CN116241987A - Space heat exchange system based on image recognition - Google Patents

Space heat exchange system based on image recognition Download PDF

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Publication number
CN116241987A
CN116241987A CN202310216110.0A CN202310216110A CN116241987A CN 116241987 A CN116241987 A CN 116241987A CN 202310216110 A CN202310216110 A CN 202310216110A CN 116241987 A CN116241987 A CN 116241987A
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heat exchange
unit time
heat
closed space
space environment
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邓社平
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/52Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • 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
    • F24F11/46Improving electric energy efficiency or saving
    • 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
    • F24F11/88Electrical aspects, e.g. circuits
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00Geometric image transformations in the plane of the image
    • G06T3/40Scaling of whole images or parts thereof, e.g. expanding or contracting
    • G06T3/4038Image mosaicing, e.g. composing plane images from plane sub-images
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2120/00Control inputs relating to users or occupants
    • F24F2120/10Occupancy
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2140/00Control inputs relating to system states
    • F24F2140/50Load
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2200/00Indexing scheme for image data processing or generation, in general
    • G06T2200/32Indexing scheme for image data processing or generation, in general involving image mosaicing
    • 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
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00Energy efficient computing, e.g. low power processors, power management or thermal management

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  • Engineering & Computer Science (AREA)
  • Combustion & Propulsion (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Chemical & Material Sciences (AREA)
  • Signal Processing (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • Image Analysis (AREA)

Abstract

The invention relates to a space heat exchange system based on image recognition. The system comprises: the space heat exchange mechanism is arranged in the closed space environment where the space heat exchange is performed and is used for performing real-time space heat exchange treatment on the closed space environment based on the received accumulated heat exchange power per unit time; the visual monitoring mechanism is arranged in a closed space environment where space heat exchange is performed and comprises a plurality of directional camera devices, a single synchronous control device and a single content splicing device which are respectively arranged at different positions in the closed space environment; the cloud storage mechanism is arranged at the cloud computing server and used for storing the standard outline of various heat sources and the heat dissipation capacity in unit time. Through the system, the type and the number of the heat source objects in the closed space environment needing to perform space heat exchange can be identified by adopting an intelligent detection mechanism, so that the real-time space heat exchange power consumption aiming at the closed space environment is determined, and the refrigerating effect of the closed space environment is improved.

Description

Space heat exchange system based on image recognition
Technical Field
The invention relates to the field of space heat exchange, in particular to a space heat exchange system based on image recognition.
Background
Heat exchange networks are an important subsystem in energy recovery and utilization, and in chemical production processes, it is often encountered that some streams require heating and some streams require cooling, so that energy can be recovered if hot streams are used to heat cold streams. In addition, to ensure that the process stream meets the specified temperature requirements, it is often necessary to provide additional heating and cooling equipment, and the combination of heat exchangers, heaters, coolers, mixers and splitters in the heat exchange process form a heat exchange network.
At present, various closed space environments needing to perform space heat exchange exist, including various service halls, office buildings, processing workshops and the like, when performing heat exchange cooling treatment on the space, an experienced heat exchange cooling power is generally set manually to perform specific heat exchange cooling treatment, but the type and the number of heat source objects in the closed space environments needing to perform space heat exchange are not considered, and the real-time change condition of the internal heat source objects is not considered, so that the heat exchange cooling power is too low or too high, and poor heat exchange effect or waste of heat exchange power consumption is easily caused.
Disclosure of Invention
In order to solve the technical problems in the related art, the invention provides a space heat exchange system based on image recognition, which can identify the type and the number of heat source objects in a closed space environment where space heat exchange is required to be performed by adopting an intelligent detection mechanism, so as to determine the real-time space heat exchange power consumption aiming at the closed space environment, thereby reducing the probability of power consumption waste while ensuring the heat exchange effect.
According to an aspect of the present invention, there is provided a spatial heat exchange system based on image recognition, the system comprising:
the space heat exchange mechanism is arranged in a closed space environment where space heat exchange is performed and is used for performing real-time space heat exchange processing on the closed space environment based on the received accumulated heat exchange power per unit time so as to realize cooling processing on the closed space environment;
the visual monitoring mechanism is arranged in a closed space environment where space heat exchange is performed and comprises a plurality of directional camera devices, a single synchronous control device and a single content splicing device which are arranged at different positions in the closed space environment, wherein the plurality of directional camera devices respectively execute camera processes of a plurality of fields of view respectively responsible under the synchronous control of the single synchronous control device so as to obtain a plurality of field acquisition images, and the single content splicing device is used for executing content splicing on the plurality of field acquisition images so as to obtain an overall environment image;
the cloud storage mechanism is arranged at the cloud computing server and is used for storing the standard outline of various heat sources and the heat dissipation capacity in unit time;
the profile analysis equipment is respectively connected with the visual monitoring mechanism and the cloud storage mechanism and is used for detecting the type of the heat source and the number of the heat source objects in the whole environment image based on the standard profile of each type of heat source;
the heat dissipation detection device is respectively connected with the contour analysis device and the cloud storage mechanism and is used for accumulating the heat dissipation capacity in the closed space environment in unit time based on the heat dissipation capacity in unit time of various heat sources, the heat source type existing in the whole environment image and the existence quantity of each type of heat source object;
the numerical mapping device is respectively connected with the heat radiation detection device and the space heat exchange mechanism and is used for determining corresponding accumulated heat exchange power in unit time based on the heat radiation amount in unit time in the closed space environment;
wherein accumulating the heat dissipation amount per unit time within the enclosed space environment based on the heat dissipation amount per unit time of the various types of heat sources, the type of heat sources present in the overall environment image, and the number of present heat source objects of each type includes: for a certain heat source type existing in the whole environment image, the existing quantity of corresponding heat source objects and the corresponding heat dissipation capacity in unit time are multiplied to obtain the corresponding reference heat dissipation total quantity, and the reference heat dissipation total quantities corresponding to the various heat source types existing in the whole environment image are added to obtain the heat dissipation capacity in unit time in the closed space environment.
The space heat exchange system based on image recognition is stable in operation, energy-saving and environment-friendly. The intelligent detection mechanism can be used for identifying the types and the quantity of the heat source objects in the closed space environment where the space heat exchange is required to be performed, so that the real-time space heat exchange power consumption aiming at the closed space environment is determined, and the refrigerating effect of the closed space environment is improved.
Brief description of the drawings
Numerous advantages of the present invention may be better understood by those skilled in the art by reference to the accompanying drawings in which:
fig. 1 is an internal structural view of a spatial heat exchange system based on image recognition according to a first embodiment of the present invention.
Fig. 2 is an internal structural view of a spatial heat exchange system based on image recognition according to a second embodiment of the present invention.
Detailed Description
The mathematical nature of the image recognition problem pertains to the mapping problem of pattern space to class space. Currently, in the development of image recognition, there are three main recognition methods: statistical pattern recognition, structural pattern recognition, fuzzy pattern recognition. Image segmentation is a key technology in image processing, and since the 70 th century of the 20 th century, research has been carried out for decades, and has been highly emphasized, so far thousands of segmentation algorithms have been proposed by means of various theories, and research on this aspect is still actively underway.
At present, various closed space environments needing to perform space heat exchange exist, including various service halls, office buildings, processing workshops and the like, when performing heat exchange cooling treatment on the space, an experienced heat exchange cooling power is generally set manually to perform specific heat exchange cooling treatment, but the type and the number of heat source objects in the closed space environments needing to perform space heat exchange are not considered, and the real-time change condition of the internal heat source objects is not considered, so that the heat exchange cooling power is too low or too high, and poor heat exchange effect or waste of heat exchange power consumption is easily caused.
The present invention will now be described in detail with reference to the accompanying drawings with respect to the disclosed subject matter.
The invention at least needs to have the following main inventive concepts: the first place, adopt the picture to discern the mechanism to carry on the intelligent analysis to the heat source type that exists and the quantity of the heat source object that each kind of heat source type exists in the closed space environment of the space heat transfer; secondly, judging the refrigeration power consumption of the space heat exchange mechanism for executing the space heat exchange on the closed space environment for executing the space heat exchange on the basis of the heat source types existing in the closed space environment for executing the space heat exchange and the quantity of the heat source objects corresponding to each heat source type, thereby shortening the refrigeration time and reducing the unnecessary energy consumption loss as much as possible; and thirdly, referring to a cloud storage mechanism arranged at the cloud computing server side and used for storing the standard outline of each type of heat source and the heat dissipation capacity in unit time, wherein the cloud storage mechanism comprises cloud storage network elements, and each cloud storage network element is used for storing the standard outline of one type of heat source and the heat dissipation capacity in unit time.
Fig. 1 is an internal structural view of an image recognition-based spatial heat exchange system according to a first embodiment of the present invention, the system including:
the space heat exchange mechanism is arranged in a closed space environment where space heat exchange is performed and is used for performing real-time space heat exchange processing on the closed space environment based on the received accumulated heat exchange power per unit time so as to realize cooling processing on the closed space environment;
the visual monitoring mechanism is arranged in a closed space environment where space heat exchange is performed and comprises a plurality of directional camera devices, a single synchronous control device and a single content splicing device which are arranged at different positions in the closed space environment, wherein the plurality of directional camera devices respectively execute camera processes of a plurality of fields of view respectively responsible under the synchronous control of the single synchronous control device so as to obtain a plurality of field acquisition images, and the single content splicing device is used for executing content splicing on the plurality of field acquisition images so as to obtain an overall environment image;
the cloud storage mechanism is arranged at the cloud computing server and is used for storing the standard outline of various heat sources and the heat dissipation capacity in unit time;
the profile analysis equipment is respectively connected with the visual monitoring mechanism and the cloud storage mechanism and is used for detecting the type of the heat source and the number of the heat source objects in the whole environment image based on the standard profile of each type of heat source;
the heat dissipation detection device is respectively connected with the contour analysis device and the cloud storage mechanism and is used for accumulating the heat dissipation capacity in the closed space environment in unit time based on the heat dissipation capacity in unit time of various heat sources, the heat source type existing in the whole environment image and the existence quantity of each type of heat source object;
the numerical mapping device is respectively connected with the heat radiation detection device and the space heat exchange mechanism and is used for determining corresponding accumulated heat exchange power in unit time based on the heat radiation amount in unit time in the closed space environment;
wherein accumulating the heat dissipation amount per unit time within the enclosed space environment based on the heat dissipation amount per unit time of the various types of heat sources, the type of heat sources present in the overall environment image, and the number of present heat source objects of each type includes: for a certain heat source type existing in the whole environment image, the existing quantity of corresponding heat source objects and the corresponding heat dissipation capacity in unit time are multiplied to obtain the corresponding reference heat dissipation total quantity, and the reference heat dissipation total quantities corresponding to the various heat source types existing in the whole environment image are added to obtain the heat dissipation capacity in unit time in the closed space environment.
Next, a detailed structure of the spatial heat exchange system based on image recognition according to the present invention will be further described.
Fig. 2 is an internal structural view of a spatial heat exchange system based on image recognition according to a second embodiment of the present invention.
Referring to fig. 2, unlike fig. 1, the image recognition-based spatial heat exchange system of the second embodiment of the present invention may further include:
the switch control mechanism is connected with the space heat exchange mechanism and comprises a remote control switch and a local control switch, and is used for respectively realizing remote control operation and local control operation on the space heat exchange mechanism.
In the spatial heat exchange system based on image recognition according to any embodiment of the present invention:
determining a corresponding accumulated heat exchange power per unit time based on the heat dissipation capacity per unit time in the enclosed space environment includes: the determined accumulated heat exchange power in unit time is positively correlated with the heat dissipation capacity in unit time in the closed space environment;
the positive correlation of the determined corresponding accumulated heat exchange power per unit time and the heat dissipation capacity per unit time in the closed space environment comprises the following steps: the less heat dissipated per unit time in the enclosed space environment, the less the corresponding cumulative heat exchange power per unit time is determined.
In the spatial heat exchange system based on image recognition according to any embodiment of the present invention:
executing real-time space heat exchange processing on the closed space environment based on the received accumulated heat exchange power per unit time to realize cooling processing on the closed space environment comprises the following steps: the actual heat exchange power in unit time adopted for executing the real-time space heat exchange treatment on the closed space environment is equal to the multiple of the accumulated heat exchange power in unit time;
wherein, the actual heat exchange power per unit time adopted for executing the real-time space heat exchange processing on the closed space environment is equal to the multiple of the accumulated heat exchange power per unit time, which comprises: the value of the multiple is between 1.05 and 1.1.
In the spatial heat exchange system based on image recognition according to any embodiment of the present invention:
the plurality of directional image capturing apparatuses respectively performing image capturing processes of a plurality of fields of view each responsible for under synchronous control of the single synchronous control apparatus to obtain a plurality of field captured images includes: a plurality of fields of view for which the plurality of directional camera devices are respectively responsible cover the closed space environment;
the profile analysis equipment is electrically connected with the visual monitoring mechanism and is connected with the cloud storage mechanism in a wireless network.
In the spatial heat exchange system based on image recognition according to any embodiment of the present invention:
detecting the presence of heat source types in the overall environmental image based on the standard outline profile of each type of heat source includes: and when an image area which is matched with the edge shape of the standard outline of a certain type of heat source and occupies the over-limit number of pixels exists in the whole environment image, judging the image area as an imaging area of a corresponding type of heat source object.
In the spatial heat exchange system based on image recognition according to any embodiment of the present invention:
cloud storage mechanism sets up at cloud computing service end for the standard appearance profile and the heat dissipation capacity of unit time of various types of heat sources of storage include: the cloud storage mechanism comprises cloud storage network elements, wherein each cloud storage network element is used for storing a standard outline of one type of heat source and heat dissipation capacity in unit time;
the cloud storage mechanism comprises cloud storage network elements, wherein each cloud storage network element is used for storing a standard outline of a type of heat source and radiating heat in unit time and comprises: the standard outline of one type of heat source stored by each cloud storage network element is more than one standard outline pattern.
In addition, in the spatial heat exchange system based on image recognition, when an image area which is matched with the edge shape of the standard outline of a certain type of heat source and occupies the excessive number of pixels exists in the whole environment image, the judging of the image area as the imaging area of the corresponding type of heat source object comprises: when an image area which is matched with the edge shape of the standard outline of a certain type of heat source and occupies the pixel points with the number larger than or equal to the preset number threshold exists in the whole environment image, judging the image area as an imaging area with a corresponding type of heat source object.
The system embodiments described above are merely illustrative, wherein the elements illustrated as separate elements may or may not be physically separate, and the elements shown as elements may or may not be physical elements, may be located in one place, or may be distributed over a plurality of network elements. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of this embodiment.
From the above description of embodiments, it will be apparent to those skilled in the art that the embodiments may be implemented by means of software plus a general purpose hardware platform, or may be implemented by hardware. Based on such understanding, the foregoing technical solution may be embodied essentially or in a part contributing to the related art in the form of a software product, which may be stored in a computer readable storage medium, such as ROM/RAM, a magnetic disk, an optical disk, etc., including several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to perform the method described in the respective embodiments or some parts of the embodiments.
Finally, it should be noted that: the above embodiments are only for illustrating the technical solution of the present application, and are not limiting thereof; although the present application has been described in detail with reference to the foregoing embodiments, it should be understood by those of ordinary skill in the art that: the technical scheme described in the foregoing embodiments can be modified or some technical features thereof can be replaced by equivalents; such modifications and substitutions do not depart from the spirit and scope of the corresponding technical solutions.

Claims (10)

1. A spatial heat exchange system based on image recognition, the system comprising:
the space heat exchange mechanism is arranged in a closed space environment where space heat exchange is performed and is used for performing real-time space heat exchange processing on the closed space environment based on the received accumulated heat exchange power per unit time so as to realize cooling processing on the closed space environment;
the visual monitoring mechanism is arranged in a closed space environment where space heat exchange is performed and comprises a plurality of directional camera devices, a single synchronous control device and a single content splicing device which are arranged at different positions in the closed space environment, wherein the plurality of directional camera devices respectively execute camera processes of a plurality of fields of view respectively responsible under the synchronous control of the single synchronous control device so as to obtain a plurality of field acquisition images, and the single content splicing device is used for executing content splicing on the plurality of field acquisition images so as to obtain an overall environment image;
the cloud storage mechanism is arranged at the cloud computing server and is used for storing the standard outline of various heat sources and the heat dissipation capacity in unit time;
the profile analysis equipment is respectively connected with the visual monitoring mechanism and the cloud storage mechanism and is used for detecting the type of the heat source and the number of the heat source objects in the whole environment image based on the standard profile of each type of heat source;
the heat dissipation detection device is respectively connected with the contour analysis device and the cloud storage mechanism and is used for accumulating the heat dissipation capacity in the closed space environment in unit time based on the heat dissipation capacity in unit time of various heat sources, the heat source type existing in the whole environment image and the existence quantity of each type of heat source object;
the numerical mapping device is respectively connected with the heat radiation detection device and the space heat exchange mechanism and is used for determining corresponding accumulated heat exchange power in unit time based on the heat radiation amount in unit time in the closed space environment;
wherein accumulating the heat dissipation amount per unit time within the enclosed space environment based on the heat dissipation amount per unit time of the various types of heat sources, the type of heat sources present in the overall environment image, and the number of present heat source objects of each type includes: for a certain heat source type existing in the whole environment image, the existing quantity of corresponding heat source objects and the corresponding heat dissipation capacity in unit time are multiplied to obtain the corresponding reference heat dissipation total quantity, and the reference heat dissipation total quantities corresponding to the various heat source types existing in the whole environment image are added to obtain the heat dissipation capacity in unit time in the closed space environment.
2. The image recognition based spatial heat exchange system of claim 1, wherein the system further comprises:
the switch control mechanism is connected with the space heat exchange mechanism and comprises a remote control switch and a local control switch, and is used for respectively realizing remote control operation and local control operation on the space heat exchange mechanism.
3. The image recognition-based spatial heat exchange system according to any one of claims 1-2, wherein:
determining a corresponding accumulated heat exchange power per unit time based on the heat dissipation capacity per unit time in the enclosed space environment includes: the determined corresponding accumulated heat transfer power per unit time is positively correlated to the heat dissipation capacity per unit time within the enclosed space environment.
4. The image recognition-based spatial heat exchange system of claim 3, wherein:
the determined forward correlation of the corresponding accumulated heat exchange power per unit time and the heat dissipation capacity per unit time in the closed space environment comprises the following steps: the less heat dissipated per unit time in the enclosed space environment, the less the corresponding cumulative heat exchange power per unit time is determined.
5. The image recognition-based spatial heat exchange system according to any one of claims 1-2, wherein:
executing real-time space heat exchange processing on the closed space environment based on the received accumulated heat exchange power per unit time to realize cooling processing on the closed space environment comprises the following steps: and the actual heat exchange power per unit time adopted for executing the real-time space heat exchange treatment on the closed space environment is equal to the multiple of the accumulated heat exchange power per unit time.
6. The image recognition based spatial heat exchange system of claim 5, wherein:
the actual heat exchange power per unit time adopted for executing the real-time space heat exchange processing on the closed space environment is equal to the multiple of the accumulated heat exchange power per unit time, and the method comprises the following steps: the value of the multiple is between 1.05 and 1.1.
7. The image recognition-based spatial heat exchange system according to any one of claims 1-2, wherein:
the plurality of directional image capturing apparatuses respectively performing image capturing processes of a plurality of fields of view each responsible for under synchronous control of the single synchronous control apparatus to obtain a plurality of field captured images includes: the multiple fields of view for which the multiple directional camera devices are each responsible cover the enclosed space environment.
8. The image recognition-based spatial heat exchange system according to any one of claims 1-2, wherein:
the profile analysis equipment is electrically connected with the visual monitoring mechanism and is connected with the cloud storage mechanism through a wireless network.
9. The image recognition-based spatial heat exchange system according to any one of claims 1-2, wherein:
detecting the presence of heat source types in the overall environmental image based on the standard outline profile of each type of heat source includes: and when an image area which is matched with the edge shape of the standard outline of a certain type of heat source and occupies the over-limit number of pixels exists in the whole environment image, judging the image area as an imaging area of a corresponding type of heat source object.
10. The image recognition-based spatial heat exchange system according to any one of claims 1-2, wherein:
cloud storage mechanism sets up at cloud computing service end for the standard appearance profile and the heat dissipation capacity of unit time of various types of heat sources of storage include: the cloud storage mechanism comprises cloud storage network elements, wherein each cloud storage network element is used for storing a standard outline of one type of heat source and heat dissipation capacity in unit time;
the cloud storage mechanism comprises cloud storage network elements, wherein each cloud storage network element is used for storing a standard outline of a type of heat source and radiating heat in unit time and comprises: the standard outline of one type of heat source stored by each cloud storage network element is more than one standard outline pattern.
CN202310216110.0A 2023-03-08 2023-03-08 Space heat exchange system based on image recognition Withdrawn CN116241987A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117173161A (en) * 2023-10-30 2023-12-05 杭州海康威视数字技术股份有限公司 Content security detection method, device, equipment and system

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117173161A (en) * 2023-10-30 2023-12-05 杭州海康威视数字技术股份有限公司 Content security detection method, device, equipment and system
CN117173161B (en) * 2023-10-30 2024-02-23 杭州海康威视数字技术股份有限公司 Content security detection method, device, equipment and system

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Application publication date: 20230609