Karst cave landscape design method, system and equipment based on three-dimensional scanning and storage medium

Through the three-dimensional scanning method, the cave is constructed and landscape design is carried out, which solves the problems of high measurement difficulty, high safety risks and low design efficiency in traditional cave landscape design methods, and achieves accurate matching and efficient design of caves and landscapes.

CN120180554APending Publication Date: 2025-06-20中庆建设有限责任公司
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Patent Information

Application Number
CN202510264585.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-03-07
Publication Date
2025-06-20

AI Technical Summary

Technical Problem

The existing cave landscape design methods rely on manual measurement, which have problems such as high measurement difficulty, high safety risks and low design efficiency, resulting in the inability to accurately match the cave and cave landscape.

Method used

A three-dimensional scanning method is used to perform three-dimensional scanning on the inside of the cave, obtain the point cloud data set, and then pre-process it to construct a three-dimensional digital model of the cave, perform landscape design, and split the model into independent areas, transform it into images for numbering and fixed points, and finally landscape construction is carried out.

Benefits of technology

Accurate registration of cave and cave landscapes has been achieved, design efficiency and accuracy have been improved, security risks have been reduced, and data inaccuracy problems caused by traditional methods have been solved.

✦ Generated by Eureka AI based on patent content.

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Abstract

The invention discloses a karst cave landscape design method, system and equipment based on three-dimensional scanning and a storage medium, belongs to the technical field of karst cave landscape design, and solves the problem that a karst cave and a karst cave landscape cannot be accurately matched due to an existing measurement mode. Obtaining a point cloud data set; constructing a karst cave three-dimensional digital model by using the preprocessed point cloud data set; carrying out landscape design of each region on the basis of the constructed karst cave three-dimensional digital model, and splitting the karst cave three-dimensional digital model with the landscape design of each region into karst cave three-dimensional digital models of the landscape design of a plurality of independent regions; converting the karst cave three-dimensional digital models of the landscape designs of the plurality of independent areas into karst cave images of the landscape designs of the plurality of independent areas, and numbering and fixing the karst cave images of the landscape designs of the plurality of independent areas; and carrying out landscape construction on the original karst cave based on the numbered and fixed karst cave images of the landscape design of the plurality of independent areas so as to complete the design of the original karst cave landscape.
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Description

Technical Field

[0001] The present invention relates to the technical field of karst cave landscape design, and particularly to a karst cave landscape design method, system, device and storage medium based on three-dimensional scanning. Background Art

[0002] As a unique natural landscape, karst caves have complex geological structures and rich ornamental values.

[0003] However, since traditional karst cave landscape design mainly relies on manual measurement and drawing, the following problems exist:

[0004] 1) Difficult measurement: This method is time-consuming and laborious, and the internal environment of karst caves is complex. Especially for northern karst caves, with diverse topographies and landforms, it is difficult for manual measurement to comprehensively and accurately obtain the spatial data inside the karst cave, and errors are likely to occur; 2) High safety risks: The inside of karst caves is dimly lit, the ground is slippery, and there are dangers such as cave-ins. Manual measurement poses significant safety hazards; 3) Low design efficiency: The data obtained by traditional methods has low accuracy and is difficult to meet the requirements of refined design. The design process is time-consuming and laborious. Therefore, designing karst cave landscapes based on the karst cave data obtained in this way will cause problems with the inaccuracy of karst cave landscape data, and in actual construction, it will lead to problems with the precise matching of karst caves and karst cave landscape designs.

[0005] In summary, the existing methods for measuring the inside of karst caves are prone to large errors in the measurement data of the inside of karst caves, which will lead to problems with the precise matching of karst cave landscapes and karst caves during actual construction. When the karst cave and the karst cave landscape cannot be precisely matched, it will seriously affect the overall perception of tourists of the karst cave landscape. Summary of the Invention

[0006] The present invention solves the problem that the existing measurement methods will cause the karst cave and the karst cave landscape to not be precisely matched.

[0007] A karst cave landscape design method based on three-dimensional scanning according to the present invention includes the following steps:

[0008] Step S1, perform three-dimensional scanning on the inside of the original karst cave to obtain a point cloud data set;

[0009] Step S2, after preprocessing the point cloud data set, use the preprocessed point cloud data set to construct a three-dimensional digital model of the karst cave;

[0010] Step S3, based on the constructed three-dimensional digital model of the karst cave, perform landscape design on each area thereof. Based on each area of the landscape design, split the three-dimensional digital model of the karst cave with the landscape design of each area into three-dimensional digital models of landscape designs of multiple independent areas;

[0011] Step S4: The three-dimensional digital models of the karst caves for landscape design in multiple independent regions are all converted into images of the karst caves for landscape design in multiple independent regions, and the images of the karst caves for landscape design in multiple independent regions are numbered and fixed-pointed respectively.

[0012] Step S5: Based on the images of the karst caves for landscape design in multiple independent regions after numbering and fixed-pointing, landscape construction is carried out on the original karst cave, thereby completing the design of the original karst cave landscape.

[0013] Further, in an embodiment of the present invention, in step S1, a handheld laser scanner is used to perform three-dimensional scanning on the interior of the original karst cave.

[0014] Further, in an embodiment of the present invention, in step S2, the preprocessing of the point cloud data set includes the following steps:

[0015] Step S201: Remove the noise and outliers in the point cloud data set respectively.

[0016] Step S202: Register the point cloud data set after removing the noise and outliers respectively.

[0017] Step S203: After performing simplification processing on the registered point cloud data set, the preprocessing of the point cloud data set is completed.

[0018] Further, in an embodiment of the present invention, in step S2, the construction of the three-dimensional digital model of the karst cave by using the preprocessed point cloud data set is specifically as follows:

[0019] Use the preprocessed point cloud data set to construct a three-dimensional digital model of the karst cave, and perform correction and optimization processing on the three-dimensional digital model of the karst cave respectively, then the construction of the three-dimensional digital model of the karst cave is completed.

[0020] Further, in an embodiment of the present invention, the landscape design includes a landscape area, path planning, lighting design, safety facility design, signs and a guiding system.

[0021] Further, in an embodiment of the present invention, it includes the following steps:

[0022] Step S6: After the design and construction of the original karst cave landscape are completed, three-dimensional scanning is carried out on the karst cave with landscape design in each region, and it is compared with the three-dimensional digital model of the karst cave with landscape design in each region designed in step S3. If they match, the design of the original karst cave landscape is completed; otherwise, the operations of steps S3 to S6 are executed.

[0023] Further, in an embodiment of the present invention, in step S4, for the karst cave images of the landscape design of multiple independent regions, numbering and positioning are specifically performed as follows:

[0024] After numbering the karst cave images of the landscape design of multiple independent regions in sequence, based on the numbering sequence, positioning is performed at the edges of the karst cave images of the landscape design of multiple independent regions.

[0025] A karst cave landscape design system based on 3D scanning according to the present invention includes the following modules:

[0026] Module S1, performing 3D scanning on the interior of the original karst cave to obtain a point cloud data set;

[0027] Module S2, after preprocessing the point cloud data set, using the preprocessed point cloud data set to construct a 3D digital model of the karst cave;

[0028] Module S3, performing landscape design on each region based on the constructed 3D digital model of the karst cave, and based on each region of the landscape design, splitting the 3D digital model of the karst cave with the landscape design of each region into 3D digital models of the landscape design of multiple independent regions;

[0029] Module S4, converting the 3D digital models of the landscape design of multiple independent regions into karst cave images of the landscape design of multiple independent regions, and performing numbering and positioning on the karst cave images of the landscape design of multiple independent regions;

[0030] Module S5, performing landscape construction on the original karst cave based on the numbered and positioned karst cave images of the landscape design of multiple independent regions, thereby completing the design of the original karst cave landscape.

[0031] An electronic device according to the present invention includes a processor, a communication interface, a memory, and a communication bus. Among them, the processor, the communication interface, and the memory complete mutual communication through the communication bus;

[0032] The memory is used to store a computer program;

[0033] The processor is used to implement the method steps of any of the above methods when executing the program stored on the memory.

[0034] A computer-readable storage medium according to the present invention stores a computer program therein, and when the computer program is executed by a processor, it implements the method steps of any of the above methods.

[0035] The present invention solves the problem that the existing measurement methods may cause inaccurate matching between karst caves and karst cave landscapes. The specific beneficial effects include:

[0036] 1. A method for karst cave landscape design based on 3D scanning. In the existing methods for measuring the interior of karst caves, the measurement data of the cave interior is prone to large errors, which may lead to problems in the accurate matching of karst cave landscapes during actual construction. To solve the above technical problems, the present invention uses a data acquisition method suitable for karst caves with complex internal environments, especially those with diverse terrains and landforms. After landscape design based on the constructed 3D digital model of the karst cave and splitting the 3D digital model of the karst cave with landscape designs for each region, the 3D digital models of the karst cave landscape designs for multiple independent regions obtained after splitting are all converted into 2D images of the karst cave landscape designs for multiple independent regions. Then, numbers and fixed points are assigned to the 2D images of the karst cave landscape designs for multiple independent regions. During the actual construction process, accurate registration of the karst cave and the karst cave landscape can be completed;

[0037] 2. A method for karst cave landscape design based on 3D scanning. In the prior art, when converting the 3D digital model of the karst cave with landscape designs for each region into 2D images of the karst cave with landscape designs for each region, due to the limited resolution of 2D images, the problem of being unable to fully restore the details of the 3D model may occur, and the converted 2D images are prone to losing the original accuracy and details of the 3D model. To overcome the above technical problems, the present invention first splits the 3D digital model of the karst cave with landscape designs for each region into 3D digital models of the karst cave landscape designs for multiple independent regions, and then converts the 3D digital models of the karst cave landscape designs for multiple independent regions into 2D images of the karst cave landscape designs for multiple independent regions. In this way, as many details as possible can be retained when converting the 3D model into a 2D image;

[0038] 3. A method for karst cave landscape design based on 3D scanning. In the prior art, when directly referring to the 2D images of the karst cave landscape designs for multiple independent regions for construction, due to possible errors or noises in the 2D data from different perspectives, the alignment and registration of 2D data in 3D space may be inaccurate. To overcome the above technical problems, the present invention assigns numbers and fixed points to the 2D images of the karst cave landscape designs for multiple independent regions, and performs landscape construction on the original karst cave based on the 2D images of the karst cave landscape designs for multiple independent regions after numbering and fixing points. It can achieve accurate alignment and registration of 2D data from multiple perspectives, thereby completing the design of the original karst cave landscape;

[0039] A method for karst cave landscape design based on 3D scanning according to the present invention obtains high-precision spatial data by performing 3D scanning on the interior of the karst cave, constructs a 3D model of the karst cave, and performs landscape design on this basis, improving the efficiency and accuracy of the design and reducing safety risks. BRIEF DESCRIPTION OF THE DRAWINGS

[0040] The above and / or additional aspects and advantages of the present invention will become apparent and be readily understood from the following description of embodiments in conjunction with the accompanying drawings, wherein:

[0041] Figure 1 is the original three-dimensional scanning model diagram of the karst cave described in Embodiment 4;

[0042] Figure 2 is the flowchart of the three-dimensional point cloud data preprocessing described in Embodiment 3;

[0043] Figure 3 is the flowchart of the landscape design based on the three-dimensional model described in Embodiment 1. Specific Embodiments

[0044] The following will clearly and completely describe various embodiments of the present invention in conjunction with the accompanying drawings. The embodiments described by referring to the accompanying drawings are exemplary and are intended to explain the present invention, and should not be construed as limiting the present invention.

[0045] Embodiment 1. A method for karst cave landscape design based on three-dimensional scanning according to this embodiment includes the following steps:

[0046] Step S1, perform three-dimensional scanning on the interior of the original karst cave to obtain a point cloud data set;

[0047] Step S2, after preprocessing the point cloud data set, use the preprocessed point cloud data set to construct a three-dimensional digital model of the karst cave;

[0048] Step S3, perform landscape design on each area based on the constructed three-dimensional digital model of the karst cave. Based on each area of the landscape design, split the three-dimensional digital model of the karst cave with the landscape design of each area into three-dimensional digital models of the landscape design of multiple independent areas;

[0049] Step S4, convert the three-dimensional digital models of the landscape design of multiple independent areas into three-dimensional digital models of the landscape design of multiple independent areas, and number and fix points for the three-dimensional digital models of the landscape design of multiple independent areas;

[0050] Step S5, perform landscape construction on the original karst cave based on the three-dimensional digital models of the landscape design of multiple independent areas after numbering and fixing points, thereby completing the design of the original karst cave landscape.

[0051] In the prior art, manual measurement of the internal data of karst caves is usually adopted, which often easily causes errors in the measurement data, resulting in errors in the karst cave landscape design. During the actual construction process, it is easy to cause the problem that the karst cave does not match the karst cave landscape.

[0052] To solve the above technical problems, as Figure 3As shown in the figure, this embodiment proposes a karst cave landscape design method based on 3D scanning. This design method uses a data acquisition method suitable for karst caves with complex internal environments, especially those with diverse terrains and landforms. After landscape design based on the constructed 3D digital model of the karst cave and splitting the 3D digital model of the karst cave with landscape design for each area, the 3D digital model of the karst cave with landscape design for multiple independent areas obtained after splitting is converted into karst cave images with landscape design for multiple independent areas. And the karst cave images with landscape design for multiple independent areas are numbered and fixed-pointed. During the actual construction process, accurate registration of the karst cave and the karst cave landscape can be completed.

[0053] It should be noted that if the 3D digital model of the karst cave with landscape design for each area is directly converted into a karst cave image with landscape design for each area, during the conversion process, due to the limited resolution of the 2D image and the problem of being unable to fully restore the details of the 3D model, it is easy for the converted 2D image to lose the original accuracy and details of the 3D model. To solve the above technical problems, in this embodiment, the 3D digital model of the karst cave with landscape design for each area is first split into 3D digital models of the karst cave with landscape design for multiple independent areas, and then the 3D digital models of the karst cave with landscape design for multiple independent areas are all converted into karst cave images with landscape design for multiple independent areas. In this way, it can be realized that the 3D model is converted into a 2D image while retaining as many details as possible.

[0054] The processes of splitting the 3D model into multiple independent 3D models and converting multiple independent 3D models into multiple independent 2D images in this embodiment are all existing technical means, and will not be elaborated here.

[0055] In addition, if the construction is directly carried out with reference to the karst cave images with landscape design for multiple independent areas, due to the possible errors or noises in the 2D data from different perspectives and the problem that the alignment and registration of the 2D data in the 3D space may be inaccurate. To solve the above technical problems, in this embodiment, the karst cave images with landscape design for multiple independent areas are numbered and fixed-pointed, and based on the karst cave images with landscape design for multiple independent areas after numbering and fixed-pointing, landscape construction is carried out on the original karst cave, which can realize the accurate alignment and registration of 2D data from multiple perspectives, so as to complete the design of the original karst cave landscape.

[0056] The technical means of numbering and fixed-pointing in this embodiment are all existing technical means, and will not be elaborated here.

[0057] Embodiment 2: This embodiment further limits the method for designing a karst cave landscape based on 3D scanning described in Embodiment 1. In step S1, a handheld laser scanner is used to perform 3D scanning on the interior of the original karst cave.

[0058] In this embodiment, the three-dimensional data acquisition of the karst cave: Use a three-dimensional scanning device suitable for the karst cave environment to scan the interior of the karst cave to obtain the original point cloud data set.

[0059] Due to the complex internal environment of the karst cave and the changeable terrain and landform, in order to obtain the data inside the karst cave comprehensively, a handheld laser scanner is selected, which is more compact and convenient and can better be applied to the scanning of narrow spaces inside the karst cave.

[0060] Scan point by point inside the karst cave according to the planned path to ensure that the scanning coverage rate reaches 100%, and record the scanning parameters.

[0061] Embodiment 3. This embodiment further limits a method for karst cave landscape design based on three-dimensional scanning described in Embodiment 1. In step S2, the preprocessing of the point cloud data set includes the following steps:

[0062] Step S201, respectively remove the noise and outliers in the point cloud data set;

[0063] Step S202, register the point cloud data set after removing the noise and outliers respectively;

[0064] Step S203, after simplifying the registered point cloud data set, the preprocessing of the point cloud data set is completed.

[0065] In this embodiment, as Figure 2 shown, the preprocessing of the point cloud data set includes the following steps:

[0066] Step S201, data import: Import the collected point cloud data into the data processing software.

[0067] Step S202, denoising processing: Use a filtering algorithm to remove the noise and outliers in the point cloud.

[0068] Step S203, data registration: Adopt the ICP (Iterative Closest Point) algorithm to accurately register the data of multiple scanning stations to generate a consistent overall model.

[0069] Step S204, model simplification: Simplify the point cloud data to reduce the data volume, improve the subsequent processing efficiency, and retain the key spatial features at the same time.

[0070] Therefore, in this embodiment, by processing the original point cloud data set, including denoising, alignment, stitching and simplification, a complete three-dimensional model of the karst cave is generated.

[0071] Embodiment 4. This embodiment further limits a karst cave landscape design method described in Embodiment 1. In step S2, constructing a three-dimensional digital model of the karst cave using the preprocessed point cloud data set specifically includes:

[0072] Construct a three-dimensional digital model of the karst cave using the preprocessed point cloud data set, and perform correction and optimization processing on the three-dimensional digital model of the karst cave respectively, then the construction of the three-dimensional digital model of the karst cave is completed.

[0073] In this embodiment, as Figure 1 shown, use the three-dimensional modeling software Revit, import the preprocessed point cloud data, construct a three-dimensional digital model of the karst cave according to the point cloud data using Revit software, and correct and optimize the model to ensure the accuracy and integrity of the model.

[0074] Embodiment 5. This embodiment further limits a karst cave landscape design method described in Embodiment 1. The landscape design includes a landscape area, path planning, lighting design, safety facility design, signs and a wayfinding system.

[0075] Three-dimensional positive elevation design of the karst cave landscape: Combine the elevation of the original scan model, draw the elevation view of the karst cave landscape, optimize the original layout, protect the existing landscape to the greatest extent, and carry out landscape optimization design on the basis of the existing landscape.

[0076] Path planning: According to the characteristics of the internal space of the karst cave, plan the tourist visit path, and design the positions and forms of facilities such as footpaths, ladders and handrails.

[0077] Lighting design: Considering the dark environment of the karst cave, design the lighting scheme, including the positions of lighting equipment, light source types, illumination intensities and colors, etc. The key is to highlight the spatial hierarchy and characteristic landscapes of the karst cave.

[0078] Signs and wayfinding system: Design signs and a wayfinding system inside the karst cave to provide route guidance and scenic spot introductions, and enhance the tourist experience.

[0079] Safety facility design: Plan emergency exits, fire protection facilities and monitoring systems to ensure the safety of tourists.

[0080] Embodiment 6. This embodiment further limits a karst cave landscape design method described in Embodiment 1, including the following steps:

[0081] Step S6: After the design and construction of the original karst cave landscape are completed, perform a 3D scan on the karst cave with the landscape design for each area, and compare it with the 3D digital model of the karst cave with the landscape design for each area designed in Step S3. If they match, the design of the original karst cave landscape is completed; otherwise, perform the operations in Steps S3 to S6.

[0082] In this embodiment, after the construction is completed, perform a secondary scan on the karst cave, and compare the model obtained from the secondary scan with the design model to improve the acceptance efficiency.

[0083] Embodiment Seven: This embodiment further limits a method for designing a karst cave landscape based on 3D scanning described in Embodiment One. In Step S4, for the karst cave images with the landscape design for multiple independent areas, numbering and fixing points are specifically performed as follows:

[0084] After numbering the karst cave images with the landscape design for multiple independent areas in sequence, based on the numbering sequence, fix points at the edges of the karst cave images with the landscape design for multiple independent areas.

[0085] In this embodiment, in order to achieve precise alignment and registration between the karst cave and the karst cave landscape, the karst cave images with the landscape design for multiple independent areas are numbered in sequence. Based on the numbering, construction can be carried out in sequence, and based on the fixed points at the edges of the karst cave images with the landscape design for multiple independent areas, the problem of registration accuracy caused by possible errors or noises in data from different perspectives is effectively reduced.

[0086] Embodiment Eight: A system for designing a karst cave landscape based on 3D scanning described in this embodiment includes the following modules:

[0087] Module S1: Perform a 3D scan on the interior of the original karst cave to obtain a point cloud data set;

[0088] Module S2: After preprocessing the point cloud data set, use the preprocessed point cloud data set to construct a 3D digital model of the karst cave;

[0089] Module S3: Based on the constructed 3D digital model of the karst cave, perform landscape design for each area of it. Based on each area of the landscape design, split the 3D digital model of the karst cave with the landscape design for each area into 3D digital models of the karst cave with the landscape design for multiple independent areas;

[0090] Module S4: Convert the 3D digital models of the karst cave with the landscape design for multiple independent areas into karst cave images with the landscape design for multiple independent areas, and perform numbering and fixing points on the karst cave images with the landscape design for multiple independent areas;

[0091] Module S5 performs landscape construction on the original karst cave based on the karst cave images of the landscape design of multiple independent areas after numbering and fixing points, thereby completing the design of the original karst cave landscape.

[0092] Embodiment Nine: An electronic device described in this embodiment includes a processor, a communication interface, a memory, and a communication bus. Among them, the processor, the communication interface, and the memory complete mutual communication through the communication bus;

[0093] The memory is used to store computer programs;

[0094] The processor, when executing the programs stored on the memory, implements the method steps described in any one of Embodiments One - Seven.

[0095] Embodiment Ten: A computer - readable storage medium described in this embodiment stores a computer program, and when the computer program is executed by a processor, it implements the method steps described in any one of Embodiments One - Seven.

[0096] The above has introduced in detail a method, a system, a device, and a storage medium for karst cave landscape design based on three - dimensional scanning. Specific examples are used in this article to elaborate on the principle and implementation of the present invention. The description of the above embodiments is only used to help understand the method and its core idea of the present invention; at the same time, for those of ordinary skill in the art, according to the idea of the present invention, there will be changes in the specific implementation and application scope. In summary, the content of this specification should not be construed as a limitation of the present invention.

Claims

1. A karst cave landscape design method based on three-dimensional scanning, characterized in that: The following steps are involved: Step S1, performing a three-dimensional scan on the interior of the original cave to obtain a point cloud data set; Step S2, after preprocessing the point cloud data set, constructing a three-dimensional digital model of the cave using the preprocessed point cloud data set; Step S3, performing landscape design for each area of ​​the karst cave based on the constructed three-dimensional digital model, and splitting the three-dimensional digital model of the karst cave with the landscape design for each area into three-dimensional digital models of the karst cave with the landscape design for multiple independent areas based on the landscape design areas; Step S4, the three-dimensional digital models of the karst caves in the landscape design of the multiple independent areas are converted into images of the karst caves in the landscape design of the multiple independent areas, and the images of the karst caves in the landscape design of the multiple independent areas are numbered and fixed; Step S5, based on the karst cave images of the landscape designs of the multiple independent areas after numbering and positioning, landscape construction is performed on the original karst cave, thereby completing the design of the original karst cave landscape.

2. The method for designing a karst cave landscape based on three-dimensional scanning according to claim 1, characterized in that: In the step S1, a handheld laser scanner is used to perform a three-dimensional scan on the interior of the original cave.

3. The method for designing a karst cave landscape based on three-dimensional scanning according to claim 1, characterized in that: In the step S2, the point cloud data set is preprocessed, including the following steps: Step S201, removing noise and abnormal points in the point cloud data set respectively; Step S202, registering the point cloud data sets from which noise and outliers are removed; Step S203, after simplifying the registered point cloud data set, the preprocessing of the point cloud data set is completed.

4. The method for designing a karst cave landscape based on three-dimensional scanning according to claim 1, characterized in that: In the step S2, the three-dimensional digital model of the cave is constructed by using the pre-processed point cloud data set, specifically: The three-dimensional digital model of the karst cave is constructed using the preprocessed point cloud data set, and the three-dimensional digital model of the karst cave is corrected and optimized respectively, thereby completing the construction of the three-dimensional digital model of the karst cave.

5. The method for designing a karst cave landscape based on three-dimensional scanning according to claim 1, characterized in that: The landscape design includes landscape areas, path planning, lighting design, safety facility design, signs and guidance systems.

6. The method for designing a karst cave landscape based on three-dimensional scanning according to claim 1, characterized in that: The following steps are involved: Step S6, after the design and construction of the original karst cave landscape is completed, the karst cave with the landscape design of each area is three-dimensionally scanned and compared with the three-dimensional digital model of the karst cave with the landscape design of each area designed in step S3. If they match, the design of the original karst cave landscape is completed. Otherwise, the operations of steps S3 to S6 are executed.

7. The method for designing a karst cave landscape based on three-dimensional scanning according to claim 1, characterized in that: In the step S4, the karst cave images of the landscape design of the multiple independent areas are numbered and fixed, specifically: After the karst cave images of the landscape designs of the multiple independent regions are numbered in sequence, the edges of the karst cave images of the landscape designs of the multiple independent regions are fixed based on the numbering sequence.

8. A karst cave landscape design system based on three-dimensional scanning, characterized in that: Includes the following modules: Module S1, three-dimensional scanning of the interior of the original cave to obtain a point cloud data set; Module S2, after preprocessing the point cloud data set, uses the preprocessed point cloud data set to construct a three-dimensional digital model of the cave; Module S3, based on the constructed three-dimensional digital model of the karst cave, performs landscape design for each area, and based on each area of ​​the landscape design, splits the three-dimensional digital model of the karst cave with the landscape design for each area into three-dimensional digital models of the karst cave with landscape designs for multiple independent areas; Module S4, the three-dimensional digital models of the karst caves of the landscape design of the multiple independent areas are converted into the karst cave images of the landscape design of the multiple independent areas, and the karst cave images of the landscape design of the multiple independent areas are numbered and fixed; Module S5, based on the karst cave images of the landscape design of multiple independent areas after numbering and positioning, landscape construction is carried out on the original karst cave, thereby completing the design of the original karst cave landscape.

9. An electronic device, characterized in that: It includes a processor, a communication interface, a memory and a communication bus, wherein the processor, the communication interface and the memory communicate with each other through the communication bus; Memory, used to store computer programs; A processor, for implementing the method steps described in any one of claims 1 to 7 when executing a program stored in a memory.

10. A computer-readable storage medium, characterized in that: The computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the method steps described in any one of claims 1 to 7 are implemented.