CN116697497A - Method, device, equipment and storage medium for controlling ventilation air conditioning system - Google Patents

Method, device, equipment and storage medium for controlling ventilation air conditioning system Download PDF

Info

Publication number
CN116697497A
CN116697497A CN202310952957.5A CN202310952957A CN116697497A CN 116697497 A CN116697497 A CN 116697497A CN 202310952957 A CN202310952957 A CN 202310952957A CN 116697497 A CN116697497 A CN 116697497A
Authority
CN
China
Prior art keywords
environment
parameters
parameter
equipment
conditioning system
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN202310952957.5A
Other languages
Chinese (zh)
Other versions
CN116697497B (en
Inventor
秦绪忠
江泳
于丹琦
翟水丽
吴军
宋亚岚
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
TONGFANG ENERGY-SAVING ENGINEERING TECHNOLOGY CO LTD
Tongfang Smart Energy Co ltd
Original Assignee
TONGFANG ENERGY-SAVING ENGINEERING TECHNOLOGY CO LTD
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by TONGFANG ENERGY-SAVING ENGINEERING TECHNOLOGY CO LTD filed Critical TONGFANG ENERGY-SAVING ENGINEERING TECHNOLOGY CO LTD
Priority to CN202310952957.5A priority Critical patent/CN116697497B/en
Publication of CN116697497A publication Critical patent/CN116697497A/en
Application granted granted Critical
Publication of CN116697497B publication Critical patent/CN116697497B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F7/00Ventilation
    • F24F7/007Ventilation with forced flow
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/30Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/62Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • F24F11/63Electronic processing
    • F24F11/64Electronic processing using pre-stored data
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/62Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • F24F11/63Electronic processing
    • F24F11/65Electronic processing for selecting an operating mode
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/70Control systems characterised by their outputs; Constructional details thereof
    • F24F11/72Control systems characterised by their outputs; Constructional details thereof for controlling the supply of treated air, e.g. its pressure
    • F24F11/74Control systems characterised by their outputs; Constructional details thereof for controlling the supply of treated air, e.g. its pressure for controlling air flow rate or air velocity
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/88Electrical aspects, e.g. circuits
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02BCLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
    • Y02B30/00Energy efficient heating, ventilation or air conditioning [HVAC]
    • Y02B30/70Efficient control or regulation technologies, e.g. for control of refrigerant flow, motor or heating

Landscapes

  • Engineering & Computer Science (AREA)
  • Chemical & Material Sciences (AREA)
  • Combustion & Propulsion (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • Fluid Mechanics (AREA)
  • Air Conditioning Control Device (AREA)

Abstract

The invention discloses a ventilation air conditioning system control method, a device, equipment and a storage medium, which comprise the following steps: determining a system adjustment mode of the ventilation air conditioning system; if the system regulation mode is an environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to the ventilation air-conditioning system, and determining equipment to be regulated in the ventilation air-conditioning system according to the effective environment parameters; determining target environment change information of a system operation environment according to historical environment parameters and effective environment parameters of the ventilation air conditioning system; and determining target adjusting parameters of the equipment to be adjusted according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air-conditioning system through the ventilation system adjusting model, and adjusting the parameters of the equipment to be adjusted based on the target adjusting parameters. The intelligent level of the ventilation air-conditioning system can be improved, the accurate adjustment of the ventilation air-conditioning system is realized, and the system running condition of the ventilation air-conditioning system accords with the system running environment.

Description

Method, device, equipment and storage medium for controlling ventilation air conditioning system
Technical Field
The embodiment of the invention relates to the field of ventilation air conditioning system control, in particular to a ventilation air conditioning system control method, a device, equipment and a storage medium.
Background
At present, subways become one of important transportation means for people to travel, the daily operation energy consumption of the subway is large, particularly the power illumination electricity consumption is generally about 58% of the total electricity consumption of a station, and the electricity consumption of a ventilation air-conditioning system is a large part of the power illumination electricity consumption, so that the energy-saving regulation and control of the ventilation air-conditioning system are also gradually valued. The traditional subway station ventilation air conditioning system is regulated by adopting mode control and analog quantity regulation, namely, a mode number is manually issued, a mode number is automatically issued by a time table, and analog quantity parameters of equipment are configured in advance. Traditional subway station system control is realized based on a PLC (Programmable Logic Controller ), and in the process of adjusting the equipment operation parameters of the ventilation air-conditioning system, target adjustment parameters of the equipment are determined based on real-time acquisition data, so that the ventilation air-conditioning system is lagged in state feedback to the environment, and large errors can exist in parameter adjustment of the equipment in the ventilation air-conditioning system. Therefore, how to improve the intelligent level of the ventilation air-conditioning system, realize the accurate adjustment of the ventilation air-conditioning system, make the system running condition of the ventilation air-conditioning system accord with the system running environment, improve the user comfort level, is the problem that needs to be solved.
Disclosure of Invention
The invention provides a control method, a device, equipment and a storage medium of a ventilation air-conditioning system, which can improve the intelligent level of the ventilation air-conditioning system, realize the accurate adjustment of the ventilation air-conditioning system and lead the system running condition of the ventilation air-conditioning system to accord with the system running environment.
According to an aspect of the present invention, there is provided a ventilation air conditioning system control method including:
determining a system adjustment mode of the ventilation air conditioning system;
if the system regulation mode is an environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to a ventilation air-conditioning system, and determining equipment to be regulated in the ventilation air-conditioning system according to the effective environment parameters;
determining target environment change information of the system operation environment according to the historical environment parameters and the effective environment parameters of the ventilation air conditioning system; the target environment change information comprises a target environment change type, a target environment continuous change time and a target parameter change amount which correspond to the effective environment parameters;
and determining target adjusting parameters of the equipment to be adjusted according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air-conditioning system through a ventilation system adjusting model, and adjusting the parameters of the equipment to be adjusted based on the target adjusting parameters.
According to another aspect of the present invention, there is provided a ventilation air conditioning system control apparatus, the apparatus comprising:
a system adjustment mode determining module for determining a system adjustment mode of the ventilation air conditioning system;
the equipment to be regulated and controlled determining module is used for acquiring effective environment parameters of a system operation environment corresponding to the ventilation air conditioning system if the system regulation mode is an environment regulation mode, and determining equipment to be regulated and controlled in the ventilation air conditioning system according to the effective environment parameters;
the parameter variation determining module is used for determining target environment variation information of the system operation environment according to the historical environment parameters and the effective environment parameters of the ventilation air-conditioning system; the target environment change information comprises a target environment change type, a target environment continuous change time and a target parameter change amount which correspond to the effective environment parameters;
and the parameter adjusting module is used for determining the target adjusting parameters of the equipment to be adjusted and controlled according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air conditioning system through the ventilation system adjusting model, and carrying out parameter adjustment on the equipment to be adjusted and controlled based on the target adjusting parameters.
According to another aspect of the present invention, there is provided an electronic apparatus including:
at least one processor; and
a memory communicatively coupled to the at least one processor; wherein,,
the memory stores a computer program executable by the at least one processor to enable the at least one processor to perform the ventilation and air-conditioning system control method according to any one of the embodiments of the present invention.
According to another aspect of the present invention, there is provided a computer readable storage medium storing computer instructions for causing a processor to execute a ventilation air conditioning system control method according to any one of the embodiments of the present invention.
According to the technical scheme, a system regulation mode of the ventilation air-conditioning system is determined; if the system regulation mode is an environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to the ventilation air-conditioning system, and determining equipment to be regulated in the ventilation air-conditioning system according to the effective environment parameters; determining target environment change information of a system operation environment according to historical environment parameters and effective environment parameters of the ventilation air conditioning system; and determining target adjusting parameters of the equipment to be adjusted according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air-conditioning system through the ventilation system adjusting model, and adjusting the parameters of the equipment to be adjusted based on the target adjusting parameters. According to the scheme, when the system operation environment is regulated through the ventilation air conditioning system, mode control and analog quantity regulation and control are adopted for the ventilation air conditioning system, the ventilation air conditioning system cannot realize autonomous regulation aiming at actual environment conditions, the types of system equipment are multiple, the equipment operation parameters adjustable by different types of equipment are different, the system component equipment in different types of ventilation air conditioning systems can be different, the problem that modification of analog quantity parameters is complicated is solved, and meanwhile, the problem that a larger error exists when the ventilation air conditioning system feeds back lag to the state of the environment and parameter regulation is carried out on equipment in the ventilation air conditioning system is solved. When the system regulation mode of the ventilation air-conditioning system is the environment regulation mode, the equipment to be regulated in the ventilation air-conditioning system is determined according to the effective environment parameters of the system operation environment, so that the determination efficiency of the equipment to be regulated can be improved. Through ventilation system regulation model, treat the regulation and control equipment and carry out parameter adjustment according to target environment change information, effective environmental parameter and ventilation air conditioning system's system operation information, can improve ventilation air conditioning system's intelligent level, make ventilation air conditioning system when carrying out parameter adjustment, fully consider the environmental variation trend of system operation environment, save the cost of labor who adjusts ventilation air conditioning system, when guaranteeing system adjustment efficiency, improved ventilation air conditioning system's parameter adjustment accuracy, and parameter adjustment result's reliability.
It should be understood that the description in this section is not intended to identify key or critical features of the embodiments of the invention or to delineate the scope of the invention. Other features of the present invention will become apparent from the description that follows.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings required for the description of the embodiments will be briefly described below, and it is apparent that the drawings in the following description are only some embodiments of the present invention, and other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.
Fig. 1 is a flowchart of a control method of a ventilation air conditioning system according to a first embodiment of the present invention;
fig. 2 is a flowchart of a control method of a ventilation air conditioning system according to a second embodiment of the present invention;
fig. 3 is a schematic structural diagram of a control device for a ventilation air conditioning system according to a third embodiment of the present invention;
fig. 4 is a schematic structural diagram of an electronic device according to a fourth embodiment of the present invention.
Detailed Description
In order that those skilled in the art will better understand the present invention, a technical solution in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in which it is apparent that the described embodiments are only some embodiments of the present invention, not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the present invention without making any inventive effort, shall fall within the scope of the present invention.
It should be noted that the terms "candidate" and "target" and the like in the description of the present invention and the claims and the above-described drawings are used for distinguishing between similar objects and not necessarily for describing a particular sequential or chronological order. It is to be understood that the data so used may be interchanged where appropriate such that the embodiments of the invention described herein may be implemented in sequences other than those illustrated or otherwise described herein. Furthermore, the terms "comprises," "comprising," and "includes," and any variations thereof, are intended to cover a non-exclusive inclusion, such that a process, method, system, article, or apparatus that comprises a list of steps or elements is not necessarily limited to those steps or elements expressly listed but may include other steps or elements not expressly listed or inherent to such process, method, article, or apparatus.
Example 1
Fig. 1 is a flowchart of a method for controlling a ventilation air conditioning system according to a first embodiment of the present invention, where the embodiment is applicable to a case of adjusting system operation parameters of the ventilation air conditioning system to control a system operation state of the ventilation air conditioning system, and is particularly applicable to a case of determining a device to be regulated of the ventilation air conditioning system according to an effective environment parameter of a system operation environment corresponding to the ventilation air conditioning system, and performing parameter adjustment on the device to be regulated according to the effective environment parameter. The method may be performed by a ventilation air conditioning system control device, which may be implemented in hardware and/or software, which may be configured in an electronic device. As shown in fig. 1, the method includes:
S110, determining a system regulation mode of the ventilation air conditioning system.
The system adjusting modes of the ventilation air conditioning system comprise an environment adjusting mode and a timing adjusting mode. In the environment adjustment mode, the ventilation air conditioning system can adjust the equipment operation parameters of the system component equipment in the ventilation air conditioning system according to the environment parameters of the system operation environment in which the ventilation air conditioning system is located, so that the equipment operation parameters meet the environment requirements of the system operation environment. The timing adjustment mode refers to that the ventilation air-conditioning system can perform parameter adjustment on system component equipment in the ventilation air-conditioning system according to preset parameter adjustment time and equipment operation parameters corresponding to the parameter adjustment time. The system component device may include: ventilation equipment, temperature regulation equipment and water valve equipment.
Specifically, the ventilation air-conditioning system can continuously run throughout the year and the period, a sensor is arranged in the ventilation air-conditioning system, and parameter adjustment can be performed on system constituent equipment in the ventilation air-conditioning system through an environment adjustment mode or a timing adjustment mode. The system adjustment mode of the ventilation air-conditioning system may be determined based on system operating state parameters of the ventilation air-conditioning system.
For example, if the system adjustment mode is the timing adjustment mode, the environment adjustment mode is masked, and after the timing adjustment mode is completed, the environment adjustment mode is restored.
S120, if the system regulation mode is an environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to the ventilation air conditioning system, and determining equipment to be regulated in the ventilation air conditioning system according to the effective environment parameters.
The effective environment parameters refer to effective data in environment parameters of a system operation environment acquired through sensors in the ventilation and air conditioning system. The equipment to be regulated refers to system component equipment which can influence effective environmental parameters. For example, if the effective environmental parameters include gas parameters and temperature parameters, the devices to be regulated include ventilation devices and temperature regulation devices.
By way of example, the device to be conditioned in a ventilation and air conditioning system can be determined by the following substeps:
s1201, acquiring a current environment parameter of a system operation environment corresponding to the ventilation air conditioning system in a current sampling period, carrying out validity analysis on the current environment parameter, and determining the valid environment parameter from the current environment parameter.
Illustratively, the method for performing validity analysis on the current environment parameter and determining the valid environment parameter from the current environment parameter may be: and determining the expected parameter value interval of the equipment sensor corresponding to the candidate regulation equipment according to the physical measuring range of the sensor of the equipment sensor corresponding to the candidate regulation equipment in the ventilation air conditioning system. And carrying out validity analysis on the current environment parameters according to the expected parameter value interval of the equipment sensor, and determining the valid environment parameters from the current environment parameters.
The candidate regulation and control equipment is system component equipment of the ventilation air conditioning system. The expected parameter value interval is the value interval corresponding to the physical range of the sensor.
Specifically, according to the physical measuring range of a sensor of an equipment sensor corresponding to the candidate regulation equipment in the ventilation and air conditioning system, determining a value interval of an expected parameter corresponding to the candidate regulation equipment. And carrying out validity analysis on the current environment parameters according to the expected parameter value interval, and determining that the current environment parameters with the values within the expected parameter value interval are valid environment parameters.
Illustratively, the method for performing validity analysis on the current environment parameter and determining the valid environment parameter from the current environment parameter may further be: according to the historical environment parameters of the historical operation environment corresponding to the ventilation air conditioning system and the current environment parameters, determining the parameter change trend corresponding to the current environment parameters and the parameter change rate corresponding to the current environment parameters; and according to the parameter change trend and the parameter change rate, carrying out validity analysis on the current environment parameter, and determining the valid environment parameter from the current environment parameter.
Wherein, the parameter variation trend can be characterized by a parameter variation curve chart. The parameter change rate corresponding to the current environmental parameter refers to the parameter change rate of the previous environmental parameter acquired in the sampling period corresponding to the previous parameter.
Specifically, a parameter change curve chart for representing parameter change trend is determined according to the historical environment parameters of the historical operation environment corresponding to the ventilation air conditioning system and the current environment parameters. And determining the parameter change rate corresponding to the current environmental parameter according to the current environmental parameter and the last environmental parameter acquired in the last parameter sampling period. And determining whether the system operation environment corresponding to the ventilation air-conditioning system changes or not according to the parameter change trend, and whether the change trend accords with the environment change rule or not. If the parameter change rate corresponding to the current environmental parameter accords with the parameter change condition, the system operation environment corresponding to the ventilation air conditioning system has a change condition, and the change trend of the system operation environment accords with the environment change rule, the current environmental parameter is determined to be an effective environmental parameter. Wherein the parameter change condition may be that the parameter change rate is greater than the first change rate threshold and less than the second change rate threshold. The first rate of change threshold is unequal to the second rate of change threshold, and the second rate of change threshold is greater than the first rate of change threshold.
It can be understood that if the value of the current environmental parameter is greatly changed or the parameter change trend corresponding to the current environmental parameter is unchanged for a long time, the current environmental parameter is unreliable. Therefore, according to the parameter change trend corresponding to the current environment parameter and the parameter change rate corresponding to the current environment parameter, the validity analysis is carried out on the current environment parameter, the influence of the actual environment change phenomenon on the environment parameter is fully considered, and the reliability of the effective environment parameter is improved.
S1202, classifying parameters of the effective environment parameters, determining parameter types corresponding to the effective environment parameters, and determining equipment to be regulated in the ventilation air-conditioning system according to the parameter types.
Wherein, the parameter categories include: gas parameters, liquid parameters, temperature parameters, etc. Different parameter classes correspond to different system component devices.
Specifically, the effective environmental parameters are classified, and the parameter types corresponding to the effective environmental parameters are determined. And determining the system component equipment corresponding to the effective parameters of the different types of parameters as equipment to be regulated in the ventilation air conditioning system.
It can be understood that the validity analysis is performed on the current environmental parameters to determine the valid environmental parameters from the current environmental parameters, and the device to be regulated is determined according to the numerical standard parameter classification results of the valid parameters of different types of parameter types, so that the determination efficiency of the device to be regulated can be improved, and meanwhile, the erroneous selection of the device to be regulated is avoided.
S130, determining target environment change information of the system operation environment according to the historical environment parameters and the effective environment parameters of the ventilation air conditioning system.
The target environment change information comprises a target environment change type, a target environment duration change time and a target parameter change amount corresponding to the effective environment parameter.
For example, the target environment change information may include: the system operation environment has environment temperature rise change, the continuous temperature rise duration of the system operation environment, and the temperature change quantity of the system operation environment is obtained every two adjacent temperature sampling times. The target environment change information may further include: the humidity of the system operating environment is reduced and changed, the continuous humidity of the system operating environment is reduced for a period of time, and the humidity change amount of the system operating environment is obtained every two adjacent humidity sampling times.
Specifically, according to the historical environmental parameters and the effective environmental parameters of the ventilation air-conditioning system, the temperature change condition, the carbon dioxide concentration change condition and the humidity change condition of the system operation environment are determined, and the target environmental change information of the system operation environment is determined according to the temperature change condition, the carbon dioxide concentration change condition and the humidity change condition of the system operation environment.
S140, determining target adjusting parameters of the equipment to be adjusted according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air conditioning system through the ventilation system adjusting model, and adjusting the parameters of the equipment to be adjusted based on the target adjusting parameters.
The ventilation system adjusting model can determine target adjusting parameters of equipment to be adjusted in the ventilation air conditioning system according to target environment change information of a system operating environment, effective environment parameters and system operating information of the ventilation air conditioning system. The system operation information includes equipment operation parameters of each system component equipment in the ventilation air-conditioning system.
By way of example, the neural network model may be trained according to historical environmental parameters of a historical operating environment corresponding to the ventilation air conditioning system, historical environmental change information corresponding to the historical environmental parameters, and target environmental parameters of the historical operating environment, to determine a ventilation system adjustment model; the historical environment change information comprises a historical environment change type, a historical environment duration change time and a historical parameter change amount corresponding to the historical environment parameters.
Specifically, a standardized interface may be set in advance for the ventilation air-conditioning system, so as to receive, through the standardized interface, equipment operation parameters of system constituent devices of each subsystem, and determine system operation information of the ventilation air-conditioning system according to the equipment operation parameters. And determining target adjusting parameters of the equipment to be adjusted according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air-conditioning system through the ventilation system adjusting model, and adjusting the equipment operation parameters of the equipment to be adjusted based on the target adjusting parameters so that the equipment to be adjusted operates based on the target adjusting parameters.
According to the technical scheme provided by the embodiment, a system regulation mode of a ventilation air-conditioning system is determined; if the system regulation mode is an environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to the ventilation air-conditioning system, and determining equipment to be regulated in the ventilation air-conditioning system according to the effective environment parameters; determining target environment change information of a system operation environment according to historical environment parameters and effective environment parameters of the ventilation air conditioning system; and determining target adjusting parameters of the equipment to be adjusted according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air-conditioning system through the ventilation system adjusting model, and adjusting the parameters of the equipment to be adjusted based on the target adjusting parameters. According to the scheme, when the system operation environment is regulated through the ventilation air conditioning system, mode control and analog quantity regulation and control are adopted for the ventilation air conditioning system, the ventilation air conditioning system cannot realize autonomous regulation aiming at actual environment conditions, the types of system equipment are multiple, the equipment operation parameters adjustable by different types of equipment are different, the system component equipment in different types of ventilation air conditioning systems can be different, the problem that modification of analog quantity parameters is complicated is solved, and meanwhile, the problem that a larger error exists when the ventilation air conditioning system feeds back lag to the state of the environment and parameter regulation is carried out on equipment in the ventilation air conditioning system is solved. When the system regulation mode of the ventilation air-conditioning system is the environment regulation mode, the equipment to be regulated in the ventilation air-conditioning system is determined according to the effective environment parameters of the system operation environment, so that the determination efficiency of the equipment to be regulated can be improved. Through ventilation system regulation model, treat the regulation and control equipment and carry out parameter adjustment according to target environment change information, effective environmental parameter and ventilation air conditioning system's system operation information, can improve ventilation air conditioning system's intelligent level, make ventilation air conditioning system when carrying out parameter adjustment, fully consider the environmental variation trend of system operation environment, save the cost of labor who adjusts ventilation air conditioning system, when guaranteeing system adjustment efficiency, improved ventilation air conditioning system's parameter adjustment accuracy, and parameter adjustment result's reliability.
Example two
Fig. 2 is a flowchart of a ventilation air conditioning system control method provided by a second embodiment of the present invention, where the ventilation air conditioning system control method is optimized based on the foregoing embodiment, and a preferred implementation manner of determining, by a ventilation system adjustment model, a target adjustment parameter of a device to be adjusted according to target environmental change information, an effective environmental parameter, and system operation information of the ventilation air conditioning system is provided. Specifically, as shown in fig. 2, the method includes:
s210, determining a system regulation mode of the ventilation air conditioning system.
S220, if the system regulation mode is the environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to the ventilation air conditioning system, and determining equipment to be regulated in the ventilation air conditioning system according to the effective environment parameters.
S230, determining target environment change information of the system operation environment according to the historical environment parameters and the effective environment parameters of the ventilation air conditioning system.
The target environment change information comprises a target environment change type, a target environment duration change time and a target parameter change amount corresponding to the effective environment parameter.
S240, determining target environment parameters of the system operation environment according to the target environment change information and the effective environment parameters through a ventilation system adjustment model.
The target environmental parameter refers to a desired environmental parameter of a system operation environment of the air conditioning ventilation system.
Specifically, device operation parameters of system component devices of all subsystems are received through a standardized interface, and system operation information of the ventilation air-conditioning system is determined according to the device operation parameters. And determining the target environment parameters of the system operation environment according to the target environment change information and the effective environment parameters through a ventilation system regulation model.
S250, according to system operation information, determining equipment operation parameters of equipment to be regulated and control and parameter duration of the equipment operation parameters, and determining target regulation parameters of the equipment to be regulated and control according to target environment parameters, the equipment operation parameters and the parameter duration through a ventilation system regulation model.
The parameter duration of the equipment operation parameter refers to the duration of the equipment to be regulated and controlled based on the current equipment operation parameter.
For example, if the system operating environment of the air conditioning ventilation system is expected, but fresh air ventilation is not introduced for a certain period of time, and the indoor air quality may be affected, it is necessary to switch the system operating mode of the air conditioning ventilation system to perform ventilation.
For example, the target adjustment parameters of the device to be adjusted may be determined by the following substeps:
S2501, determining expected operation parameters of equipment to be regulated according to the target environment parameters and the effective environment parameters, and determining whether the expected operation parameters are consistent with the operation parameters of the equipment.
Specifically, according to the difference between the target environment parameter and the effective environment parameter and the numerical comparison result between the target environment parameter and the effective environment parameter, the expected operation parameter of the equipment to be regulated and controlled is determined. And carrying out consistency comparison on the expected operation parameters and the equipment operation parameters, and determining whether the expected operation parameters are consistent with the equipment operation parameters.
S2502, if the parameter duration is longer than the duration threshold, determining a target adjustment parameter of the equipment to be adjusted according to the equipment operation parameter and the equipment type of the equipment to be adjusted through the ventilation system adjustment model.
The time length threshold can be set according to actual needs.
Specifically, if the expected operation parameter is consistent with the equipment operation parameter, comparing the parameter duration of the equipment to be regulated with a duration threshold. And if the duration time of the parameter of the equipment to be regulated is larger than the duration threshold value, determining the equipment type of the equipment to be regulated. If the equipment type of the equipment to be regulated is the gas regulation equipment, regulating the expected operation parameters according to the target environment change information, and taking the regulated expected operation parameters as target regulation parameters of the equipment to be regulated. If the duration of the parameter of the equipment to be regulated is determined to be longer than the duration threshold, but the equipment type of the equipment to be regulated is not the gas regulation equipment, the equipment operation parameters of the equipment to be regulated are not required to be regulated.
S2503, if not, determining the expected operation parameter as the target adjustment parameter of the equipment to be adjusted.
Specifically, if the expected operation parameter is inconsistent with the equipment operation parameter, determining that the expected operation parameter is a target adjustment parameter of the equipment to be adjusted.
According to the scheme, whether the equipment operation parameters of the equipment to be regulated and controlled are regulated or not can be determined according to the expected operation parameters and the parameter duration of the equipment to be regulated and controlled, and the target regulation parameters when the equipment operation parameters of the equipment to be regulated and controlled are regulated are determined, so that the parameter regulation results of the equipment to be regulated and controlled are more in accordance with actual requirements, and the flexibility of regulating the parameters of the equipment to be regulated and controlled is improved.
And S260, carrying out parameter adjustment on the equipment to be regulated and controlled based on the target adjustment parameters.
According to the technical scheme of the embodiment, a system regulation mode of a ventilation air-conditioning system is determined; if the system regulation mode is an environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to the ventilation air-conditioning system, and determining equipment to be regulated in the ventilation air-conditioning system according to the effective environment parameters; determining target environment change information of a system operation environment according to historical environment parameters and effective environment parameters of the ventilation air conditioning system; determining target environment parameters of a system operation environment according to the target environment change information and the effective environment parameters through a ventilation system regulation model; according to the system operation information, determining the equipment operation parameters of the equipment to be regulated and the parameter duration of the equipment operation parameters, and determining the target regulation parameters of the equipment to be regulated according to the target environment parameters, the equipment operation parameters and the parameter duration through a ventilation system regulation model; and carrying out parameter adjustment on the equipment to be regulated based on the target adjustment parameters. According to the scheme, the target environment parameters of the system operation environment are determined according to the ventilation system adjustment model, and the acquisition efficiency of the target environment parameters can be improved. When the parameter adjustment is carried out on the equipment operation parameters of the equipment to be regulated in the ventilation air conditioning system based on the target environment parameters, the parameter duration of the equipment operation parameters is also considered, and the reliability of the parameter adjustment result is improved.
Example III
Fig. 3 is a schematic structural diagram of a control device for a ventilation air conditioning system according to a third embodiment of the present invention. The embodiment can be applied to the situation that the system operation parameters of the ventilation air-conditioning system are adjusted to control the system operation state of the ventilation air-conditioning system. As shown in fig. 3, the ventilation air conditioning system control device includes: the system adjustment mode determining module 310, the device to be adjusted determining module 320, the parameter variation determining module 330 and the parameter adjusting module 340.
Wherein, the system adjustment mode determining module 310 is configured to determine a system adjustment mode of the ventilation air conditioning system;
the to-be-regulated equipment determining module 320 is configured to obtain an effective environmental parameter of a system operation environment corresponding to the ventilation air conditioning system if the system regulation mode is an environment regulation mode, and determine to-be-regulated equipment in the ventilation air conditioning system according to the effective environmental parameter;
a parameter variation determining module 330, configured to determine target environmental variation information of the system operating environment according to the historical environmental parameter and the effective environmental parameter of the ventilation air conditioning system; the target environment change information comprises a target environment change type, a target environment continuous change time and a target parameter change amount which correspond to the effective environment parameters;
The parameter adjustment module 340 is configured to determine, according to the target environmental change information, the effective environmental parameter, and the system operation information of the ventilation air conditioning system, a target adjustment parameter of the device to be adjusted, and perform parameter adjustment on the device to be adjusted based on the target adjustment parameter.
According to the technical scheme provided by the embodiment, a system regulation mode of a ventilation air-conditioning system is determined; if the system regulation mode is an environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to the ventilation air-conditioning system, and determining equipment to be regulated in the ventilation air-conditioning system according to the effective environment parameters; determining target environment change information of a system operation environment according to historical environment parameters and effective environment parameters of the ventilation air conditioning system; and determining target adjusting parameters of the equipment to be adjusted according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air-conditioning system through the ventilation system adjusting model, and adjusting the parameters of the equipment to be adjusted based on the target adjusting parameters. According to the scheme, when the system operation environment is regulated through the ventilation air conditioning system, mode control and analog quantity regulation and control are adopted for the ventilation air conditioning system, the ventilation air conditioning system cannot realize autonomous regulation aiming at actual environment conditions, the types of system equipment are multiple, the equipment operation parameters adjustable by different types of equipment are different, the system component equipment in different types of ventilation air conditioning systems can be different, the problem that modification of analog quantity parameters is complicated is solved, and meanwhile, the problem that a larger error exists when the ventilation air conditioning system feeds back lag to the state of the environment and parameter regulation is carried out on equipment in the ventilation air conditioning system is solved. When the system regulation mode of the ventilation air-conditioning system is the environment regulation mode, the equipment to be regulated in the ventilation air-conditioning system is determined according to the effective environment parameters of the system operation environment, so that the determination efficiency of the equipment to be regulated can be improved. Through ventilation system regulation model, treat the regulation and control equipment and carry out parameter adjustment according to target environment change information, effective environmental parameter and ventilation air conditioning system's system operation information, can improve ventilation air conditioning system's intelligent level, make ventilation air conditioning system when carrying out parameter adjustment, fully consider the environmental variation trend of system operation environment, save the cost of labor who adjusts ventilation air conditioning system, when guaranteeing system adjustment efficiency, improved ventilation air conditioning system's parameter adjustment accuracy, and parameter adjustment result's reliability.
Exemplary, parameter adjustment module 340 includes:
the target environment parameter determining unit is used for determining target environment parameters of the system operation environment according to the target environment change information and the effective environment parameters through the ventilation system regulation model;
the target regulation parameter determining unit is used for determining the equipment operation parameters of the equipment to be regulated and the parameter duration of the equipment operation parameters according to the system operation information, and determining the target regulation parameters of the equipment to be regulated according to the target environment parameters, the equipment operation parameters and the parameter duration through the ventilation system regulation model.
The target adjustment parameter determination unit is specifically configured to:
determining expected operation parameters of equipment to be regulated and controlled according to the target environment parameters and the effective environment parameters, and determining whether the expected operation parameters are consistent with the operation parameters of the equipment;
if the parameter duration is greater than the duration threshold, determining a target regulation parameter of the equipment to be regulated and controlled according to the equipment operation parameter and the equipment type of the equipment to be regulated and controlled by a ventilation system regulation model;
if not, determining the expected operation parameter as the target adjustment parameter of the equipment to be adjusted.
Exemplary, the ventilation air conditioning system control device further includes:
The model training module is used for training the neural network model according to the historical environment parameters of the historical operation environment corresponding to the ventilation air-conditioning system, the historical environment change information corresponding to the historical environment parameters and the target environment parameters of the historical operation environment, and determining a ventilation system regulation model; the historical environment change information comprises a historical environment change type, a historical environment duration change time and a historical parameter change amount corresponding to the historical environment parameters.
Illustratively, the device to be regulated determination module 320 includes:
the effective environment parameter determining unit is used for acquiring the current environment parameters of the system operation environment corresponding to the ventilation air conditioning system in the current sampling period, carrying out effectiveness analysis on the current environment parameters, and determining the effective environment parameters from the current environment parameters;
the device to be regulated and controlled determining unit is used for carrying out parameter classification on the effective environment parameters, determining the parameter types corresponding to the effective environment parameters and determining the device to be regulated and controlled in the ventilation air conditioning system according to the parameter types.
The effective environment parameter determination unit is specifically configured to:
according to the historical environment parameters of the historical operation environment corresponding to the ventilation air conditioning system and the current environment parameters, determining the parameter change trend corresponding to the current environment parameters and the parameter change rate corresponding to the current environment parameters;
And according to the parameter change trend and the parameter change rate, carrying out validity analysis on the current environment parameter, and determining the valid environment parameter from the current environment parameter.
Exemplary, the ventilation air conditioning system control device further includes:
and the regulation mode updating module is used for shielding the environment regulation mode if the system regulation mode is the timing regulation mode and recovering the environment regulation mode after the timing regulation mode is executed.
The ventilation air conditioning system control device provided by the embodiment can be applied to the ventilation air conditioning system control method provided by any embodiment, and has corresponding functions and beneficial effects.
Example IV
Fig. 4 shows a schematic diagram of the structure of an electronic device 10 that may be used to implement an embodiment of the invention. Electronic devices are intended to represent various forms of digital computers, such as laptops, desktops, workstations, personal digital assistants, servers, blade servers, mainframes, and other appropriate computers. Electronic equipment may also represent various forms of mobile devices, such as personal digital processing, cellular telephones, smartphones, wearable devices (e.g., helmets, glasses, watches, etc.), and other similar computing devices. The components shown herein, their connections and relationships, and their functions, are meant to be exemplary only, and are not meant to limit implementations of the inventions described and/or claimed herein.
As shown in fig. 4, the electronic device 10 includes at least one processor 11, and a memory, such as a Read Only Memory (ROM) 12, a Random Access Memory (RAM) 13, etc., communicatively connected to the at least one processor 11, in which the memory stores a computer program executable by the at least one processor, and the processor 11 may perform various appropriate actions and processes according to the computer program stored in the Read Only Memory (ROM) 12 or the computer program loaded from the storage unit 18 into the Random Access Memory (RAM) 13. In the RAM 13, various programs and data required for the operation of the electronic device 10 may also be stored. The processor 11, the ROM 12 and the RAM 13 are connected to each other via a bus 14. An input/output (I/O) interface 15 is also connected to bus 14.
Various components in the electronic device 10 are connected to the I/O interface 15, including: an input unit 16 such as a keyboard, a mouse, etc.; an output unit 17 such as various types of displays, speakers, and the like; a storage unit 18 such as a magnetic disk, an optical disk, or the like; and a communication unit 19 such as a network card, modem, wireless communication transceiver, etc. The communication unit 19 allows the electronic device 10 to exchange information/data with other devices via a computer network, such as the internet, and/or various telecommunication networks.
The processor 11 may be a variety of general and/or special purpose processing components having processing and computing capabilities. Some examples of processor 11 include, but are not limited to, a Central Processing Unit (CPU), a Graphics Processing Unit (GPU), various specialized Artificial Intelligence (AI) computing chips, various processors running machine learning model algorithms, digital Signal Processors (DSPs), and any suitable processor, controller, microcontroller, etc. The processor 11 performs the various methods and processes described above, such as a ventilation air conditioning system control method.
In some embodiments, the ventilation air conditioning system control method may be implemented as a computer program tangibly embodied on a computer-readable storage medium, such as the storage unit 18. In some embodiments, part or all of the computer program may be loaded and/or installed onto the electronic device 10 via the ROM 12 and/or the communication unit 19. When a computer program is loaded into RAM 13 and executed by processor 11, one or more steps of the ventilation and air-conditioning system control method described above may be performed. Alternatively, in other embodiments, the processor 11 may be configured to perform the ventilation air conditioning system control method in any other suitable manner (e.g., by means of firmware).
Various implementations of the systems and techniques described here above may be implemented in digital electronic circuitry, integrated circuit systems, field Programmable Gate Arrays (FPGAs), application Specific Integrated Circuits (ASICs), application Specific Standard Products (ASSPs), systems On Chip (SOCs), load programmable logic devices (CPLDs), computer hardware, firmware, software, and/or combinations thereof. These various embodiments may include: implemented in one or more computer programs, the one or more computer programs may be executed and/or interpreted on a programmable system including at least one programmable processor, which may be a special purpose or general-purpose programmable processor, that may receive data and instructions from, and transmit data and instructions to, a storage system, at least one input device, and at least one output device.
A computer program for carrying out methods of the present invention may be written in any combination of one or more programming languages. These computer programs may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus, such that the computer programs, when executed by the processor, cause the functions/acts specified in the flowchart and/or block diagram block or blocks to be implemented. The computer program may execute entirely on the machine, partly on the machine, as a stand-alone software package, partly on the machine and partly on a remote machine or entirely on the remote machine or server.
In the context of the present invention, a computer-readable storage medium may be a tangible medium that can contain, or store a computer program for use by or in connection with an instruction execution system, apparatus, or device. The computer readable storage medium may include, but is not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any suitable combination of the foregoing. Alternatively, the computer readable storage medium may be a machine readable signal medium. More specific examples of a machine-readable storage medium would include an electrical connection based on one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing.
To provide for interaction with a user, the systems and techniques described here can be implemented on an electronic device having: a display device (e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor) for displaying information to a user; and a keyboard and a pointing device (e.g., a mouse or a trackball) through which a user can provide input to the electronic device. Other kinds of devices may also be used to provide for interaction with a user; for example, feedback provided to the user may be any form of sensory feedback (e.g., visual feedback, auditory feedback, or tactile feedback); and input from the user may be received in any form, including acoustic input, speech input, or tactile input.
The systems and techniques described here can be implemented in a computing system that includes a background component (e.g., as a data server), or that includes a middleware component (e.g., an application server), or that includes a front-end component (e.g., a user computer having a graphical user interface or a web browser through which a user can interact with an implementation of the systems and techniques described here), or any combination of such background, middleware, or front-end components. The components of the system can be interconnected by any form or medium of digital data communication (e.g., a communication network). Examples of communication networks include: local Area Networks (LANs), wide Area Networks (WANs), blockchain networks, and the internet.
The computing system may include clients and servers. The client and server are typically remote from each other and typically interact through a communication network. The relationship of client and server arises by virtue of computer programs running on the respective computers and having a client-server relationship to each other. The server can be a cloud server, also called a cloud computing server or a cloud host, and is a host product in a cloud computing service system, so that the defects of high management difficulty and weak service expansibility in the traditional physical hosts and VPS service are overcome.
It should be appreciated that various forms of the flows shown above may be used to reorder, add, or delete steps. For example, the steps described in the present invention may be performed in parallel, sequentially, or in a different order, so long as the desired results of the technical solution of the present invention are achieved, and the present invention is not limited herein.
The above embodiments do not limit the scope of the present invention. It will be apparent to those skilled in the art that various modifications, combinations, sub-combinations and alternatives are possible, depending on design requirements and other factors. Any modifications, equivalent substitutions and improvements made within the spirit and principles of the present invention should be included in the scope of the present invention.

Claims (10)

1. A method of controlling a ventilation air conditioning system, comprising:
determining a system adjustment mode of the ventilation air conditioning system;
if the system regulation mode is an environment regulation mode, acquiring effective environment parameters of a system operation environment corresponding to a ventilation air-conditioning system, and determining equipment to be regulated in the ventilation air-conditioning system according to the effective environment parameters;
determining target environment change information of the system operation environment according to the historical environment parameters and the effective environment parameters of the ventilation air conditioning system; the target environment change information comprises a target environment change type, a target environment continuous change time and a target parameter change amount which correspond to the effective environment parameters;
And determining target adjusting parameters of the equipment to be adjusted according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air-conditioning system through a ventilation system adjusting model, and adjusting the parameters of the equipment to be adjusted based on the target adjusting parameters.
2. The method of claim 1, wherein determining, by a ventilation system adjustment model, the target adjustment parameters of the device to be conditioned based on the target environmental change information, the effective environmental parameters, and system operation information of the ventilation air conditioning system, comprises:
determining a target environment parameter of the system operation environment according to the target environment change information and the effective environment parameter through a ventilation system adjustment model;
and determining the equipment operation parameters of the equipment to be regulated and the parameter duration of the equipment operation parameters according to the system operation information, and determining the target regulation parameters of the equipment to be regulated according to the target environment parameters, the equipment operation parameters and the parameter duration through a ventilation system regulation model.
3. The method of claim 2, wherein determining, by a ventilation system tuning model, the target tuning parameters of the device to be tuned based on the target environmental parameters, the device operating parameters, and the parameter duration comprises:
Determining expected operation parameters of the equipment to be regulated according to the target environment parameters and the effective environment parameters, and determining whether the expected operation parameters are consistent with the operation parameters of the equipment;
if the parameter duration is longer than the duration threshold, determining a target regulation parameter of the equipment to be regulated and controlled according to the equipment operation parameter and the equipment type of the equipment to be regulated and controlled by a ventilation system regulation model;
if not, determining the expected operation parameter as the target adjustment parameter of the equipment to be adjusted.
4. The method as recited in claim 1, further comprising:
training a neural network model according to historical environment parameters of a historical operation environment corresponding to the ventilation air-conditioning system, historical environment change information corresponding to the historical environment parameters and target environment parameters of the historical operation environment, and determining a ventilation system adjustment model; the historical environment change information comprises a historical environment change type, a historical environment continuous change time and a historical parameter change amount corresponding to the historical environment parameter.
5. The method according to claim 1, wherein obtaining an effective environmental parameter of a system operating environment corresponding to a ventilation air conditioning system, and determining a device to be regulated in the ventilation air conditioning system according to the effective environmental parameter, comprises:
Acquiring current environment parameters of a system operation environment corresponding to a ventilation air conditioning system in a current sampling period, carrying out validity analysis on the current environment parameters, and determining effective environment parameters from the current environment parameters;
and carrying out parameter classification on the effective environment parameters, determining parameter types corresponding to the effective environment parameters, and determining equipment to be regulated in the ventilation air conditioning system according to the parameter types.
6. The method of claim 5, wherein performing a validity analysis on the current environmental parameter, determining a valid environmental parameter from the current environmental parameter, comprises:
according to the historical environment parameters of the historical operation environment corresponding to the ventilation air conditioning system and the current environment parameters, determining the parameter change trend corresponding to the current environment parameters and the parameter change rate corresponding to the current environment parameters;
and according to the parameter change trend and the parameter change rate, carrying out validity analysis on the current environment parameter, and determining the valid environment parameter from the current environment parameter.
7. The method of claim 1, further comprising, after determining the system adjustment mode of the ventilation air conditioning system:
And if the system regulation mode is a timing regulation mode, shielding the environment regulation mode, and recovering the environment regulation mode after the timing regulation mode is executed.
8. A ventilation air conditioning system control apparatus, comprising:
a system adjustment mode determining module for determining a system adjustment mode of the ventilation air conditioning system;
the equipment to be regulated and controlled determining module is used for acquiring effective environment parameters of a system operation environment corresponding to the ventilation air conditioning system if the system regulation mode is an environment regulation mode, and determining equipment to be regulated and controlled in the ventilation air conditioning system according to the effective environment parameters;
the parameter variation determining module is used for determining target environment variation information of the system operation environment according to the historical environment parameters and the effective environment parameters of the ventilation air-conditioning system; the target environment change information comprises a target environment change type, a target environment continuous change time and a target parameter change amount which correspond to the effective environment parameters;
and the parameter adjusting module is used for determining the target adjusting parameters of the equipment to be adjusted and controlled according to the target environment change information, the effective environment parameters and the system operation information of the ventilation air conditioning system through the ventilation system adjusting model, and carrying out parameter adjustment on the equipment to be adjusted and controlled based on the target adjusting parameters.
9. An electronic device, the electronic device comprising:
at least one processor; and
a memory communicatively coupled to the at least one processor; wherein,,
the memory stores a computer program executable by the at least one processor to enable the at least one processor to perform the ventilation and air-conditioning system control method of any one of claims 1-7.
10. A computer readable storage medium storing computer instructions for causing a processor to implement the ventilation and air-conditioning system control method of any one of claims 1-7 when executed.
CN202310952957.5A 2023-08-01 2023-08-01 Method, device, equipment and storage medium for controlling ventilation air conditioning system Active CN116697497B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202310952957.5A CN116697497B (en) 2023-08-01 2023-08-01 Method, device, equipment and storage medium for controlling ventilation air conditioning system

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202310952957.5A CN116697497B (en) 2023-08-01 2023-08-01 Method, device, equipment and storage medium for controlling ventilation air conditioning system

Publications (2)

Publication Number Publication Date
CN116697497A true CN116697497A (en) 2023-09-05
CN116697497B CN116697497B (en) 2023-10-31

Family

ID=87832465

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202310952957.5A Active CN116697497B (en) 2023-08-01 2023-08-01 Method, device, equipment and storage medium for controlling ventilation air conditioning system

Country Status (1)

Country Link
CN (1) CN116697497B (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117848751A (en) * 2024-03-06 2024-04-09 北京中家智锐智能装备科技有限公司 Indoor thermal environment control system and air conditioner capacity test method

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111306700A (en) * 2020-03-10 2020-06-19 上海博泰悦臻电子设备制造有限公司 Air conditioner control method and device and computer storage medium
CN111928420A (en) * 2020-07-17 2020-11-13 珠海格力电器股份有限公司 Air conditioner control method and device, electronic equipment and storage medium
US20200400327A1 (en) * 2019-06-20 2020-12-24 The Boeing Company Heating, ventilation, and air conditioning (hvac) control system
CN112378056A (en) * 2020-11-18 2021-02-19 珠海格力电器股份有限公司 Intelligent air conditioner control method and device, computer equipment and storage medium
CN113465141A (en) * 2021-06-11 2021-10-01 珠海格力电器股份有限公司 Fresh air system control method and device, electronic equipment and storage medium
CN114115027A (en) * 2021-11-24 2022-03-01 珠海格力电器股份有限公司 Method, system, device, equipment and storage medium for adjusting target environment parameters
US20220113051A1 (en) * 2019-06-30 2022-04-14 Gd Midea Air-Conditioning Equipment Co., Ltd. Air conditioner control method, air conditioner, server and computer-readable storage medium
JP2022085821A (en) * 2020-11-27 2022-06-08 広東美的制冷設備有限公司 Air conditioner, its control method, and computer storage medium

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20200400327A1 (en) * 2019-06-20 2020-12-24 The Boeing Company Heating, ventilation, and air conditioning (hvac) control system
US20220113051A1 (en) * 2019-06-30 2022-04-14 Gd Midea Air-Conditioning Equipment Co., Ltd. Air conditioner control method, air conditioner, server and computer-readable storage medium
CN111306700A (en) * 2020-03-10 2020-06-19 上海博泰悦臻电子设备制造有限公司 Air conditioner control method and device and computer storage medium
CN111928420A (en) * 2020-07-17 2020-11-13 珠海格力电器股份有限公司 Air conditioner control method and device, electronic equipment and storage medium
CN112378056A (en) * 2020-11-18 2021-02-19 珠海格力电器股份有限公司 Intelligent air conditioner control method and device, computer equipment and storage medium
JP2022085821A (en) * 2020-11-27 2022-06-08 広東美的制冷設備有限公司 Air conditioner, its control method, and computer storage medium
CN113465141A (en) * 2021-06-11 2021-10-01 珠海格力电器股份有限公司 Fresh air system control method and device, electronic equipment and storage medium
CN114115027A (en) * 2021-11-24 2022-03-01 珠海格力电器股份有限公司 Method, system, device, equipment and storage medium for adjusting target environment parameters

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117848751A (en) * 2024-03-06 2024-04-09 北京中家智锐智能装备科技有限公司 Indoor thermal environment control system and air conditioner capacity test method
CN117848751B (en) * 2024-03-06 2024-05-28 北京中家智锐智能装备科技有限公司 Indoor thermal environment control system and air conditioner capacity test method

Also Published As

Publication number Publication date
CN116697497B (en) 2023-10-31

Similar Documents

Publication Publication Date Title
CN116697497B (en) Method, device, equipment and storage medium for controlling ventilation air conditioning system
CN112907064B (en) Electric quantity prediction method and device based on adaptive window, storage medium and terminal
CN116307215A (en) Load prediction method, device, equipment and storage medium of power system
CN112257928A (en) Short-term power load probability prediction method based on CNN and quantile regression
CN107730097B (en) Bus load prediction method and device and computing equipment
CN113743673A (en) Power load prediction method during typhoon
CN113868953B (en) Multi-unit operation optimization method, device and system in industrial system and storage medium
CN111008727A (en) Power distribution station load prediction method and device
CN115249043A (en) Data analysis method and device, electronic equipment and storage medium
CN113408808A (en) Training method, data generation method, device, electronic device and storage medium
CN114997342A (en) SCR fault diagnosis method, device, equipment and storage medium
CN113705929A (en) Spring festival holiday load prediction method based on load characteristic curve and typical characteristic value fusion
CN113592136A (en) Traffic data prediction method and device and electronic equipment
CN116756210A (en) Time sequence data processing method and device, electronic equipment and storage medium
CN115859808B (en) Pump unit work prediction method and device, electronic equipment and storage medium
CN115408858A (en) Pulse spectrum parameter partitioning method and device, electronic equipment and storage medium
CN115630561A (en) Automatic optimization method and device for neural network thermal load prediction model
CN113886360A (en) Data table partitioning method and device, computer readable medium and electronic equipment
CN109933579A (en) A kind of part k nearest neighbor missing values interpolation system and method
CN115329148B (en) Data screening and integrating method and system based on multiple big data processing
CN117091233B (en) Edge cloud computing system of all-in-one machine
CN118356014A (en) Cut stem moisture stability control method and device, electronic equipment and storage medium
CN118484754A (en) Air conditioner load prediction method and device, electronic equipment and storage medium
CN118607656A (en) Parameter determination method, device, equipment and medium of regression calculation model
CN117469683A (en) Intelligent soot blowing method and device for heating surface of boiler, electronic equipment and medium

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
TR01 Transfer of patent right

Effective date of registration: 20231115

Address after: Room 2108, 21st Floor, Building A, Tsinghua Tongfang Science and Technology Building, No.1 Wangzhuang Road, Haidian District, Beijing, 100083

Patentee after: Tongfang Smart Energy Co.,Ltd.

Patentee after: Tongfang Energy-Saving Engineering Technology Co.,Ltd.

Address before: 26th Floor, Block B, Tsinghua Tongfang Science and Technology Building, No.1 Wangzhuang Road, Haidian District, Beijing, 100083

Patentee before: Tongfang Energy-Saving Engineering Technology Co.,Ltd.

TR01 Transfer of patent right