Virtual physical medical equipment integrated analysis system
By analyzing patient data to generate equipment selection results and performing simulation operations, the lack of systematic problem in the integration of physical and medical equipment is solved, the scientificity and reliability of individualized treatment plans are achieved, and the efficiency of medical resource utilization and treatment effect are improved.
Patent Information
- Application Number
- CN202510580634.7
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-05-07
- Publication Date
- 2025-08-15
AI Technical Summary
The integration of physical medical equipment in the field of medical rehabilitation in the prior art lacks systematicity, resulting in a lack of scientificity and reliability in the use of equipment, and the inability to effectively consider individual differences, which affects the treatment effect.
By acquiring and analyzing the patient's physiological index data and image data, the virtual physical medical equipment integrated analysis system generates device selection results, and optimizes through simulation operations and expert analysis platform to finally determine the best treatment plan.
It realizes the scientificity and reliability of equipment selection, takes into account individual differences, provides a foundation for precision medicine, and improves the efficiency of medical resource utilization and treatment effect.
Smart Images

Figure CN120496769A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of medical service technology, and more particularly to a virtual-physical medical equipment integrated analysis system. Background Art
[0002] Currently, physical therapy equipment is widely used in the field of medical rehabilitation. Through scientific and technological means, these devices assist patients in recovery and rehabilitation, reducing pain, promoting tissue repair, and improving functional impairments. However, with the evolving demands for digitalization in clinical medicine, the deepening of informatization across the medical industry, and the growing demand for information sharing, the integration of diverse physical medical devices has become a pressing issue in the development of digital hospitals.
[0003] However, due to the wide variety and complex standards of physical medical equipment, there is a lack of relevant systems to determine whether there will be any impact when the two are used at the same time.
[0004] Therefore, how to provide a virtual-physical medical equipment integrated analysis system that can solve the above problems is an issue that those skilled in the art urgently need to solve. Summary of the Invention
[0005] In light of this, the present invention provides a virtual-physical medical device integrated analysis system. By acquiring and analyzing a patient's physiological indicators and imaging data, it generates device selection results tailored to each patient's specific situation, fully accounting for individual differences and providing a foundation for precision medicine. The system also determines whether the device selection results need adjustment based on the analysis results. If adjustment is necessary, it is further optimized through an expert analysis platform or data analysis module, forming a dynamic device selection optimization mechanism to ensure that the ultimately selected physical medical device achieves the best treatment effect.
[0006] In order to achieve the above object, the present invention adopts the following technical solutions:
[0007] A virtual-physical medical equipment integrated analysis system, comprising:
[0008] Medical information management platform, used to obtain and analyze patients' physiological indicators and imaging data, and generate corresponding equipment selection results;
[0009] A virtual-physical medical integration platform is communicatively connected to the medical information management platform, and is used to generate and call a corresponding virtual model of the physical medical equipment according to the equipment selection result, and to perform simulation operation in combination with the physiological indicator data and the virtual model of the physical medical equipment, and to determine the physical medical equipment to be finally used according to the simulation operation result.
[0010] Preferably, it also includes:
[0011] An expert analysis platform is connected to the medical information management platform and the virtual-physical medical integration platform, and is used to adjust the device selection result to obtain the optimal device selection result.
[0012] Preferably, the medical information management platform includes:
[0013] Data acquisition module, used to obtain the patient's physiological index data and imaging data;
[0014] A data processing module is connected to the data acquisition module and is used to process and identify the physiological indicator data and image data to obtain corresponding device selection results.
[0015] Preferably, the data processing module includes:
[0016] a preprocessing unit connected to the data acquisition module and configured to preprocess the received physiological indicator data and image data;
[0017] The analysis model building unit is connected to the pre-processing unit and is used to identify and analyze the pre-processed physiological indicator data and image data to determine the device selection result;
[0018] An instruction generation unit is connected to the analysis model building unit and is used to generate corresponding virtual device driving instructions according to the device selection result.
[0019] Preferably, the virtual-physical medical integration platform includes:
[0020] a virtual physical medical device driver selection module, the virtual physical medical device driver selection module being connected to the instruction generation unit, the virtual physical medical device driver selection module pre-installed with a plurality of physical medical device simulation models, and being configured to select a corresponding physical medical device simulation model according to the virtual device driver instruction obtained by the instruction generation unit;
[0021] a simulation operation module, connected to the virtual physical medical device driver selection module and the data acquisition module, for constructing a virtual three-dimensional simulation model of the diseased location based on the physiological indicator data and the imaging data, and performing simulation in combination with the physical medical device simulation model;
[0022] an analysis module, connected to the simulation operation module and the preprocessing unit, configured to analyze the simulation operation result of the simulation operation module and determine whether the device selection result needs to be adjusted according to the analysis result;
[0023] a first judgment result output module, connected to the analysis module, for sending the analysis result to the expert analysis platform when the device selection result needs to be adjusted;
[0024] A second judgment result output module is connected to the analysis module and is used to output the analysis result to the patient when the device selection result does not need to be adjusted.
[0025] Preferably, the expert analysis platform includes:
[0026] a receiving module, connected to the virtual physical medical device driver selection module, the analyzing module, the first judgment result output module, and the data acquisition module, and configured to receive the analysis result, the physiological indicator data and the imaging data, and the physical medical device simulation model;
[0027] a verification module connected to the receiving module, configured to receive the physical medical device simulation model and determine, based on the physical medical device simulation model, whether the number of selected physical medical device simulation models is single or multiple;
[0028] a first property adjustment module, connected to the virtual physical medical device driver selection module, the simulation operation module, and the verification module, for adjusting the performance properties and operating parameters of the plurality of physical medical device simulation models when there are multiple physical medical device simulation models, sending the adjustment results to the virtual physical medical device driver selection module to generate a new physical medical device simulation model, and simultaneously driving the simulation operation module to receive the new physical medical device simulation model for secondary simulation, and analyzing the secondary simulation results by the analysis module;
[0029] The second attribute adjustment module is connected to the virtual physical medical device drive selection module, the verification module, and the simulation operation module, and is used to adjust the working parameters of the physical medical device simulation model when the number of the physical medical device simulation model is single, and drive the simulation operation module to receive the new physical medical device simulation model for re-simulation, and analyze the secondary simulation results through the analysis module.
[0030] Preferably, the expert analysis platform further includes:
[0031] A data analysis module is connected to the analysis module and the data acquisition module, and is used to perform secondary analysis when the secondary simulation result needs to be adjusted to generate a new device selection result.
[0032] Preferably, the medical information management platform further includes:
[0033] An update module is connected to the data analysis module and the data processing module, and is used to update the data processing module according to a new device selection result.
[0034] It can be seen from the above technical solutions that, compared with the prior art, the present invention provides a virtual physical medical equipment integrated analysis system, which has the following beneficial effects:
[0035] 1. The present invention obtains and analyzes the patient's physiological indicator data and imaging data. The pre-processing unit and analysis model building unit in the data processing module work together to comprehensively process and deeply identify and analyze the physiological indicator data and imaging data, and mine the data value from multiple dimensions, making the equipment selection results more scientific and accurate, fully considering individual differences, and providing a foundation for precision medicine.
[0036] 2. The present invention improves the efficiency of medical resource utilization by establishing a virtual-physical medical integration platform. This platform generates and calls corresponding virtual models of physical medical equipment based on equipment selection results. This platform then combines patient physiological indicator data and imaging data to construct a three-dimensional simulation model of the virtual diseased location for simulation operation. Furthermore, the present invention includes an analysis module that analyzes the simulation results and, based on the analysis, determines whether the equipment selection results need adjustment. If adjustment is necessary, further optimization is performed through the expert analysis platform or data analysis module, forming a dynamic equipment selection optimization mechanism.
[0037] 3. The present invention improves the scientific nature and reliability of device selection by providing an expert analysis platform that receives analysis results, physiological indicator data, imaging data, and physical medical device simulation models. Furthermore, after the verification module determines the number of physical medical device simulation models, the first and second attribute adjustment modules adjust the performance attributes and operating parameters of multiple and individual models, respectively, and drive the simulation operation module to perform secondary simulations. This flexible adjustment mechanism enables the exploration of optimal treatment plans for different device combinations and operating parameters.
[0038] 4. The data analysis module of the present invention performs secondary analysis when the secondary simulation results need adjustment, generating new device selection results. The update module updates the data processing module based on the new device selection results, enabling the system to continuously learn and adapt, thereby improving system performance. BRIEF DESCRIPTION OF THE DRAWINGS
[0039] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are merely embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on the provided drawings without paying any creative work.
[0040] Figure 1 This is a structural principle block diagram of a virtual physical medical equipment integrated analysis system provided by the present invention. DETAILED DESCRIPTION
[0041] The following will clearly and completely describe the technical solutions in the embodiments of the present invention in conjunction with the accompanying drawings. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without making creative efforts are within the scope of protection of the present invention.
[0042] See also Figure 1 As shown, an embodiment of the present invention discloses a virtual physical medical equipment integrated analysis system, including:
[0043] Medical information management platform 1, used to obtain and analyze patients' physiological indicator data and imaging data, and generate corresponding equipment selection results;
[0044] The virtual physical medical integration platform 2 is connected to the medical information management platform 1 for communication, and is used to generate and call the corresponding virtual model of the physical medical equipment according to the equipment selection results, and to perform simulation operation in combination with the physiological indicator data and the virtual model of the physical medical equipment, and to determine the physical medical equipment to be finally used according to the simulation operation results.
[0045] In a specific embodiment, it also includes:
[0046] The expert analysis platform 3 is connected to the medical information management platform 1 and the virtual-physical medical integration platform 2 and is used to adjust the equipment selection results to obtain the optimal equipment selection results.
[0047] In a specific embodiment, the medical information management platform 1 includes:
[0048] The data acquisition module 11 is used to obtain the patient's physiological indicator data and imaging data, wherein the physiological indicator data may include basic vital signs data (such as body temperature, heart rate, blood pressure, and blood oxygen), and the imaging data may include ultrasound imaging data, CT data, and image data generated by nuclear magnetic resonance imaging;
[0049] The data processing module 12 is connected to the data acquisition module 11 and is used to process and identify physiological indicator data and image data to obtain corresponding equipment selection results, wherein the equipment selection results may also include relevant usage parameters.
[0050] In a specific embodiment, the data processing module 12 includes:
[0051] A preprocessing unit 121 is connected to the data acquisition module 11 and is used to preprocess the received physiological indicator data and image data. The preprocessing process may include steps such as outlier removal and normalization of the physiological indicator data, and steps such as filtering, enhancement, and normalization of the image data. The preprocessed data can be better applied to subsequent data analysis;
[0052] The analysis model building unit 122 is connected to the pre-processing unit 121 and is used to identify and analyze the pre-processed physiological indicator data and image data to determine the device selection result;
[0053] The instruction generation unit 123 is connected to the analysis model building unit 122 and is used to generate corresponding virtual device driving instructions according to the device selection result.
[0054] Specifically, the analysis model construction unit 122 is pre-set with a related neural network model (such as a comprehensive model combining a CNN model and a generative adversarial network), wherein the generative adversarial network includes a generator and a discriminator. By adding an attention mechanism module to the generator, the CNN model can extract features from the pre-processed physiological indicator data and image data, and then perform feature fusion through the generator containing the attention mechanism. Finally, the discriminator processes the fusion results to determine the device selection result. By integrating and identifying multiple types of data, the data processing capability is improved while the recognition accuracy is improved.
[0055] In a specific embodiment, the virtual-physical medical integration platform 2 includes:
[0056] A virtual physical medical device driver selection module 21 is connected to the instruction generation unit 123. The virtual physical medical device driver selection module 21 has a plurality of physical medical device simulation models pre-set therein and is used to select a corresponding physical medical device simulation model according to the virtual device driver instruction obtained by the instruction generation unit 123.
[0057] The simulation operation module 22 is connected to the virtual physical medical device driver selection module 21 and the data acquisition module 11, and is used to construct a virtual three-dimensional simulation model of the diseased position based on the physiological indicator data and the imaging data, and perform simulation in combination with the physical medical device simulation model;
[0058] The analysis module 23 is connected to the simulation operation module 22 and the preprocessing unit 121, and is used to analyze the simulation operation results of the simulation operation module 22 and determine whether the device selection result needs to be adjusted according to the analysis results;
[0059] The first judgment result output module 24 is connected to the analysis module 23 and is used to send the analysis result to the expert analysis platform 3 when the device selection result needs to be adjusted;
[0060] The second judgment result output module 25 is connected to the analysis module 23 and is used to send the analysis result to the patient when the device selection result does not need to be adjusted.
[0061] In a specific embodiment, the expert analysis platform 3 includes:
[0062] a receiving module 31 connected to the virtual physical medical device driver selection module 21, the analysis module 23, the first judgment result output module 24, and the data acquisition module 11, and configured to receive analysis results, physiological indicator data, imaging data, and a physical medical device simulation model;
[0063] a verification module 32 connected to the receiving module 31, configured to receive the physical medical device simulation model and determine whether the number of selected physical medical device simulation models is single or multiple according to the physical medical device simulation model;
[0064] A first attribute adjustment module 33, which is connected to the virtual physical medical device driver selection module 21, the simulation operation module 22, and the verification module 32, and is used to adjust the performance attributes and operating parameters of multiple physical medical device simulation models when there are multiple physical medical device simulation models, and send the adjustment results to the virtual physical medical device driver selection module 21 to generate a new physical medical device simulation model, and at the same time drive the simulation operation module 22 to receive the new physical medical device simulation model for secondary simulation, and analyze the secondary simulation results through the analysis module 23;
[0065] The second attribute adjustment module 34 is connected to the virtual physical medical device drive selection module 21, the verification module 32, and the simulation operation module 22. It is used to adjust the working parameters of the physical medical device simulation model when the number of physical medical device simulation models is single, and drive the simulation operation module 22 to receive the new physical medical device simulation model for re-simulation, and analyze the secondary simulation results through the analysis module 23.
[0066] Specifically, the specific functions of the first attribute adjustment module 33 may also include:
[0067] When there are multiple simulation models of physical medical equipment, a diagnosis and classification model is constructed, and the equipment selection results and simulation operation results are input into the diagnosis and classification model for processing. The corresponding virtual drive adjustment direction and specific adjustment results are determined according to the processing results, and attribute parameters with internal connections are selected and adjusted to facilitate subsequent maintenance and adjustment, so that the equipment can be used better and the use effect can be improved.
[0068] The specific functions of the second attribute adjustment module 34 may include:
[0069] When the number of physical medical equipment simulation models is single, an identification model is constructed, and the equipment selection results and simulation operation results are input into the identification model for processing. According to the processing results, the corresponding specific adjustment results are determined and adjusted to improve the use effect.
[0070] In a specific embodiment, the expert analysis platform 3 further includes:
[0071] The data analysis module 35 is connected to the analysis module 23 and the data acquisition module 11 and is used to perform secondary analysis when the secondary simulation results need to be adjusted to generate new equipment selection results.
[0072] In a specific embodiment, the medical information management platform 1 further includes:
[0073] The updating module 13 is connected to the data analyzing module 35 and the data processing module 12 and is used to update the data processing module 12 according to the new device selection result.
[0074] The various embodiments in this specification are described in a progressive manner, with each embodiment focusing on the differences from other embodiments. Reference can be made to the common and similar parts between the various embodiments. For the devices disclosed in the embodiments, since they correspond to the methods disclosed in the embodiments, the description is relatively simple, and the relevant parts can be referred to the method description.
[0075] The above description of the disclosed embodiments is intended to enable one skilled in the art to implement or use the present invention. Various modifications to these embodiments will be readily apparent to one skilled in the art, and the general principles defined herein may be implemented in other embodiments without departing from the spirit or scope of the present invention. Therefore, the present invention is not limited to the embodiments shown herein but is intended to conform to the widest scope consistent with the principles and novel features disclosed herein.
Claims
1. A virtual physical medical equipment integrated analysis system, characterized in that: include: Medical information management platform (1), used to obtain and analyze patients' physiological index data and imaging data, and generate corresponding equipment selection results; A virtual physical medical integration platform (2) is connected to the medical information management platform (1) for generating and calling a corresponding physical medical device virtual model according to the device selection result, and performing simulation operation in combination with the physiological index data and the physical medical device virtual model, and determining the physical medical device to be finally used according to the simulation operation result.
2. A virtual physical medical equipment integrated analysis system according to claim 1, characterized in that: Also includes: An expert analysis platform (3) is connected to the medical information management platform (1) and the virtual-physical medical integration platform (2) and is used to adjust the device selection result to obtain an optimal device selection result.
3. A virtual physical medical equipment integrated analysis system according to claim 2, characterized in that: The medical information management platform (1) includes: A data acquisition module (11) is used to obtain the patient's physiological index data and imaging data; A data processing module (12) is connected to the data acquisition module (11) and is used to process and identify the physiological indicator data and image data to obtain a corresponding device selection result.
4. A virtual-physical medical equipment integrated analysis system according to claim 3, characterized in that: The data processing module (12) comprises: A preprocessing unit (121), connected to the data acquisition module (11), for preprocessing the received physiological indicator data and image data; An analysis model construction unit (122), connected to the pre-processing unit (121), for identifying and analyzing the pre-processed physiological index data and image data to determine a device selection result; An instruction generation unit (123) is connected to the analysis model construction unit (122) and is used to generate corresponding virtual device driving instructions according to the device selection result.
5. A virtual-physical medical equipment integrated analysis system according to claim 4, characterized in that: The virtual-physical medical integration platform (2) includes: a virtual physical medical device driver selection module (21), the virtual physical medical device driver selection module (21) being connected to the instruction generation unit (123), the virtual physical medical device driver selection module (21) being pre-installed with a plurality of physical medical device simulation models, and being used to select a corresponding physical medical device simulation model according to the virtual device driver instruction obtained by the instruction generation unit (123); A simulation operation module (22), the simulation operation module (22) is connected to the virtual physical medical device drive selection module (21) and the data acquisition module (11), and is used to construct a virtual diseased position three-dimensional simulation model based on the physiological indicator data and the image data, and perform simulation in combination with the physical medical device simulation model; An analysis module (23), connected to the simulation operation module (22) and the preprocessing unit (121), for analyzing the simulation operation result of the simulation operation module (22), and determining whether the device selection result needs to be adjusted according to the analysis result; A first judgment result output module (24), the first judgment result output module (24) is connected to the analysis module (23), and is used to send the analysis result to the expert analysis platform (3) when the device selection result needs to be adjusted; A second judgment result output module (25) is connected to the analysis module (23) and is used to output the analysis result to the patient when the device selection result does not need to be adjusted.
6. A virtual-physical medical equipment integrated analysis system according to claim 5, characterized in that: The expert analysis platform (3) comprises: a receiving module (31), the receiving module (31) being connected to the virtual physical medical device driver selection module (21), the analyzing module (23), the first judgment result output module (24) and the data acquisition module (11), and being configured to receive the analysis result, the physiological index data and the imaging data and the physical medical device simulation model; a verification module (32), the verification module (32) being connected to the receiving module (31), and configured to receive the physical medical device simulation model and determine, based on the physical medical device simulation model, whether the number of selected physical medical device simulation models is single or multiple; a first property adjustment module (33), the first property adjustment module (33) being connected to the virtual physical medical device driver selection module (21), the simulation operation module (22) and the verification module (32), and being used for adjusting the performance properties and working parameters of the plurality of physical medical device simulation models when there are a plurality of physical medical device simulation models, and sending the adjustment results to the virtual physical medical device driver selection module (21), generating a new physical medical device simulation model, and driving the simulation operation module (22) to receive the new physical medical device simulation model for secondary simulation, and analyzing the secondary simulation results through the analysis module (23); The second attribute adjustment module (34) is connected to the virtual physical medical device drive selection module (21), the verification module (32), and the simulation operation module (22), and is used to adjust the working parameters of the physical medical device simulation model when the number of the physical medical device simulation model is single, and drive the simulation operation module (22) to receive the new physical medical device simulation model for re-simulation, and analyze the secondary simulation results through the analysis module (23).
7. A virtual-physical medical equipment integrated analysis system according to claim 6, characterized in that: Also includes: A data analysis module (35) is connected to the analysis module (23) and the data acquisition module (11) and is used to perform secondary analysis when the secondary simulation result needs to be adjusted to generate a new device selection result.
8. The virtual-physical medical equipment integrated analysis system according to claim 7, characterized in that: The medical information management platform (1) further includes: An updating module (13), the updating module (13) is connected to the data analysis module (35) and the data processing module (12), and is used to update the data processing module (12) according to a new device selection result.