review information satisfies the second preset review condition, a time series of target historical power generation and a time series of target historical power consumption are generated based on the above historical power information set. Therefore, the accuracy of the data source can be ensured by checking the first distributed power generation information set and the second distributed power generation information set. Therefore, accurate target historical power generation time series and target historical power consumption time series can be generated, which is convenient for obtaining planned power generation through different power generation generation models in order to generate power generation allocation information. Then, based on the time series of target historical power generation and the preset first power generation generation model, the first target distributed power generation is generated. In this way, the first target allocated power generation in the preset area affected by the economic growth rate can be obtained through the preset first power generation generation model, which facilitates subsequent mutual correction with the preset second power generation generation model. Afterwards, the time series of target historical power generation and the time series of target historical power consumption are respectively input into the preset second power generation model to obtain the time series of target distributed power generation and target distributed power consumption. Based on the time series of target allocated power generation and the time series of target allocated power consumption, the second target allocated power generation and supply-demand matching information are generated. In this way, the second target allocated power generation that has the same trend as the historical year power generation can be obtained through the preset second power generation generation model, which facilitates subsequent correction of deviations from the above-mentioned first target allocated power generation. Finally, in response to determining that the supply-demand matching information satisfies the preset supply-demand matching condition, based on the first distributed power generation information set, the second distributed power generation information set, the first target distributed power generation, and the second target distributed power generation, generate Generation allocation information. In this way, the distributed power generation of each province can be used to correct the distribution of power generation in the preset area, and the distribution of power generated by the above two power generation models can be mutually corrected, so that the power generation distribution information can be improved. accuracy. Therefore, some power generation allocation information generation methods disclosed in the present disclosure comprehensively consider the economic growth rate and the natural growth trend of the power generation itself over the years, and use two different types of power generation models to generate distributed power generation to correct each other. The generated power generation results are "over-fitting" or "under-fitting", so that the accuracy of power generation allocation information can be improved.

进一步参考图2,作为对上述各图所示方法的实现,本公开提供了一种发电分配信息生成装置的一些实施例,这些装置实施例与图1所示的那些方法实施例相对应,该装置具体可以应用于各种电子设备中。Further referring to FIG. 2 , as an implementation of the methods shown in the above figures, the present disclosure provides some embodiments of a device for generating distribution information, and these device embodiments correspond to those method embodiments shown in FIG. 1 , the The device can be specifically applied to various electronic devices.

如图2所示,一些实施例的发电分配信息装置200包括:获取单元201、第一校验单元202、第二校验单元203、第一生成单元204、第二生成单元205、输入单元206、第三生成单元207和第四生成单元208。其中,获取单元201,被配置成获取历史电力信息集、第一分配发电信息集和第二分配发电信息集;第一校验单元202,被配置成对上述第一分配发电信息集进行校验处理,得到第一复核信息;第二校验单元203,被配置成响应于确定上述第一复核信息满足第一预设复核条件,对上述第二分配发电信息集进行校验处理,得到第二复核信息;第一生成单元204,被配置成响应于确定上述第二复核信息满足第二预设复核条件,基于上述历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列;第二生成单元205,被配置成基于上述目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量;输入单元206,被配置成将上述目标历史发电量时间序列和上述目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列;第三生成单元207,被配置成基于上述目标分配发电量时间序列和上述目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息;第四生成单元208,被配置成响应于确定上述供需匹配信息满足预设供需匹配条件,基于上述第一分配发电信息集、上述第二分配发电信息集、上述第一目标分配发电量和上述第二目标分配发电量,生成发电分配信息。As shown in FIG. 2 , the power generation allocation information device 200 of some embodiments includes: an acquisition unit 201 , a first verification unit 202 , a second verification unit 203 , a first generation unit 204 , a second generation unit 205 , and an input unit 206 , the third generation unit 207 and the fourth generation unit 208 . Among them, the acquisition unit 201 is configured to acquire the historical power information set, the first distribution generation information set and the second distribution generation information set; the first verification unit 202 is configured to verify the above-mentioned first distribution generation information set processing to obtain the first review information; the second verification unit 203 is configured to perform verification processing on the second distribution power generation information set to obtain the second Review information; the first generation unit 204 is configured to generate a target historical power generation time series and a target historical power consumption time series based on the above historical power information set in response to determining that the second review information satisfies a second preset review condition The second generation unit 205 is configured to generate the first target distribution power generation based on the above-mentioned target historical power generation time series and the preset first power generation model; the input unit 206 is configured to convert the above-mentioned target historical power generation The time series and the above-mentioned target historical power consumption time series are respectively input into the preset second power generation model to obtain the target distributed power generation time series and the target distributed power consumption time series; the third generation unit 207 is configured to be based on the above The time series of target allocated power generation and the above-mentioned target allocated power consumption time series generate the second target allocated power generation and supply-demand matching information; the fourth generating unit 208 is configured to respond to determining that the above-mentioned supply-demand matching information satisfies the preset supply-demand matching condition and generating power generation allocation information based on the first allocated power generation information set, the second allocated power generation information set, the first target allocated power generation amount, and the second target allocated power generation amount.

可以理解的是,该装置200中记载的诸单元与参考图1描述的方法中的各个步骤相对应。由此,上文针对方法描述的操作、特征以及产生的有益效果同样适用于装置200及其中包含的单元,在此不再赘述。It can be understood that the units recorded in the device 200 correspond to the steps in the method described with reference to FIG. 1 . Therefore, the operations, features and beneficial effects described above for the method are also applicable to the device 200 and the units contained therein, and will not be repeated here.

进一步参考图3,其示出了适于用来实现本公开的一些实施例的电子设备300的结构示意图。图3示出的电子设备仅仅是一个示例,不应对本公开的实施例的功能和使用范围带来任何限制。Further referring to FIG. 3 , it shows a schematic structural diagram of an electronic device 300 suitable for implementing some embodiments of the present disclosure. The electronic device shown in FIG. 3 is only an example, and should not limit the functions and scope of use of the embodiments of the present disclosure.

如图3所示,电子设备300可以包括处理装置(例如中央处理器、图形处理器等)301,其可以根据存储在只读存储器(ROM)302中的程序或者从存储装置308加载到随机访问存储器(RAM)303中的程序而执行各种适当的动作和处理。在RAM 303中,还存储有电子设备300操作所需的各种程序和数据。处理装置301、ROM 302以及RAM 303通过总线304彼此相连。输入/输出(I/O)接口305也连接至总线304。As shown in FIG. 3 , an electronic device 300 may include a processing device (such as a central processing unit, a graphics processing unit, etc.) 301 that can be randomly accessed according to a program stored in a read-only memory (ROM) 302 or loaded from a storage device 308 Various appropriate actions and processes are executed by programs in the memory (RAM) 303 . In the RAM 303, various programs and data necessary for the operation of the electronic device 300 are also stored. The processing device 301 , ROM 302 and RAM 303 are connected to each other through a bus 304 . An input/output (I/O) interface 305 is also connected to the bus 304 .

通常,以下装置可以连接至I/O接口305:包括例如触摸屏、触摸板、键盘、鼠标、摄像头、麦克风、加速度计、陀螺仪等的输入装置306;包括例如液晶显示器(LCD)、扬声器、振动器等的输出装置307;包括例如磁带、硬盘等的存储装置308;以及通信装置309。通信装置309可以允许电子设备300与其他设备进行无线或有线通信以交换数据。虽然图3示出了具有各种装置的电子设备300,但是应理解的是,并不要求实施或具备所有示出的装置。可以替代地实施或具备更多或更少的装置。图3中示出的每个方框可以代表一个装置,也可以根据需要代表多个装置。Typically, the following devices can be connected to the I/O interface 305: input devices 306 including, for example, a touch screen, touchpad, keyboard, mouse, camera, microphone, accelerometer, gyroscope, etc.; including, for example, a liquid crystal display (LCD), speaker, vibration an output device 307 such as a computer; a storage device 308 including, for example, a magnetic tape, a hard disk, etc.; and a communication device 309. The communication means 309 may allow the electronic device 300 to perform wireless or wired communication with other devices to exchange data. While FIG. 3 shows electronic device 300 having various means, it should be understood that implementing or having all of the means shown is not a requirement. More or fewer means may alternatively be implemented or provided. Each block shown in FIG. 3 may represent one device, or may represent multiple devices as required.

特别地,根据本公开的一些实施例,上文参考流程图描述的过程可以被实现为计算机软件程序。例如,本公开的一些实施例包括一种计算机程序产品,其包括承载在计算机可读介质上的计算机程序,该计算机程序包含用于执行流程图所示的方法的程序代码。在这样的一些实施例中,该计算机程序可以通过通信装置309从网络上被下载和安装,或者从存储装置308被安装,或者从ROM 302被安装。在该计算机程序被处理装置301执行时,执行本公开的一些实施例的方法中限定的上述功能。In particular, according to some embodiments of the present disclosure, the processes described above with reference to the flowcharts may be implemented as computer software programs. For example, some embodiments of the present disclosure include a computer program product, which includes a computer program carried on a computer-readable medium, where the computer program includes program codes for executing the methods shown in the flowcharts. In some such embodiments, the computer program may be downloaded and installed from a network via communication means 309 , or from storage means 308 , or from ROM 302 . When the computer program is executed by the processing device 301, the above-mentioned functions defined in the methods of some embodiments of the present disclosure are performed.

需要说明的是,本公开的一些实施例上述的计算机可读介质可以是计算机可读信号介质或者计算机可读存储介质或者是上述两者的任意组合。计算机可读存储介质例如可以是——但不限于——电、磁、光、电磁、红外线、或半导体的系统、装置或器件,或者任意以上的组合。计算机可读存储介质的更具体的例子可以包括但不限于:具有一个或多个导线的电连接、便携式计算机磁盘、硬盘、随机访问存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器(EPROM或闪存)、光纤、便携式紧凑磁盘只读存储器(CD-ROM)、光存储器件、磁存储器件、或者上述的任意合适的组合。在本公开的一些实施例中,计算机可读存储介质可以是任何包含或存储程序的有形介质,该程序可以被指令执行系统、装置或者器件使用或者与其结合使用。而在本公开的一些实施例中,计算机可读信号介质可以包括在基带中或者作为载波一部分传播的数据信号,其中承载了计算机可读的程序代码。这种传播的数据信号可以采用多种形式,包括但不限于电磁信号、光信号或上述的任意合适的组合。计算机可读信号介质还可以是计算机可读存储介质以外的任何计算机可读介质,该计算机可读信号介质可以发送、传播或者传输用于由指令执行系统、装置或者器件使用或者与其结合使用的程序。计算机可读介质上包含的程序代码可以用任何适当的介质传输,包括但不限于:电线、光缆、RF(射频)等等,或者上述的任意合适的组合。It should be noted that the above-mentioned computer-readable medium in some embodiments of the present disclosure may be a computer-readable signal medium or a computer-readable storage medium, or any combination of the two. A computer readable storage medium may be, for example, but not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination thereof. More specific examples of computer-readable storage media may include, but are not limited to, electrical connections with one or more wires, portable computer disks, hard disks, random access memory (RAM), read-only memory (ROM), erasable Programmable read-only memory (EPROM or flash memory), optical fiber, portable compact disk read-only memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the above. In some embodiments of the present disclosure, a computer-readable storage medium may be any tangible medium that contains or stores a program that can be used by or in conjunction with an instruction execution system, apparatus, or device. In some embodiments of the present disclosure, however, a computer-readable signal medium may include a data signal propagated in baseband or as part of a carrier wave, carrying computer-readable program code thereon. Such propagated data signals may take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the foregoing. A computer-readable signal medium may also be any computer-readable medium other than a computer-readable storage medium, which can transmit, propagate, or transmit a program for use by or in conjunction with an instruction execution system, apparatus, or device . Program code embodied on a computer readable medium may be transmitted by any appropriate medium, including but not limited to: wires, optical cables, RF (radio frequency), etc., or any suitable combination of the above.

在一些实施方式中,客户端、服务器可以利用诸如HTTP(HyperText TransferProtocol,超文本传输协议)之类的任何当前已知或未来研发的网络协议进行通信,并且可以与任意形式或介质的数字数据通信(例如,通信网络)互连。通信网络的示例包括局域网(“LAN”),广域网(“WAN”),网际网(例如,互联网)以及端对端网络(例如,ad hoc端对端网络),以及任何当前已知或未来研发的网络。In some embodiments, the client and the server can communicate using any currently known or future-developed network protocols such as HTTP (HyperText Transfer Protocol), and can communicate with digital data in any form or medium (eg, communication network) interconnections. Examples of communication networks include local area networks (“LANs”), wide area networks (“WANs”), internetworks (e.g., the Internet), and peer-to-peer networks (e.g., ad hoc peer-to-peer networks), as well as any currently known or future developed network of.

上述计算机可读介质可以是上述装置中所包含的;也可以是单独存在,而未装配入该电子设备中。上述计算机可读介质承载有一个或者多个程序,当上述一个或者多个程序被该电子设备执行时,使得该电子设备:获取历史电力信息集、第一分配发电信息集和第二分配发电信息集;对上述第一分配发电信息集进行校验处理,得到第一复核信息;响应于确定上述第一复核信息满足第一预设复核条件,对上述第二分配发电信息集进行校验处理,得到第二复核信息;响应于确定上述第二复核信息满足第二预设复核条件,基于上述历史电力信息集,生成目标历史发电量时间序列和目标历史用电量时间序列;基于上述目标历史发电量时间序列和预设的第一发电量生成模型,生成第一目标分配发电量;将上述目标历史发电量时间序列和上述目标历史用电量时间序列分别输入预设的第二发电量生成模型,得到目标分配发电量时间序列和目标分配用电量时间序列;基于上述目标分配发电量时间序列和上述目标分配用电量时间序列,生成第二目标分配发电量和供需匹配信息;响应于确定上述供需匹配信息满足预设供需匹配条件,基于上述第一分配发电信息集、上述第二分配发电信息集、上述第一目标分配发电量和上述第二目标分配发电量,生成发电分配信息。The above-mentioned computer-readable medium may be included in the above-mentioned device, or may exist independently without being incorporated into the electronic device. The above-mentioned computer-readable medium carries one or more programs, and when the above-mentioned one or more programs are executed by the electronic device, the electronic device: acquires the historical power information set, the first allocated power generation information set, and the second allocated power generation information set; perform verification processing on the first distribution power generation information set to obtain first review information; in response to determining that the first review information satisfies the first preset review condition, perform verification processing on the second distribution power generation information set, Obtaining the second review information; in response to determining that the second review information satisfies the second preset review condition, based on the above-mentioned historical power information set, generating a target historical power generation time series and a target historical power consumption time series; based on the above-mentioned target historical power generation The time series of the above-mentioned target historical power generation and the time series of the above-mentioned target historical power consumption are respectively input into the preset second power generation generation model , to obtain the time series of target allocated power generation and the time series of target allocated power consumption; based on the above time series of target allocated power generation and the above-mentioned time series of target allocated power consumption, generate the second target allocated power generation and supply-demand matching information; in response to determining The supply-demand matching information satisfies preset supply-demand matching conditions, and the power generation distribution information is generated based on the first distribution generation information set, the second distribution generation information set, the first target distribution generation amount, and the second target distribution generation amount.

可以以一种或多种程序设计语言或其组合来编写用于执行本公开的一些实施例的操作的计算机程序代码,所述程序设计语言包括面向对象的程序设计语言—诸如Java、Smalltalk、C++,还包括常规的过程式程序设计语言—诸如“C”语言或类似的程序设计语言。程序代码可以完全地在用户计算机上执行、部分地在用户计算机上执行、作为一个独立的软件包执行、部分在用户计算机上部分在远程计算机上执行、或者完全在远程计算机或服务器上执行。在涉及远程计算机的情形中,远程计算机可以通过任意种类的网络——包括局域网(LAN)或广域网(WAN)——连接到用户计算机,或者,可以连接到外部计算机(例如利用因特网服务提供商来通过因特网连接)。Computer program code for carrying out operations of some embodiments of the present disclosure can be written in one or more programming languages, or combinations thereof, including object-oriented programming languages—such as Java, Smalltalk, C++ , also includes conventional procedural programming languages—such as the "C" language or similar programming languages. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In cases involving a remote computer, the remote computer can be connected to the user computer through any kind of network, including a local area network (LAN) or a wide area network (WAN), or it can be connected to an external computer (for example, using an Internet service provider to connected via the Internet).

附图中的流程图和框图,图示了按照本公开各种实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段、或代码的一部分,该模块、程序段、或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。也应当注意,在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个接连地表示的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图和/或流程图中的每个方框、以及框图和/或流程图中的方框的组合,可以用执行规定的功能或操作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。The flowchart and block diagrams in the Figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present disclosure. In this regard, each block in a flowchart or block diagram may represent a module, program segment, or portion of code that contains one or more logical functions for implementing specified executable instructions. It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or they may sometimes be executed in the reverse order, depending upon the functionality involved. It should also be noted that each block of the block diagrams and/or flowchart illustrations, and combinations of blocks in the block diagrams and/or flowchart illustrations, can be implemented by a dedicated hardware-based system that performs the specified functions or operations , or may be implemented by a combination of dedicated hardware and computer instructions.

描述于本公开的一些实施例中的单元可以通过软件的方式实现,也可以通过硬件的方式来实现。所描述的单元也可以设置在处理器中,例如,可以描述为:一种处理器包括获取单元、第一校验单元、第二校验单元、第一生成单元、第二生成单元、输入单元、第三生成单元和第四生成单元。其中,这些单元的名称在某种情况下并不构成对该单元本身的限定,例如,获取单元还可以被描述为“获取历史电力信息集、第一分配发电信息集和第二分配发电信息集的单元”。The units described in some embodiments of the present disclosure may be realized by software or by hardware. The described unit can also be set in the processor, for example, it can be described as: a processor includes an acquisition unit, a first verification unit, a second verification unit, a first generation unit, a second generation unit, an input unit , the third generation unit and the fourth generation unit. Wherein, the names of these units do not constitute a limitation to the unit itself under certain circumstances. For example, the acquisition unit can also be described as "acquiring the historical power information set, the first allocated power generation information set, and the second allocated power generation information set." unit".

本文中以上描述的功能可以至少部分地由一个或多个硬件逻辑部件来执行。例如,非限制性地,可以使用的示范类型的硬件逻辑部件包括:现场可编程门阵列(FPGA)、专用集成电路(ASIC)、专用标准产品(ASSP)、片上系统(SOC)、复杂可编程逻辑设备(CPLD)等等。The functions described herein above may be performed at least in part by one or more hardware logic components. For example, without limitation, exemplary types of hardware logic components that may be used include: Field Programmable Gate Arrays (FPGAs), Application Specific Integrated Circuits (ASICs), Application Specific Standard Products (ASSPs), System on Chips (SOCs), Complex Programmable Logical device (CPLD) and so on.

本公开的一些实施例还提供一种计算机程序产品,包括计算机程序,计算机程序在被处理器执行时实现上述的任一种发电分配信息生成方法。Some embodiments of the present disclosure further provide a computer program product, including a computer program, and when the computer program is executed by a processor, any one of the methods for generating distribution information above is implemented.

以上描述仅为本公开的一些较佳实施例以及对所运用技术原理的说明。本领域技术人员应当理解,本公开的实施例中所涉及的发明范围,并不限于上述技术特征的特定组合而成的技术方案,同时也应涵盖在不脱离上述发明构思的情况下,由上述技术特征或其等同特征进行任意组合而形成的其它技术方案。例如上述特征与本公开的实施例中公开的(但不限于)具有类似功能的技术特征进行互相替换而形成的技术方案。The above descriptions are only some preferred embodiments of the present disclosure and illustrations of the applied technical principles. Those skilled in the art should understand that the scope of the invention involved in the embodiments of the present disclosure is not limited to the technical solution formed by the specific combination of the above-mentioned technical features, but also covers the above-mentioned invention without departing from the above-mentioned inventive concept. Other technical solutions formed by any combination of technical features or equivalent features. For example, a technical solution formed by replacing the above-mentioned features with technical features having similar functions disclosed in (but not limited to) the embodiments of the present disclosure.

Claims (8)

1. A power generation distribution information generation method comprising:
acquiring a historical power information set, a first distribution power generation information set and a second distribution power generation information set;
checking the first distributed power generation information set to obtain first rechecking information;
in response to the fact that the first rechecking information meets a first preset rechecking condition, carrying out verification processing on the second distribution power distribution information set to obtain second rechecking information;
in response to determining that the second review information meets a second preset review condition, generating a target historical power generation time series and a target historical power consumption time series based on the historical power information set, wherein each target historical power generation in the target historical power generation time series is the total power generation of each province in the corresponding month, and each target historical power consumption in the target historical power consumption time series is the total power consumption of each province in the corresponding month;
generating a first target distribution power generation amount based on the target historical power generation amount time series and a preset first power generation amount generation model;
respectively inputting the target historical generated energy time series and the target historical power consumption time series into a preset second generated energy generation model to obtain a target distributed generated energy time series and a target distributed power consumption time series;
generating second target distribution power generation amount and supply and demand matching information based on the target distribution power generation amount time series and the target distribution power consumption amount time series;
generating power generation distribution information based on the first distribution power generation information set, the second distribution power generation information set, the first target distribution power generation amount, and the second target distribution power generation amount in response to determining that the supply and demand matching information satisfies a preset supply and demand matching condition.
2. The method of claim 1, wherein prior to the obtaining the historical power information set, the first distributed power information set, and the second distributed power information set, the method further comprises:
and generating a node information set for deploying each server based on a preset attribution information set, wherein each node information in the node information set comprises historical power information, first distribution power generation information and second distribution power generation information, and the historical power information comprises an attribution monthly power generation amount time sequence and an attribution monthly power consumption time sequence.
3. The method of claim 2, wherein generating a target historical power generation and power usage time series based on the historical power information set comprises:
for each target time in a preset target time group, executing the following steps:
selecting the attribution month electric energy generation corresponding to the target time from the attribution month electric energy generation time sequence included in each historical electric energy information in the historical electric energy information set to obtain an attribution month electric energy generation group;
determining the sum of the earth monthly power generation quantities in the earth monthly power generation quantity group as a target historical power generation quantity;
selecting the attribution monthly electricity consumption corresponding to the target time from the attribution monthly electricity consumption time sequence included in each piece of historical electricity information in the historical electricity information set to obtain an attribution monthly electricity consumption group;
determining the sum of the earth monthly electricity consumption in the earth monthly electricity consumption group as a target historical electricity consumption;
sequencing each obtained historical power generation amount of the targets to obtain a time sequence of the historical power generation amount of the targets;
and sequencing each obtained target historical electricity consumption to obtain a target historical electricity consumption time sequence.
4. The method of any of claims 2-3, wherein each of the first distributed power generation information sets includes a first attribute distributed power generation amount, and each of the second distributed power generation information sets includes a second attribute distributed power generation amount; and
the generating power generation distribution information based on the first distributed power generation information set, the second distributed power generation information set, the first target distributed power generation amount, and the second target distributed power generation amount includes:
determining a sum of first attribute distribution power generation amounts included in each of the first distribution power generation information sets as a third target distribution power generation amount;
determining the first target distributed power generation amount as a first distributed reference value in response to a determination that the first target distributed power generation amount satisfies a first preset power generation amount condition;
determining the third target distributed power generation amount as a first distributed reference value in response to a determination that the first target distributed power generation amount satisfies a second preset power generation amount condition;
determining a sum of second attribute distributed power generation amounts included in each second distributed power generation information set as a fourth target distributed power generation amount;
determining the second target distributed power generation amount as a second distribution reference value in response to a determination that the second target distributed power generation amount satisfies a third preset power generation amount condition;
determining the fourth target distributed power generation amount as a second distribution reference value in response to a determination that the second target distributed power generation amount satisfies a fourth preset power generation amount condition;
generating power generation distribution information based on the first distribution reference value and the second distribution reference value.
5. The method of claim 4, wherein the generating power generation allocation information based on the first allocation reference value and the second allocation reference value comprises:
determining a difference between the first distribution reference value and the second distribution reference value as a distribution error value;
in response to determining that the distribution error value satisfies a first preset error condition, determining a preset region, a preset year, and the first distribution reference value as power generation distribution information.
6. A power generation distribution information generation device comprising:
an acquisition unit configured to acquire a historical power information set, a first distributed power information set, and a second distributed power information set;
the first checking unit is configured to check the first distributed power generation information set to obtain first rechecking information;
a second checking unit configured to perform checking processing on the second distribution power generation information set in response to determining that the first rechecking information meets a first preset rechecking condition, so as to obtain second rechecking information;
a first generation unit configured to generate a target historical power generation amount time series and a target historical power consumption amount time series based on the historical power information set in response to determining that the second review information satisfies a second preset review condition, wherein each target historical power generation amount in the target historical power generation amount time series is the total power generation amount of each province in a corresponding month, and each target historical power consumption amount in the target historical power consumption amount time series is the total power consumption amount of each province in a corresponding month;
a second generation unit configured to generate a first target distribution power generation amount based on the target historical power generation amount time series and a preset first power generation amount generation model;
the input unit is configured to input the target historical power generation amount time series and the target historical power consumption amount time series into a preset second power generation amount generation model respectively to obtain a target distribution power generation amount time series and a target distribution power consumption amount time series;
a third generation unit configured to generate second target distribution power generation amount and supply and demand matching information based on the target distribution power generation amount time series and the target distribution power consumption amount time series;
a fourth generation unit configured to generate power generation distribution information based on the first distributed power generation information set, the second distributed power generation information set, the first target distributed power generation amount, and the second target distributed power generation amount in response to a determination that the supply and demand matching information satisfies a preset supply and demand matching condition.
7. An electronic device, comprising:
one or more processors;
a storage device having one or more programs stored thereon,
when executed by the one or more processors, cause the one or more processors to implement the method of any one of claims 1-5.
8. A computer-readable medium, on which a computer program is stored, wherein the program, when executed by a processor, implements the method of any one of claims 1-5.
CN202211050365.6A 2022-08-31 2022-08-31 Generation distribution information generation method, apparatus, apparatus, medium and program product Active CN115115292B (en)

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