An optimization method and system for electromechanical integrated pipeline layout

Abstract

The present invention provides an optimization method and system for the layout of electromechanical integrated pipelines, and relates to the field of data processing technology, wherein the method comprises: interactively obtaining the target functional area division and target position information of the target layout space; decomposing the target functional area division into a floor heating area set, a central heating area set and a household heating area set; obtaining a floor heating laying pipeline set, a central heating pipeline set and a household heating pipeline set; obtaining a target space circuit model and a target space pipeline model; obtaining a target pipeline intersection node set; and obtaining a target pipeline layout plan. The method solves the technical problem that the design of the layout of the electromechanical integrated pipeline network in the building in the prior art depends on the historical experience of the construction personnel, and the actual layout results of the electromechanical integrated pipeline network are not suitable for the later soft decoration requirements of the building, resulting in the need for rework and reinstallation of the electromechanical integrated pipeline network, which increases the construction cost. The technical effect of reducing the construction cost and improving the layout quality is achieved.

Description

Technical Field

[0001] The present invention relates to the technical field of data processing, and in particular to an optimization method and system for electromechanical integrated pipeline arrangement. Background Art

[0002] The electromechanical pipe network system needs to fully consider the layout of equipment and the connection arrangement of pipes. At present, when arranging pipes, the actual needs of building users are often ignored based on the experience of construction personnel, resulting in the consequence of incompatibility of subsequent pipe network layout. In the prior art, the design of the layout of electromechanical integrated pipe networks in buildings depends on the historical experience of construction personnel, and the actual layout of electromechanical integrated pipe networks is not compatible with the soft decoration needs of the later buildings, resulting in the need for rework and reinstallation of the electromechanical integrated pipe networks, which increases the cost of construction. Summary of the invention

[0003] The present application provides an optimization method and system for the layout of electromechanical integrated pipelines, which is used to solve the technical problem that in the prior art, the design of the layout of the electromechanical integrated pipeline network in a building depends on the historical experience of construction workers, and the actual layout results of the electromechanical integrated pipeline network are not suitable for the later soft decoration requirements of the building, resulting in the need to rework and reinstall the electromechanical integrated pipeline network, thereby increasing the cost of construction.

[0004] In view of the above problems, the present application provides a method and system for optimizing the layout of electromechanical integrated pipelines.

[0005] The first aspect of the present application provides an optimization method for the layout of electromechanical integrated pipelines, the method comprising: interactively obtaining target functional area division and target position information of a target layout space, wherein the target functional area division includes K functional areas; performing heating characteristic analysis according to the target functional area division and target position information, and decomposing the target functional area division into a floor heating area set, a central heating area set, and a household heating area set; performing pipeline layout analysis on the floor heating area set, the central heating area set, and the household heating area set, respectively, to obtain a floor heating pipeline set, a central heating pipeline set, and a household heating pipeline set; interactively obtaining a target circuit design of the target layout space, and based on the target functional area division and target position information, performing heating characteristic analysis according to the target functional area division and target position information, and decomposing the target functional area division into a floor heating area set, a central heating area set, and a household heating area set; performing pipeline layout analysis on the floor heating area set, the central heating area set, and the household heating area set, respectively, and obtaining a floor heating pipeline set, a central heating pipeline set, and a household heating pipeline set; interactively obtaining a target circuit design of the target layout space, and based on the target functional area division and target position information, performing heating characteristic analysis according to the target functional area division and target position information, and decomposing the target functional area division into a floor heating area set, a central heating area set, and a household heating area set; Performing circuit layout spatial restoration on the target circuit design to obtain a target space circuit model; performing pipeline layout spatial restoration based on the floor heating pipeline set, central heating pipeline set and household heating pipeline set to obtain a target space pipeline model; spatially overlapping the target space pipeline model and the target space circuit model, locating pipeline intersection nodes, and obtaining a target pipeline intersection node set; interactively obtaining target soft decoration design information of the target layout space, and optimizing the pipeline arrangement of the target pipeline intersection node set with the target soft decoration design information as a constraint to obtain a target pipeline arrangement plan, wherein the target pipeline arrangement plan includes an optimized space pipeline plan and an optimized space circuit plan.

[0006] According to a second aspect of the present application, a system for optimizing the layout of electromechanical integrated pipelines is provided, the system comprising: a spatial information interaction unit for interactively obtaining target functional area division and target position information of a target layout space, wherein the target functional area division comprises K functional areas; a heating characteristic analysis unit for performing heating characteristic analysis according to the target functional area division and target position information, and decomposing the target functional area division into a floor heating area set, a central heating area set and a household heating area set; a pipeline layout analysis unit for performing pipeline layout analysis on the floor heating area set, the central heating area set and the household heating area set, respectively, to obtain a floor heating pipeline set, a central heating pipeline set and a household heating pipeline set; a circuit layout restoration unit for interactively obtaining a target circuit layout of the target layout space; A circuit design is performed, and based on the target circuit design, a circuit layout space is restored to obtain a target space circuit model; a pipeline layout restoration unit is used to perform pipeline layout space restoration based on the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set to obtain a target space pipeline model; a spatial overlap analysis unit is used to spatially overlap the target space pipeline model and the target space circuit model, locate pipeline intersection nodes, and obtain a target pipeline intersection node set; a pipeline arrangement optimization unit is used to interactively obtain target soft decoration design information of the target layout space, and optimize the pipeline arrangement of the target pipeline intersection node set with the target soft decoration design information as a constraint to obtain a target pipeline arrangement plan, wherein the target pipeline arrangement plan includes an optimized space pipeline plan and an optimized space circuit plan.

[0007] One or more technical solutions provided in this application have at least the following technical effects or advantages:

[0008] The method provided in the embodiment of the present application obtains the target functional area division and target position information of the target layout space through interaction, wherein the target functional area division includes K functional areas; performs heating characteristic analysis according to the target functional area division and target position information, and decomposes the target functional area division into a floor heating area set, a central heating area set and a household heating area set; performs pipeline layout analysis on the floor heating area set, the central heating area set and the household heating area set, respectively, to obtain the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set; interactively obtains the target circuit design of the target layout space, and performs heating based on the target circuit design. The circuit layout space is restored to obtain the target space circuit model; based on the floor heating pipeline set, central heating pipeline set and household heating pipeline set, the pipeline layout space is restored to obtain the target space pipeline model; the target space pipeline model and the target space circuit model are spatially overlapped to locate the pipeline intersection node and obtain the target pipeline intersection node set; the target soft decoration design information of the target layout space is interactively obtained, and the pipeline layout of the target pipeline intersection node set is optimized with the target soft decoration design information as a constraint to obtain the target pipeline layout plan, wherein the target pipeline layout plan includes the optimized space pipeline plan and the optimized space circuit plan. The technical effect of improving the coordination of the comprehensive layout of pipelines and circuits and reducing the cost of building construction is achieved. BRIEF DESCRIPTION OF THE DRAWINGS

[0009] Figure 1 A schematic diagram of a flow chart of an optimization method for electromechanical integrated pipeline arrangement provided in this application;

[0010] Figure 2 A schematic diagram of a flow chart of dividing and disassembling the predictive heating equipment into the floor heating area set, the central heating area set and the household heating area set in an optimization method for the layout of electromechanical integrated pipelines provided in the present application;

[0011] Figure 3 A schematic diagram of the structure of an optimization system for the layout of electromechanical integrated pipelines provided in this application.

[0012] Explanation of the accompanying drawings: spatial information interaction unit 1, heating characteristic analysis unit 2, pipeline layout analysis unit 3, circuit layout restoration unit 4, pipeline layout restoration unit 5, spatial overlap analysis unit 6, pipeline layout optimization unit 7. DETAILED DESCRIPTION

[0013] The present application provides an optimization method and system for the layout of electromechanical integrated pipelines, which is used to solve the technical problem that the design of the layout of the electromechanical integrated pipeline network in the building in the prior art depends on the historical experience of the construction personnel, and the actual layout of the electromechanical integrated pipeline network is not suitable for the later soft decoration requirements of the building, resulting in the need for rework and reinstallation of the electromechanical integrated pipeline network, which increases the construction cost.

[0014] The acquisition, storage, use, and processing of data in the technical solution of the present invention are in compliance with relevant regulations.

[0015] Below, the technical solutions in the present invention will be clearly and completely described with reference to the accompanying drawings. Obviously, the described embodiments are only part of the embodiments of the present invention, rather than all of the embodiments of the present invention. It should be understood that the present invention is not limited to the example embodiments described herein. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention. It should also be noted that, for the convenience of description, only the parts related to the present invention are shown in the accompanying drawings, rather than all of them.

[0016] Embodiment 1

[0017] like Figure 1 As shown, the present application provides a method for optimizing the layout of electromechanical integrated pipelines, the method comprising:

[0018] A100: interactively obtaining target functional area division and target position information of a target layout space, wherein the target functional area division includes K functional areas;

[0019] In a possible embodiment, the target layout space is a space in a terminal building where electromechanical integrated pipelines need to be arranged. The target location information is used to describe the location of the electromechanical integrated pipelines, including layout coordinates, layout spacing and other information. The target functional area is divided into K functional areas after dividing the target layout space according to different usage functions. The functional areas include living functional areas, meeting functional areas, ventilation functional areas, etc.

[0020] A200: Perform heating characteristic analysis according to the target functional area division and target location information, and divide the target functional area into a floor heating area set, a central heating area set, and a household heating area set;

[0021] In one embodiment, a heating characteristic analysis is performed according to the target functional area division and the target location information, and the target functional area division is decomposed into a floor heating area set, a central heating area set, and a household heating area set. The method step A200 provided in the present application further includes:

[0022] A210: pre-constructing a heating demand analysis network, and synchronizing the target functional area division and the target location information to the heating demand analysis network to perform heating demand analysis, and obtain a predicted heating demand division;

[0023] A220: Perform heating equipment analysis according to the predicted heating demand division to obtain a predicted heating equipment division, wherein the predicted heating equipment division includes K heating equipment analysis results;

[0024] A230: Divide and disassemble the predictive heating equipment into the floor heating area set, the central heating area set and the household heating area set according to the heating characteristics.

[0025] In a possible embodiment, a heating characteristic analysis is performed based on the target functional area division and the target location information to determine the heating methods of different areas, thereby dividing the target functional area into a floor heating area set, a central heating area set, and a household heating area set. By performing the heating characteristic analysis, a basis is provided for subsequent differentiated pipeline layout analysis, thereby improving the reliability of pipeline layout.

[0026] Preferably, the heating demand analysis network is constructed by a technician in this field based on the mapping management between multiple sample heating demands and multiple sample target functional area divisions and multiple sample target location information. After the target functional area division and the target location information are synchronized to the heating demand analysis network, the heating demand is retrieved according to the mapping relationship to obtain the preset heating demand division. Among them, the preset heating demand division is used to divide the target functional area division according to the heating demand. Then, the heating equipment analysis is performed according to the predicted heating demand division to determine the heating equipment corresponding to different heating demands, and the predicted heating equipment division is obtained, wherein the predicted heating equipment division includes K heating equipment analysis results. The K heating equipment analysis results include air conditioners, electric fans, electric heaters and other equipment. Then, based on the heating characteristics, the preset heating equipment division is disassembled into the floor heating area set, the central heating area set and the household heating area set.

[0027] A300: performing pipeline layout analysis on the floor heating area set, the central heating area set and the household heating area set respectively, and obtaining a floor heating pipeline set, a central heating pipeline set and a household heating pipeline set;

[0028] In one embodiment, pipeline layout analysis is performed on the floor heating area set, the central heating area set, and the household heating area set to obtain a floor heating pipeline set, a central heating pipeline set, and a household heating pipeline set. The method step A300 provided in the present application also includes:

[0029] A310: pre-constructing a heating pipeline analysis channel, wherein the heating pipeline analysis channel includes a floor heating pipeline analysis sub-channel, a central heating analysis sub-channel and a household heating analysis sub-channel;

[0030] A320: Synchronize the floor heating area set to the floor heating pipeline analysis subchannel to perform pipeline layout analysis to obtain the floor heating pipeline set;

[0031] A330: Synchronize the central heating area set to the central heating analysis sub-channel to perform pipeline layout analysis to obtain the central heating pipeline set;

[0032] A340: Synchronize the household heating area set to the household heating analysis sub-channel to perform pipeline layout analysis to obtain the household heating pipeline set.

[0033] In one embodiment, the floor heating area set is synchronized to the floor heating pipeline analysis subchannel for pipeline layout analysis to obtain the floor heating pipeline laying set. The method step A320 provided in the present application further includes:

[0034] A321: Interactively obtain multiple sample floor heating area designs and multiple sample floor heating pipeline designs;

[0035] A322: constructing the floor heating pipeline analysis subchannel based on the back propagation neural network;

[0036] A323: using the multiple sample floor heating area designs and the multiple sample floor heating pipeline designs to perform supervised training of the floor heating pipeline analysis subchannel until the output accuracy of the floor heating pipeline analysis subchannel meets the preset accuracy;

[0037] A324: Synchronize the floor heating area set to the floor heating pipeline analysis sub-channel to perform pipeline layout analysis to obtain the floor heating pipeline laying set.

[0038] In an embodiment of the present application, the equipment conditions of the floor heating area set, the central heating area set and the household heating area set are used to analyze the number and route of pipelines in different areas, thereby obtaining the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set. Among them, the floor heating pipeline set includes the number and route of pipelines in the floor heating area set. The central heating pipeline set includes the number and route of pipelines in the floor heating area set. The household heating pipeline set includes the number and route of pipelines in the floor heating area set.

[0039] Preferably, by obtaining multiple sample floor heating area sets and multiple sample floor heating pipeline laying sets as training data, supervised training is performed on the framework constructed based on the convolutional neural network until the output reaches convergence, thereby obtaining the trained floor heating pipeline analysis subchannel. Based on the same principle, multiple sample central heating sets and multiple sample central heating pipeline laying sets are trained to obtain the central heating area set analysis subchannel, and multiple sample household heating area sets and multiple sample household heating pipeline laying sets are trained to obtain the household heating analysis subchannel.

[0040] In another embodiment, multiple sample floor heating area designs and multiple sample floor heating pipeline designs are interactively obtained, and then the floor heating pipeline analysis subchannel is constructed based on the back propagation neural network. The supervised training of the floor heating pipeline analysis subchannel is performed by using the multiple sample floor heating area designs and multiple sample floor heating pipeline designs. For example, multiple sample floor heating area designs are input into the floor heating pipeline analysis subchannel for intelligent analysis, and the output multiple verification floor heating pipeline designs are calculated for similarity with multiple sample floor heating pipeline designs. The data that meet the preset similarity are counted, and the proportion of the multiple sample floor heating pipeline designs is calculated, and the calculation result is used as the output accuracy of the floor heating pipeline analysis subchannel. The preset accuracy is the minimum output accuracy that needs to be achieved set by the technicians in this field. Until the output accuracy of the floor heating pipeline analysis subchannel meets the preset accuracy, the floor heating area set is synchronized to the floor heating pipeline analysis subchannel for pipeline layout analysis to obtain the floor heating pipeline set.

[0041] A400: interactively obtaining a target circuit design of the target layout space, and performing circuit layout space restoration based on the target circuit design to obtain a target space circuit model;

[0042] A500: Based on the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set, pipeline layout space restoration is performed to obtain a target space pipeline model;

[0043] In a possible embodiment, a target circuit design of the target layout space is interactively obtained, and Solidworks is used to spatially restore the circuit layout in the target layout space according to the target circuit design, thereby obtaining a three-dimensional simulated target space circuit model that can reflect the circuit layout situation in the target layout space.

[0044] Based on the same principle, the length and management quantity of the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set are respectively input into Solidworks for three-dimensional simulation, so as to restore the pipeline layout space and obtain the target space pipeline model. The target space pipeline model is used to simulate the pipeline layout of the target layout space.

[0045] A600: spatially overlap the target spatial pipeline model and the target spatial circuit model, locate pipeline intersection nodes, and obtain a target pipeline intersection node set;

[0046] In one embodiment, Figure 2 As shown, the target spatial pipeline model and the target spatial circuit model are spatially overlapped, the pipeline intersection nodes are located, and the target pipeline intersection node set is obtained. The method step A600 provided in the present application also includes:

[0047] A610: spatially overlap the target spatial pipeline model and the target spatial circuit model to obtain a target integrated pipeline model;

[0048] A620: preset cross-space constraints;

[0049] A630: regionally expanding the spatial pipelines in the target integrated pipeline model based on the cross-spatial constraints to obtain a target expanded model;

[0050] A640: Positioning pipeline intersection nodes based on the target expansion model to obtain the target pipeline intersection node set.

[0051] In a possible embodiment, the target space pipeline model and the target space circuit model are spatially overlapped in Solidworks according to the structural center of gravity of the target layout space as a reference coordinate, and the intersection nodes of the pipelines and circuits are determined, thereby obtaining a target pipeline intersection node set. The target pipeline intersection node reflects the intersection of the pipelines and circuits in the target layout space.

[0052] In one embodiment, the target spatial pipeline model and the target spatial circuit model are spatially overlapped, the two models are overlapped, and the pipelines and circuits are differentiated by color marking to obtain a target integrated pipeline model. Then, according to the user's circuit usage route, the expansion range of the intersection part is determined, that is, the preset intersection space constraint. Then, based on the intersection space constraint, the spatial pipeline in the target integrated pipeline model is regionally expanded, and the target integrated pipeline model is updated according to the expansion result, so as to obtain a target expansion model. Pipeline intersection nodes are located based on the target expansion model to obtain the target pipeline intersection node set.

[0053] A700: Interactively obtain the target soft decoration design information of the target layout space, and optimize the pipeline layout of the target pipeline intersection node set based on the target soft decoration design information as a constraint to obtain a target pipeline layout plan, wherein the target pipeline layout plan includes an optimized space pipeline plan and an optimized space circuit plan.

[0054] In one embodiment, the target soft decoration design information of the target layout space is interactively obtained, and the pipeline layout optimization of the target pipeline intersection node set is performed with the target soft decoration design information as a constraint to obtain a target pipeline layout scheme, wherein the target pipeline layout scheme includes an optimized space pipeline scheme and an optimized space circuit scheme. The method step A700 provided in the present application also includes:

[0055] A710: Calling the local soft decoration design in the target soft decoration design information according to the target pipeline cross node set to obtain a target local soft decoration design set;

[0056] A720: Optimize the pipeline of the target pipeline intersection node set according to the target local soft decoration design set and the intersection space constraint to obtain a set of alternative pipeline arrangement solutions;

[0057] A730: Optimize the circuit of the target pipeline intersection node set according to the target local soft-installation design set and the intersection space constraint to obtain a set of candidate circuit arrangement solutions;

[0058] A740: Optimizing the cost of the set of alternative pipeline arrangement solutions and the set of alternative circuit arrangement solutions to obtain the optimized spatial pipeline solution and the optimized spatial circuit solution.

[0059] In one possible embodiment, the target soft furnishing design information of the target layout space is interactively obtained, wherein the target soft furnishing design information is used to describe the number and location of the soft furnishings arranged in the target layout space, as well as the specifications and models. The pipeline layout of the target pipeline intersection node set is optimized based on the target soft furnishing design information as a constraint, that is, the pipelines and circuits that affect the soft furnishing design in the target layout space are optimized to obtain a target pipeline layout plan, wherein the target pipeline layout plan includes an optimized space pipeline plan and an optimized space circuit plan.

[0060] In one embodiment, the local soft decoration design is called in the target soft decoration design information according to the target pipeline intersection node set, that is, the local soft decoration design at the pipeline intersection node of the target pipeline intersection node set is obtained to generate the target local soft decoration design. The target local soft decoration design set is the design information that needs to be focused on.

[0061] Preferably, the pipelines of the target pipeline intersection node set are optimized according to the target local soft decoration design set and the cross-space constraint, and other layout routes that can be selected for the pipelines at the target pipeline intersection node set are determined, thereby obtaining a set of alternative pipeline layout solutions. Furthermore, other layout routes that can be selected for the circuits at the nodes in the target pipeline intersection node set are performed according to the target local soft decoration design set and the cross-space constraint, thereby obtaining a set of alternative circuit layout solutions. Cost calculation is performed on the pipeline layout distances in the alternative pipeline layout solution set and the alternative circuit layout solution set, and the solution with the lowest cost is selected as the optimized space pipeline solution and the optimized space circuit solution. The technical effect of improving the coordination of the comprehensive layout of pipelines and circuits, reducing the cost of building construction, and making the layout results of the electromechanical integrated pipeline network more in line with the soft decoration requirements of the later buildings is achieved.

[0062] Embodiment 2

[0063] Based on the same inventive concept as the optimization method for the arrangement of electromechanical integrated pipelines in the aforementioned embodiment, Figure 3 As shown, the present application provides an optimization system for the arrangement of electromechanical integrated pipelines, wherein the system comprises:

[0064] A spatial information interaction unit 1, used for interactively obtaining target functional area division and target position information of a target layout space, wherein the target functional area division includes K functional areas;

[0065] A heating characteristic analysis unit 2 is used to perform heating characteristic analysis according to the target functional area division and target location information, and divide the target functional area into a floor heating area set, a central heating area set and a household heating area set;

[0066] The pipeline layout analysis unit 3 is used to perform pipeline layout analysis on the floor heating area set, the central heating area set and the household heating area set respectively, and obtain the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set;

[0067] A circuit layout restoration unit 4 is used to interactively obtain a target circuit design of the target layout space, and perform circuit layout space restoration based on the target circuit design to obtain a target space circuit model;

[0068] The pipeline layout restoration unit 5 is used to restore the pipeline layout space based on the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set to obtain a target space pipeline model;

[0069] A spatial overlap analysis unit 6 is used to spatially overlap the target spatial pipeline model and the target spatial circuit model, locate pipeline intersection nodes, and obtain a target pipeline intersection node set;

[0070] The pipeline layout optimization unit 7 is used to interactively obtain the target soft decoration design information of the target layout space, and perform pipeline layout optimization of the target pipeline intersection node set based on the target soft decoration design information as a constraint to obtain a target pipeline layout plan, wherein the target pipeline layout plan includes an optimized space pipeline plan and an optimized space circuit plan.

[0071] Furthermore, the system also includes:

[0072] Pre-constructing a heating pipeline analysis channel, wherein the heating pipeline analysis channel includes a floor heating pipeline analysis sub-channel, a central heating analysis sub-channel and a household heating analysis sub-channel;

[0073] Synchronize the floor heating area set to the floor heating pipeline analysis subchannel to perform pipeline layout analysis to obtain the floor heating pipeline laying set;

[0074] Synchronizing the central heating area set to the central heating analysis subchannel to perform pipeline layout analysis to obtain the central heating pipeline set;

[0075] The household heating area set is synchronized to the household heating analysis sub-channel for pipeline layout analysis to obtain the household heating pipeline set.

[0076] Furthermore, the system also includes:

[0077] Interactively obtain multiple sample floor heating area designs and multiple sample floor heating pipeline designs;

[0078] Constructing the floor heating pipeline analysis subchannel based on the back propagation neural network;

[0079] Using the multiple sample floor heating area designs and the multiple sample floor heating pipeline designs to perform supervised training of the floor heating pipeline analysis subchannel until the output accuracy of the floor heating pipeline analysis subchannel meets the preset accuracy;

[0080] The floor heating area set is synchronized to the floor heating pipeline analysis sub-channel to perform pipeline layout analysis to obtain the floor heating pipeline laying set.

[0081] Furthermore, the system also includes:

[0082] Pre-constructing a heating demand analysis network, and synchronizing the target functional area division and the target location information to the heating demand analysis network to perform heating demand analysis, and obtain a predicted heating demand division;

[0083] Performing heating equipment analysis according to the predicted heating demand division to obtain predicted heating equipment division, wherein the predicted heating equipment division includes K heating equipment analysis results;

[0084] The predictive heating equipment is divided and disassembled into the floor heating area set, the central heating area set and the household heating area set according to the heating characteristics.

[0085] Furthermore, the system also includes:

[0086] Spatially overlapping the target spatial pipeline model and the target spatial circuit model to obtain a target integrated pipeline model;

[0087] Preset cross-space constraints;

[0088] Based on the cross-spatial constraints, regional expansion is performed on the spatial pipelines in the target integrated pipeline model to obtain a target expansion model;

[0089] Pipeline intersection nodes are located based on the target expansion model to obtain the target pipeline intersection node set.

[0090] Furthermore, the system also includes:

[0091] Performing a local soft decoration design call in the target soft decoration design information according to the target pipeline cross node set to obtain a target local soft decoration design set;

[0092] Perform pipeline optimization of the target pipeline intersection node set according to the target local soft decoration design set and the intersection space constraint to obtain a set of alternative pipeline arrangement solutions;

[0093] Perform circuit optimization of the target pipeline intersection node set according to the target local soft-installation design set and the intersection space constraint to obtain a set of candidate circuit arrangement solutions;

[0094] The set of candidate pipeline arrangement solutions and the set of candidate circuit arrangement solutions are screened for optimization cost to obtain the optimized spatial pipeline solution and the optimized spatial circuit solution.

[0095] Any of the methods or steps described above may be stored as computer instructions or programs in various types of computer memories, and the computer instructions or programs may be recognized by various types of computer processors to implement any of the methods or steps described above.

[0096] Based on the above specific embodiments of the present invention, any improvements and modifications made to the present invention by those skilled in the art without departing from the principles of the present invention shall fall within the patent protection scope of the present invention.

Claims

1. A method for optimizing the layout of electromechanical integrated pipelines, characterized in that: The method comprises: Interactively obtain target functional area division and target position information of the target layout space, wherein the target functional area division includes K functional areas; Perform heating characteristic analysis according to the target functional area division and target location information, and divide the target functional area into a floor heating area set, a central heating area set, and a household heating area set; Perform pipeline layout analysis on the floor heating area set, the central heating area set and the household heating area set respectively to obtain a floor heating pipeline set, a central heating pipeline set and a household heating pipeline set; Interactively obtaining a target circuit design of the target layout space, and performing circuit layout space restoration based on the target circuit design to obtain a target space circuit model; Based on the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set, the pipeline layout space is restored to obtain a target space pipeline model; Spatially overlapping the target spatial pipeline model and the target spatial circuit model, locating pipeline intersection nodes, and obtaining a target pipeline intersection node set; Interactively obtain target soft decoration design information of the target layout space, and optimize the pipeline layout of the target pipeline intersection node set with the target soft decoration design information as a constraint to obtain a target pipeline layout plan, wherein the target pipeline layout plan includes an optimized space pipeline plan and an optimized space circuit plan.

2. The method according to claim 1, characterized in that The floor heating area set, the central heating area set and the household heating area set are respectively analyzed for pipeline layout to obtain a floor heating pipeline set, a central heating pipeline set and a household heating pipeline set. The method further includes: Pre-constructing a heating pipeline analysis channel, wherein the heating pipeline analysis channel includes a floor heating pipeline analysis sub-channel, a central heating analysis sub-channel and a household heating analysis sub-channel; Synchronize the floor heating area set to the floor heating pipeline analysis subchannel to perform pipeline layout analysis to obtain the floor heating pipeline laying set; Synchronizing the central heating area set to the central heating analysis subchannel to perform pipeline layout analysis to obtain the central heating pipeline set; The household heating area set is synchronized to the household heating analysis sub-channel for pipeline layout analysis to obtain the household heating pipeline set.

3. The method according to claim 2, characterized in that The floor heating area set is synchronized to the floor heating pipeline analysis subchannel to perform pipeline layout analysis to obtain the floor heating pipeline laying set, and the method further includes: Interactively obtain multiple sample floor heating area designs and multiple sample floor heating pipeline designs; Constructing the floor heating pipeline analysis subchannel based on the back propagation neural network; Using the multiple sample floor heating area designs and the multiple sample floor heating pipeline designs to perform supervised training of the floor heating pipeline analysis subchannel until the output accuracy of the floor heating pipeline analysis subchannel meets the preset accuracy; The floor heating area set is synchronized to the floor heating pipeline analysis sub-channel to perform pipeline layout analysis to obtain the floor heating pipeline laying set.

4. The method according to claim 1, characterized in that Performing heating characteristic analysis according to the target functional area division and target location information, dividing the target functional area into a floor heating area set, a central heating area set and a household heating area set, the method further comprising: Pre-constructing a heating demand analysis network, and synchronizing the target functional area division and the target location information to the heating demand analysis network to perform heating demand analysis, and obtain a predicted heating demand division; Performing heating equipment analysis according to the predicted heating demand division to obtain predicted heating equipment division, wherein the predicted heating equipment division includes F heating equipment analysis results; The predictive heating equipment is divided and disassembled into the floor heating area set, the central heating area set and the household heating area set according to the heating characteristics.

5. The method according to claim 1, characterized in that Spatially overlapping the target spatial pipeline model and the target spatial circuit model, locating pipeline intersection nodes, and obtaining a target pipeline intersection node set, the method further includes: Spatially overlapping the target spatial pipeline model and the target spatial circuit model to obtain a target integrated pipeline model; Preset cross-space constraints; Based on the cross-spatial constraints, regional expansion is performed on the spatial pipelines in the target integrated pipeline model to obtain a target expansion model; Pipeline intersection nodes are located based on the target expansion model to obtain the target pipeline intersection node set.

6. The method according to claim 5, characterized in that Interactively obtain target soft decoration design information of the target layout space, and optimize the pipeline layout of the target pipeline intersection node set with the target soft decoration design information as a constraint to obtain a target pipeline layout scheme, wherein the target pipeline layout scheme includes an optimized space pipeline scheme and an optimized space circuit scheme, and the method further includes: Performing a local soft decoration design call in the target soft decoration design information according to the target pipeline cross node set to obtain a target local soft decoration design set; Perform pipeline optimization of the target pipeline intersection node set according to the target local soft decoration design set and the intersection space constraint to obtain a set of alternative pipeline arrangement solutions; Perform circuit optimization of the target pipeline intersection node set according to the target local soft-installation design set and the intersection space constraint to obtain a set of candidate circuit arrangement solutions; The set of candidate pipeline arrangement solutions and the set of candidate circuit arrangement solutions are screened for optimization cost to obtain the optimized spatial pipeline solution and the optimized spatial circuit solution.

7. An optimization system for the layout of electromechanical integrated pipelines, characterized in that: The system comprises: A spatial information interaction unit, used for interactively obtaining target functional area division and target position information of the target layout space, wherein the target functional area division includes K functional areas; A heating characteristic analysis unit, configured to perform heating characteristic analysis according to the target functional area division and target location information, and divide the target functional area into a floor heating area set, a central heating area set and a household heating area set; A pipeline layout analysis unit is used to perform pipeline layout analysis on the floor heating area set, the central heating area set and the household heating area set respectively, to obtain a floor heating pipeline set, a central heating pipeline set and a household heating pipeline set; A circuit layout restoration unit, configured to interactively obtain a target circuit design of the target layout space, and perform circuit layout space restoration based on the target circuit design to obtain a target space circuit model; A pipeline layout restoration unit, used to restore the pipeline layout space based on the floor heating pipeline set, the central heating pipeline set and the household heating pipeline set to obtain a target space pipeline model; A spatial overlap analysis unit, used for spatially overlapping the target spatial pipeline model and the target spatial circuit model, locating pipeline intersection nodes, and obtaining a target pipeline intersection node set; The pipeline layout optimization unit is used to interactively obtain the target soft decoration design information of the target layout space, and perform pipeline layout optimization of the target pipeline intersection node set based on the target soft decoration design information as a constraint to obtain a target pipeline layout plan, wherein the target pipeline layout plan includes an optimized space pipeline plan and an optimized space circuit plan.

Images