Intelligent VR panoramic shopping guide system based on big data cloud platform
Through the intelligent VR panoramic shopping guide system based on the big data cloud platform, VR panoramic pictures with navigation, sound effects, animation and interactive design are generated and integrated. The problem of inability to intuitively display shopping mall layout in the existing technology is solved, and the effect of user interaction understanding of shopping mall structure and accurate product recommendations is achieved.
Patent Information
- Application Number
- CN202510244295.5
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-03
- Publication Date
- 2025-06-13
- Estimated Expiration
- Not applicable · inactive patent
AI Technical Summary
In the prior art, the layout of the shopping mall is introduced through maps, and the spatial relationships inside the shopping mall cannot be visually displayed.
It adopts an intelligent VR panoramic shopping guide system based on the big data cloud platform, and generates and integrates navigation, sound effects, animation and interactive design VR panoramic maps through data collection, processing and storage, so that users can interact and understand the shopping mall layout.
This realizes an intuitive display of the mall layout, and users can better understand the mall structure through VR panoramic interaction and provide accurate product recommendations.
Smart Images

Figure CN120146957A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of VR panoramic shopping guide, and in particular to an intelligent VR panoramic shopping guide system based on a big data cloud platform. Background Art
[0002] In some large shopping malls, in order to facilitate customers to understand the layout of the mall, most of them will introduce each floor through a map. Most of the maps are presented in a flat manner and are not easy to understand.
[0003] In the prior art, through the way of map introduction, the layout of the mall cannot be intuitively displayed. Therefore, we propose an intelligent VR panoramic shopping guide system based on a big data cloud platform to solve the above problems. Summary of the Invention
[0004] The purpose of the present invention is to solve the drawback that in the prior art, through the way of map introduction, the layout of the mall cannot be intuitively displayed, and to propose an intelligent VR panoramic shopping guide system based on a big data cloud platform.
[0005] In order to achieve the above purpose, the present invention adopts the following technical scheme:
[0006] An intelligent VR panoramic shopping guide system based on a big data cloud platform, including a data acquisition module, a data processing module, a big data cloud platform, a data extraction module, a VR panoramic generation module, an integration module, a navigation module, an interaction module, an access module, a management module, a suggestion feedback module, a classification module, a sorting module and an output module. The data acquisition module is connected to the data processing module, the data processing module is connected to the big data cloud platform, the big data cloud platform is connected to the data extraction module, the data extraction module is connected to the VR panoramic generation module, the VR panoramic generation module is connected to the integration module, the navigation module is connected to the integration module, the integration module is connected to the interaction module, the management module is connected to the interaction module, the access module is connected to the interaction module and the suggestion feedback module, the suggestion feedback module is connected to the classification module, the classification module is connected to the sorting module, and the sorting module is connected to the output module.
[0007] Preferably, the data acquisition module is used for image acquisition inside the mall, the data processing module processes the acquired data, the big data cloud platform stores the processed data, the big data cloud platform provides data storage, processing and analysis services, supports the integration and management of multi-source heterogeneous data, and helps users extract valuable information from massive data; the cloud platform uses virtualization technology to integrate computing and storage resources to form an efficient resource management and allocation environment. At the same time, it supports distributed parallel programming to meet the high-performance computing requirements.
[0008] Preferably, the data extraction module extracts the stored image data. The VR panoramic generation module stitches the image data into a complete panoramic photo, imports the processed panoramic photo into a VR panoramic production tool, and performs integrated editing on the VR panorama through the integration module, including integrating the navigation function of the navigation module into the VR panorama, integrating the sound effects, animations, and interactive designs of the background and navigation buttons into the VR panorama at the same time, and transmitting the integrated VR multimedia panorama to the interaction module.
[0009] Preferably, the access module is used for user login. After the user logs in, they can perform VR panoramic interactions in the interaction module to understand the mall layout. Based on the user's operation behavior and historical browsing data, intelligent matching is performed to provide accurate product recommendations.
[0010] Preferably, the suggestion feedback module is used to put forward suggestions after VR panoramic interactions. The classification module classifies the suggestions, the sorting module sorts the classified data from most to least in terms of quantity, and the output module outputs the sorted suggestions.
[0011] Preferably, the big data cloud platform includes a data storage unit, which is connected to a data management unit. The data management unit is connected to a data calculation unit. The data calculation unit is connected to a data analysis unit. The data analysis unit is connected to a data mining unit.
[0012] Preferably, the data processing module includes a graphic receiving unit, which is connected to a color correction unit. The color correction unit is connected to a contrast adjustment unit. The contrast adjustment unit is connected to a graphic optimization unit.
[0013] Preferably, the data acquisition module includes a panoramic camera, a tripod, a pan-tilt head, and a stabilizer. The pan-tilt head is installed on the stabilizer, the panoramic camera is fixed on the pan-tilt head, and the stabilizer is installed on the tripod.
[0014] Preferably, the management module includes an identity authentication unit, which is connected to a management unit. The management unit is connected to an operation record unit.
[0015] Preferably, the VR panoramic production tool includes Unreal Engine, Unity, or 3D Vista STUDIO.
[0016] In the present invention, the beneficial effects of the intelligent VR panoramic shopping guide system based on a big data cloud platform are as follows:
[0017] The image acquisition module collects images inside the shopping mall, the data processing module processes the collected data, and the big data cloud platform stores the processed data; the data extraction module extracts the stored image data, and the VR panoramic generation module stitches the image data into a complete panoramic photo and imports the processed panoramic photo into the VR panoramic production tool;
[0018] The integration module integrates and edits the VR panorama, edits the navigation of the navigation module into the VR panorama, and simultaneously edits sound effects, animations, and interactive designs into the VR panorama. The edited VR panorama is transmitted to the interaction module. The access module is used for user login. After the user logs in, they can have VR panorama interactions in the interaction module to understand the layout of the shopping mall;
[0019] Through the production of the VR panorama of the shopping mall and the integration of navigation, sound effects, animations, and interactive designs into the VR panorama, users can have VR panorama interactions in the interaction module after logging in, and can more intuitively understand the layout of the shopping mall. BRIEF DESCRIPTION OF THE DRAWINGS
[0020] Figure 1 It is a block diagram of an intelligent VR panoramic shopping guide system based on a big data cloud platform proposed by the present invention;
[0021] Figure 2 It is a block diagram of the big data cloud platform of an intelligent VR panoramic shopping guide system based on a big data cloud platform proposed by the present invention;
[0022] Figure 3 It is a block diagram of the data processing module of an intelligent VR panoramic shopping guide system based on a big data cloud platform proposed by the present invention;
[0023] Figure 4 It is a block diagram of the data acquisition module of an intelligent VR panoramic shopping guide system based on a big data cloud platform proposed by the present invention;
[0024] Figure 5 It is a block diagram of the management module of an intelligent VR panoramic shopping guide system based on a big data cloud platform proposed by the present invention. DETAILED DESCRIPTION OF THE EMBODIMENTS
[0025] Next, the technical solutions in the embodiments of the present invention will be clearly and completely described in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, rather than all of the embodiments.
[0026] Embodiment 1
[0027] Refer to Figures 1 - 5, An intelligent VR panoramic shopping guide system based on a big data cloud platform, including a data acquisition module, a data processing module, a big data cloud platform, a data extraction module, a VR panoramic generation module, an integration module, a navigation module, an interaction module, an access module, a management module, a suggestion feedback module, a classification module, a sorting module, and an output module. The data acquisition module is connected to the data processing module, the data processing module is connected to the big data cloud platform, the big data cloud platform is connected to the data extraction module, the data extraction module is connected to the VR panoramic generation module, the VR panoramic generation module is connected to the integration module, the navigation module is connected to the integration module, the integration module is connected to the interaction module, the management module is connected to the interaction module, the access module is connected to the interaction module and the suggestion feedback module, the suggestion feedback module is connected to the classification module, the classification module is connected to the sorting module, and the sorting module is connected to the output module.
[0028] In this embodiment, the data acquisition module is used to collect images inside the mall, the data processing module processes the collected data, and the big data cloud platform stores the processed data. The big data cloud platform provides data storage, processing, and analysis services, supports the integration and management of multi-source heterogeneous data, and helps users extract valuable information from massive data. The cloud platform uses virtualization technology to integrate computing and storage resources to form an efficient resource management and allocation environment. At the same time, it supports distributed parallel programming to meet the needs of high-performance computing.
[0029] In this embodiment, the data extraction module extracts the stored image data, and the VR panoramic generation module stitches the image data into a complete panoramic photo. The processed panoramic photo is imported into a VR panoramic production tool, and the VR panorama is integrated and edited through the integration module. This integrated editing integrates the navigation function of the navigation module into the VR panorama, and at the same time integrates the sound effects, animations triggered by the background and buttons, and scene interaction switching into the VR panorama. The integrated VR multimedia panorama is transmitted to the interaction module.
[0030] In this embodiment, the access module is used for user login. After the user logs in, they can perform VR panoramic interactions in the interaction module to understand the mall layout. Based on the user's operation behavior and historical browsing data, intelligent matching is performed to provide accurate product recommendations.
[0031] In this embodiment, the suggestion feedback module is used to put forward suggestions after VR panoramic interactions. The classification module classifies the suggestions, the sorting module sorts the classified data from most to least in terms of quantity, and the output module outputs the sorted suggestions.
[0032] In this embodiment, the big data cloud platform includes a data storage unit, the data storage unit is connected to a data management unit, the data management unit is connected to a data calculation unit, the data calculation unit is connected to a data analysis unit, and the data analysis unit is connected to a data mining unit.
[0033] In this embodiment, the data processing module includes a graphic receiving unit, the graphic receiving unit is connected to a color correction unit, the color correction unit is connected to a contrast adjustment unit, and the contrast adjustment unit is connected to a graphic optimization unit.
[0034] In this embodiment, the data acquisition module includes a panoramic camera, a tripod, a pan-tilt head, and a stabilizer. The pan-tilt head is installed on the stabilizer, the panoramic camera is fixed on the pan-tilt head, and the stabilizer is installed on the tripod.
[0035] In this embodiment, the management module includes an authentication unit, the authentication unit is connected to a management unit, and the management unit is connected to an operation record unit.
[0036] In this embodiment, the VR panoramic production tool includes Unreal Engine, Unity, or 3DVista STUDIO.
[0037] In this embodiment, the system working process is as follows: First, obtain the mall layout map, select image acquisition points according to the mall layout (image acquisition points are set in the range where people can walk, and the distance between each image acquisition point is maintained at 5 - 8 meters), and confirm the orientation and quantity of image acquisition required for each image acquisition point (4 - 6 orientations are selected for image acquisition at each image acquisition point). Number the selected image acquisition points in the order from south to north and from east to west to ensure that the internal layout of the mall can be fully imaged. Then, install the pan-tilt on the stabilizer, fix the panoramic camera on the pan-tilt, and install the stabilizer on the tripod. Use the panoramic camera to acquire images of the mall interior. Image acquisition is performed at each image acquisition point, and the acquired images are numbered according to their acquisition points. The orientation and quantity of the images acquired at each image acquisition point are also marked. Next, transmit the mall layout, the selection and numbering of image acquisition points, the acquired images, the image acquisition points to which the acquired images belong, as well as the orientation and quantity to the data processing module. The data processing module processes the acquired data, removes invalid or incorrect data points, such as abnormal data caused by equipment failures, environmental interference, or user errors, integrates and unifies data from different sources to form a consistent dataset, for example, integrating the acquisition images of the same image acquisition point together and classifying them according to the numbers of the image acquisition points. Then, transmit the processed data to the big data cloud platform for storage. The big data cloud platform stores the processed data. The big data cloud platform provides data storage, processing, and analysis services, supports the integration and management of multi-source heterogeneous data, and helps users extract valuable information from the vast amount of data;The cloud platform utilizes virtualization technology to integrate computing and storage resources, forming an efficient resource management and allocation environment. At the same time, it supports distributed parallel programming to meet the needs of high-performance computing. The data extraction module extracts data such as the mall layout, the selection and labeling of image acquisition points, the acquired images, the image acquisition points to which the acquired images belong, as well as the orientation and quantity stored in the big data cloud platform. The extraction is carried out in sequence according to the labeling of the image acquisition points, and then transmitted to the VR panoramic generation module. The VR panoramic generation module combines the image data of adjacent orientations into a complete panoramic photo according to the image acquisition points and the orientation of the acquired images in combination with the mall layout. The panoramic picture is processed by importing the taken photos into video editing software, performing editing, splicing, removing redundant parts, and adjusting colors to make the picture more vivid. Sound effects and background music are added to enhance the immersion. The processed panoramic photo is imported into the VR panoramic production tool, and the VR panorama is integrated and edited through the integration module. This integration edits integrates the navigation function of the navigation module into the VR panorama, and simultaneously integrates the sound effects, animations triggered by the background and buttons, and scene interaction switching into the VR panorama. The integrated VR multimedia panorama is transmitted to the interaction module. The interaction module adds hotspots, such as buttons, arrows, etc., at specific positions in the panoramic picture, selects interaction types for the hotspots, such as scene switching, picture / text display, hyperlink jump, video / audio playback, etc., configures corresponding parameters according to the interaction types, such as associated scenes, picture / text content, link addresses, video / audio files, etc., and adjusts the position, size, style, etc. of the hotspots to ensure that users can easily discover and operate. After the user logs in, they can perform VR panoramic interactions in the interaction module to understand the mall layout. Based on the user's operation behavior and historical browsing data, intelligent matching is performed to provide accurate product recommendations. The suggestion feedback module puts forward suggestions after the VR panoramic interaction, the classification module classifies the suggestions, the sorting module sorts the classified data from more to less according to the quantity, and the output module outputs the sorted suggestions.;
[0038] Embodiment 2
[0039] The difference between this embodiment and Embodiment 1 lies in: An intelligent VR panoramic shopping guide system based on a big data cloud platform, which includes a data collection module, a data processing module, a big data cloud platform, a data extraction module, a VR panoramic generation module, an integration module, a navigation module, an interaction module, an access module, a management module, a suggestion feedback module, a classification module, a sorting module, a reward module and an output module. The data collection module is connected to the data processing module, the data processing module is connected to the big data cloud platform, the big data cloud platform is connected to the data extraction module, the data extraction module is connected to the VR panoramic generation module, the VR panoramic generation module is connected to the integration module, the navigation module is connected to the integration module, the integration module is connected to the interaction module, the management module is connected to the interaction module, the access module is connected to the interaction module and the suggestion feedback module, the suggestion feedback module is connected to the classification module, the classification module is connected to the sorting module, the sorting module is connected to the output module, and the reward module is connected to the sorting module.
[0040] In this embodiment, the data collection module is used to collect images inside the mall, the data processing module processes the collected data, and the big data cloud platform stores the processed data. The big data cloud platform provides data storage, processing and analysis services, supports the integration and management of multi-source heterogeneous data, and helps users extract valuable information from massive data; the cloud platform uses virtualization technology to integrate computing and storage resources to form an efficient resource management and allocation environment. At the same time, it supports distributed parallel programming to meet the high-performance computing requirements.
[0041] In this embodiment, the data extraction module extracts the stored image data, and the VR panoramic generation module stitches the image data into a complete panoramic photo. The processed panoramic photo is imported into a VR panoramic production tool, and the VR panorama is integrated and edited through the integration module. This integration and editing integrates the navigation function of the navigation module into the VR panorama, and at the same time integrates the sound effects, animations triggered by the background and buttons, and the scene interaction switching into the VR panorama, and transmits the integrated VR multimedia panorama to the interaction module.
[0042] In this embodiment, the access module is used for user login. After the user logs in, they can perform VR panoramic interactions in the interaction module to understand the mall layout. Based on the user's operation behavior and historical browsing data, intelligent matching is performed to provide accurate product recommendations.
[0043] In this embodiment, the suggestion feedback module is used to put forward suggestions after VR panoramic interactions. The classification module classifies the suggestions, the sorting module sorts the classified data from most to least in terms of quantity, and the output module outputs the sorted suggestions. For the adopted suggestions, the user who extracts the suggestions is rewarded through the reward module.
[0044] The above are only the preferred specific embodiments of the present invention, but the protection scope of the present invention is not limited thereto. Any person skilled in the art within the technical scope disclosed by the present invention, according to the technical solution and inventive concept of the present invention, making equivalent substitutions or changes, shall be covered by the protection scope of the present invention.
Claims
1. An intelligent VR panoramic shopping guide system based on a big data cloud platform, characterized in that: It includes a data acquisition module, a data processing module, a big data cloud platform, a data extraction module, a VR panoramic generation module, an integration module, a navigation module, an interactive module, and an access module. The data acquisition module is connected to the data processing module, the data processing module is connected to the big data cloud platform, the big data cloud platform is connected to the data extraction module, the data extraction module is connected to the VR panoramic generation module, the VR panoramic generation module is connected to the integration module, the navigation module is connected to the integration module, and the integration module is connected to the interactive module. The data acquisition module is used for data acquisition, and the collected data is transmitted to the data processing module. The data processing module is used to process the received data and transmit the processed data to the big data cloud platform for storage. The data extraction module is used to extract required data from the big data cloud platform, and the extracted data is transmitted to the VR panoramic generation module. The VR panoramic generation module is used for VR panoramic generation, and the generated data is transmitted to the interactive module. The interactive module is logged in through the access module.
2. According to claim 1, an intelligent VR panoramic shopping guide system based on a big data cloud platform is characterized in that: It also includes a management module, a suggestion and feedback module, a classification module, a sorting module and an output module. The management module is connected to the interactive module, the access module is connected to the interactive module and the suggestion and feedback module, the suggestion and feedback module is connected to the classification module, the classification module is connected to the sorting module, and the sorting module is connected to the output module. The data acquisition module is used to collect images inside the shopping mall, the data processing module processes the collected data, and the big data cloud platform stores the processed data. The big data cloud platform provides data storage, processing and analysis services, supports the integration and management of multi-source heterogeneous data, and the cloud platform uses virtualization technology to integrate computing and storage resources. At the same time, it supports distributed parallel programming.
3. According to claim 2, the intelligent VR panoramic shopping guide system based on the big data cloud platform is characterized in that: The data extraction module extracts the stored image data, the VR panorama generation module splices the image data into a complete panoramic photo, imports the processed panoramic photo into the VR panorama production tool, and integrates and edits the VR panorama through the integration module; This integrated editing integrates the navigation function of the navigation module into the VR panorama, and also integrates the background and button-triggered sound effects, animations and scene interactive switching into the VR panorama, and transmits the integrated VR multimedia panorama to the interactive module.
4. According to claim 3, the intelligent VR panoramic shopping guide system based on the big data cloud platform is characterized in that: The access module is used for user login. After login, the user can conduct VR panoramic interaction in the interactive module to understand the layout of the shopping mall. Based on user operation behavior and historical browsing data, intelligent matching is performed to provide accurate product recommendations.
5. The intelligent VR panoramic shopping guide system based on the big data cloud platform according to claim 4 is characterized in that: The suggestion feedback module is used to make suggestions after VR panoramic interaction, the classification module classifies the suggestions, the sorting module sorts the classified data from large to small according to the quantity, and the output module outputs the sorted suggestions.
6. The intelligent VR panoramic shopping guide system based on the big data cloud platform according to claim 5 is characterized in that: The big data cloud platform includes a data storage unit, the data storage unit is connected to a data management unit, the data management unit is connected to a data calculation unit, the data calculation unit is connected to a data analysis unit, and the data analysis unit is connected to a data mining unit.
7. The intelligent VR panoramic shopping guide system based on the big data cloud platform according to claim 6 is characterized in that: The data processing module comprises a graphics receiving unit, the graphics receiving unit is connected to a color correction unit, the color correction unit is connected to a contrast adjustment unit, and the contrast adjustment unit is connected to a graphics optimization unit.
8. The intelligent VR panoramic shopping guide system based on the big data cloud platform according to claim 7 is characterized in that: The data acquisition module comprises a panoramic camera, a tripod, a pan-tilt head and a stabilizer. The pan-tilt head is mounted on the stabilizer, the panoramic camera is fixed on the pan-tilt head, and the stabilizer is mounted on the tripod.
9. The intelligent VR panoramic shopping guide system based on the big data cloud platform according to claim 8 is characterized in that: The management module includes an identity authentication unit, the identity authentication unit is connected to a management unit, and the management unit is connected to an operation recording unit.
10. The intelligent VR panoramic shopping guide system based on the big data cloud platform according to claim 9, characterized in that: The VR panorama production tool includes Unreal Engine, Unity or 3D Vista STUDIO.