A Secondary Side Regulation Method of Central Heating Based on Artificial Intelligence and Optimization Algorithm
An optimization algorithm and centralized heating technology, applied in heating methods, heating systems, household heating, etc., can solve problems such as long-term fluctuations, long control cycles, and instability
Active Publication Date: 2022-05-13
RUINA INTELLIGENT EQUIP CO LTD
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Problems solved by technology
[0004] The disadvantage of the existing technology is that the use of the step-by-step approach decision-making model based on logical judgment has two limitations. The control cycle is long, resulting in long-term fluctuations and instability; the lack of coordination from a global perspective results in discrepancies between the control units. conflict
The climate model based on theoretical derivation does not consider the influence of environmental factors, lacks flexibility in regulation, and relies too much on expert parameter evaluation, which is not conducive to the rapid deployment and practicality of the model
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[0040] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.
[0041] Please refer to figure 1 , in an embodiment of the present invention, a central heating secondary side control method based on artificial intelligence and optimization algorithm, the specific steps include:
[0042] S1. Collect historical data and perform data preprocessing. The specific steps include:
[0043] In the scenario of a heat exchange station with automatic control units and unit valve meters, various sensor devices and detection instruments...
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The invention discloses a centralized heating secondary side control method based on artificial intelligence and an optimization algorithm. The specific steps include collecting historical data and performing data preprocessing; according to the preprocessed historical data, establishing a deep regression model for training; obtaining real-time The data is input into the model together with the decision variables, and the optimization algorithm is used to solve the decision. The present invention uses deep regression and optimization algorithm as the technical framework to predict the heat load of the heat exchange station and each unit, and uses the secondary side water supply temperature, circulating pump frequency and each unit valve opening as decision variables to optimize and solve the optimal control strategy . The present invention considers various environmental factors without requiring parameter evaluation by industry experts. It can output the optimal control strategy composed of all decision variables at the same time, taking into account the accuracy, stability and energy-saving potential.
Description
technical field [0001] The invention relates to the technical field of central heating secondary side control, in particular to a central heating secondary side control method based on artificial intelligence and an optimization algorithm. Background technique [0002] Central heating is one of the infrastructures of modern cities and an important facility of urban public utilities. Vigorously developing central heating can not only provide cities with stable and reliable high-grade heat sources and improve people's lives, but also save energy, reduce urban pollution, beautify the city, and effectively utilize the effective space of the city. [0003] With the continuous advancement of industrial automation in recent years, my country's heating and heating industry has gradually transitioned from the manual control mode based on traditional experience to the self-control mode based on a complete set of automated facilities and equipment. With the promotion of standardized h...
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IPC IPC(8): F24D19/10
CPCF24D19/1009F24D19/1048
Inventor 姜帅钱律求
Owner RUINA INTELLIGENT EQUIP CO LTD