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A heating load forecasting method and device

A load forecasting and load value technology, applied in forecasting, data processing applications, instruments, etc., can solve problems such as inability to accurately predict heating load, and achieve the effect of solving large forecast deviations, ensuring accuracy, and improving processing speed

Active Publication Date: 2022-06-28
XINAO SHUNENG TECH CO LTD
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  • Abstract
  • Description
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Problems solved by technology

[0003] In view of this, the embodiment of the present invention provides a heating load forecasting method, device, terminal equipment and computer-readable storage medium to solve the technical problem that the heating load cannot be accurately predicted in the prior art

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  • A heating load forecasting method and device
  • A heating load forecasting method and device
  • A heating load forecasting method and device

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Embodiment Construction

[0032] In the following description, for the purpose of illustration rather than limitation, specific details such as specific system structures and technologies are set forth in order to provide a thorough understanding of the embodiments of the present invention. However, it will be apparent to those skilled in the art that the present invention may be practiced in other embodiments without these specific details. In other instances, detailed descriptions of well-known systems, devices, circuits, and methods are omitted so as not to obscure the description of the present invention with unnecessary detail. Based on the described embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art fall within the protection scope of the present invention. Unless otherwise specified, the technical means used in the examples are conventional means well known to those skilled in the art.

[0033] It is to be understood that, when used in thi...

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Abstract

The present invention is applicable to the field of energy technology, and provides a heating load forecasting method and device. The method includes: obtaining similar time data at the time to be predicted according to time-series heating load data; and obtaining similar time data according to the similar time data. The similar time features corresponding to the similar time data; using the long-short-term memory network to process the similar time data to obtain the timing characteristics of the similar time data; using a multi-layer feedforward network to analyze the similar time features and the The time series feature is processed to obtain the predicted heating load at the time to be predicted. The present invention can effectively make up for the shortcomings of inaccurate load forecasting, solve the problem of large forecasting deviations, and at the same time, the accurate forecasting results are conducive to the scheduling optimization of follow-up work; Improve the overall processing speed and save processing resources.

Description

technical field [0001] The invention belongs to the technical field of energy, and in particular relates to a heating load prediction method and device. Background technique [0002] Heating load is a measure of the ability of a heating company to provide heat to users, and an important indicator to measure the ability of a heating company to provide heat. At present, steam supply users are divided into industrial, commercial, residential, office, etc., different users have different steam loads, load levels, and load characteristics. The accuracy of load forecasting is related to optimal scheduling and operation strategies. There are many methods of load forecasting in reality, such as exponential smoothing, differential integrated moving average autoregressive model (Autoregressive Integrated Moving Average model), etc., but there are problems such as single load forecasting method, poor accuracy, and large forecast deviation. In view of the above problem, a new method to...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06Q10/04G06Q50/06
CPCG06Q10/04G06Q50/06
Inventor 刘胜伟
Owner XINAO SHUNENG TECH CO LTD
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