An intelligent exhibition service system for art exhibition space

Abstract

The present invention discloses an intelligent exhibition service system for an art exhibition space, in the field of art exhibition service technology, the system comprising: an audience information collection module: at the entrance of the art exhibition space, the audience's personal information and artistic interest data are obtained through a registration terminal or a code scanning method; the present invention realizes a comprehensive intelligent upgrade of the audience experience in the art exhibition space by integrating multiple modules such as audience information collection, interaction intention recognition, emotional interest analysis, personalized service planning and exhibition service control. Through high-definition cameras, microphones, and eye tracking equipment technical means, the audience's behavioral habits and emotional state are analyzed in an all-round and multi-dimensional manner. This highly personalized service planning not only greatly improves the audience's visiting experience, allowing them to freely choose the visiting route and interaction method according to their own interests and preferences, but also significantly enhances the interactivity and fun of the exhibition.

Description

Technical Field

[0001] The present invention relates to the technical field of art exhibition services, specifically to an intelligent exhibition service system for an art exhibition space. Background Art

[0002] With the rapid development of information technology and the increasing aesthetic needs of people, art exhibition spaces have gradually evolved from traditional static displays to intelligent and dynamic ones. Modern art exhibitions are no longer limited to the physical display of exhibits, but pay more attention to the audience's participation and experience. Against this background, intelligent exhibition service systems have emerged. By integrating multiple technical means, they provide audiences with a richer and more diverse exhibition experience. These systems usually use advanced sensors, artificial intelligence algorithms and big data analysis technologies to accurately capture and deeply analyze audience behavior, thereby providing more personalized services.

[0003] However, traditional intelligent exhibition service systems still have many shortcomings in their technical implementation. On the one hand, these systems are often relatively simple in terms of audience information collection, mainly relying on the audience's active input or simple location positioning, and are unable to fully and accurately capture the audience's real-time behavior and emotional state. On the other hand, traditional systems also have limitations in interactive intention recognition and emotional interest analysis. They can often only achieve basic command recognition and simple emotional judgment, and are unable to accurately identify the audience's complex interactive intentions and deep-seated interest preferences. In addition, traditional systems also have shortcomings in personalized service planning and display service control. They lack flexibility and dynamic adjustment capabilities, making it difficult to meet the diverse needs of the audience.

[0004] Therefore, developing an intelligent exhibition service system for art exhibition spaces will greatly enhance the intelligence level of art exhibition spaces, bringing audiences a richer and more diverse exhibition experience, while also providing strong support for the innovative development of the art exhibition industry. Summary of the Invention

[0005] The purpose of the present invention is to make up for the shortcomings of the existing technology and provide an intelligent exhibition service system for art exhibition space. By integrating multiple modules such as audience information collection, interaction intention recognition, emotional interest analysis, personalized service planning and exhibition service control, it realizes accurate capture and in-depth analysis of audience behavior. The system can dynamically adjust the display content and interaction mode according to the audience's personalized needs and real-time interaction intentions, thereby providing a customized exhibition experience. The application of the present invention not only improves the intelligence level of art exhibition space, but also enhances the audience's participation and satisfaction, injecting new vitality into the innovative development of the art exhibition industry.

[0006] To solve the above technical problems, the present invention provides the following technical solutions: an intelligent exhibition service system for an art exhibition space, the system comprising:

[0007] Visitor information collection module: At the entrance of the art exhibition space, the module collects visitors' personal information and artistic interests through registration terminals or code scanning. Within the exhibition area, it uses high-definition cameras, microphones, eye tracking devices, and Bluetooth and Wi-Fi positioning technology to comprehensively collect visitors' facial and body images, voice, eye movement data, and location information, and transmits it to the data storage center in real time.

[0008] Interaction Intention Recognition Module: This module processes voice data, body image data, and eye contact data separately, converts voice data into text, and analyzes the correlation between voice and exhibit information. It also extracts hand features after pre-processing body image data and identifies gestures. It also assesses the intensity of audience eye contact interaction intentions based on eye movement data and analyzes audience interaction intentions.

[0009] Emotional and Interest Analysis Module: Based on the facial expressions, voice emotion characteristics and visiting behavior trajectories obtained by the Visitor Information Collection Module, it comprehensively analyzes the visitor's emotional state and interest preferences;

[0010] Personalized service planning module: Combines the analysis results of the interaction intention recognition module and the emotional interest analysis module to generate personalized visitor tour routes. At the same time, it plans corresponding interactive experience content for different audiences who prefer voice interaction, gesture operation, and eye contact.

[0011] Exhibition service control module: receives the plan of personalized service planning module, controls the exhibition equipment through equipment control technology, guides the audience to visit according to the planned route, and collects feedback data during the audience's visit to optimize the system.

[0012] Furthermore, the audience information collection module collects audience personal information and art interest data, and a self-service terminal and a QR code are set at the entrance of the art exhibition space. The audience manually enters basic information such as name, age, and contact information on the self-service terminal, or scans the QR code with a mobile phone to enter the registration page to fill in information and select the art interest option. After registration is completed, the system generates a unique identification code for each audience member.

[0013] Furthermore, the interaction intention recognition module uses a voice command association formula to analyze the degree of association between voice and exhibit information. The calculation formula is: ,in is the degree of correlation between voice commands and exhibit information, is the number of keywords in the voice command, It is The inherent importance of a keyword in the exhibit knowledge base is determined based on the frequency of occurrence and semantic criticality of the keyword in the exhibit description. It is The semantic proximity between a keyword and the current exhibit display scene is calculated through semantic dictionary matching and keyword combination rules.

[0014] Furthermore, the interaction intention recognition module recognizes gestures through a gesture action discrimination formula, and the calculation formula is: ,in Used to determine the type of gesture action, is the number of gesture features, It is The weight of each gesture feature is set according to the uniqueness of the feature in distinguishing different gestures. It is The actual measured value of the feature, 0.9≤ ≤1.0 is the viewing angle of rotating exhibits; 0.8≤ ≤0.9 is the gesture of magnifying the details of the exhibit; It is the gesture for switching exhibits; It is a gesture to reduce the size of the exhibit; It is a gesture to return to the previous interface; It is a gesture to pause for the introduction of exhibits.

[0015] Furthermore, the interaction intention recognition module evaluates the audience's eye interaction intention intensity through an eye interaction evaluation formula, and the calculation formula is: ,in Assess the intensity of audience eye contact intentions, is the duration that the audience looks at a certain area, is the total viewing time of the audience in a period of time, is the number of key areas of the exhibits, It is The attraction coefficient of each key area, The audience is watching The number of key areas.

[0016] Furthermore, the emotional interest analysis module analyzes the audience's emotional state through an emotional state quantification formula, and the calculation formula is: ,in The audience's comprehensive emotional state value, It is an emotional value derived from facial expression analysis, which is quantified by comparing the geometric features of facial expressions with preset emotional templates. It is the speech emotion value, which is quantified based on the speech intonation, speaking speed, and volume change characteristics. and It is a weight, which is adjusted dynamically according to environmental factors.

[0017] Furthermore, the interest analysis module analyzes the audience's interest preferences through the interest depth calculation formula, and the calculation formula is: ,in It is a measure of the depth of the audience's interest in a certain type of exhibits. It is the total time that visitors stay in the area related to this type of exhibits. is the total time visitors stay in the entire exhibition. is the number of areas related to this type of exhibits, It is The average artistic value of the exhibits in each area is determined by past visitor feedback. It is the audience in the The number of interactions in a region.

[0018] Furthermore, the personalized service planning module generates the personalized tour route of the audience through the personalized route planning formula. is the degree of correlation between voice commands and exhibit information, is the result of gesture action type identification, is the intensity of eye contact intention, is the audience's comprehensive emotional state value, It is the depth of the audience's interest in a certain type of exhibits, and the calculation formula is: ,in is the number of different exhibits or exhibition areas, 、 、 、 、 They are 、 、 、 、 The weight coefficient is adjusted according to actual needs. A preset basic route set contains a vector group of multiple basic routes.

[0019] Furthermore, the planning interactive experience content in the personalized service planning module is:

[0020] For visitors who prefer voice interaction, the voice interaction button will be highlighted on the electronic display screen in the exhibition area, and detailed voice instruction prompts will be provided. When selecting audio introductions for exhibits, priority will be given to resources that match the audience's interests, have clear voices, and provide vivid explanations.

[0021] For visitors who are good at gesture operation, more interactive scenes suitable for gesture recognition can be arranged in the exhibition area, or more gesture-operated functions can be added to the exhibit display page;

[0022] For audiences who are accustomed to eye contact, more attractive key areas are set up in the exhibit display area. When the audience's eyes are fixed on these areas, rich display effects can be triggered.

[0023] Furthermore, the display service control module controls the display equipment through device control technology, connects the electronic display screen, multimedia playback equipment, and interactive art installations in the display space through the network, and after the personalized service planning module determines the display content and interaction method, the system controls the electronic display screen to display exhibit information at different times and locations according to the instructions, controls the multimedia equipment to play related audio and video, sends control signals to the interactive art installation according to the audience's interactive operations, and adjusts the device status to achieve feedback effects.

[0024] Compared with the existing technology, this intelligent exhibition service system for art exhibition space has the following beneficial effects:

[0025] 1. The present invention achieves a comprehensive intelligent upgrade of the audience experience in art exhibition spaces by integrating multiple modules, including audience information collection, interaction intention recognition, emotional interest analysis, personalized service planning, and exhibition service control. Through high-definition cameras, microphones, and eye-tracking equipment, the audience's behavioral habits and emotional state are analyzed in an all-round and multi-dimensional manner. This highly personalized service planning not only greatly improves the audience's visiting experience, allowing them to freely choose their visiting routes and interaction methods according to their interests and preferences, but also significantly enhances the interactivity and fun of the exhibition. In addition, the system can continuously optimize the display content and interaction methods based on the audience's real-time feedback, forming a virtuous cycle and continuously improving the exhibition effect.

[0026] 2. By constructing voice command association formulas, gesture action discrimination formulas, and eye contact interaction evaluation formulas, the present invention enables the system to accurately identify the audience's voice commands, gesture actions, and eye contact interaction intentions, thereby achieving precise and intelligent human-computer interaction. This refined interaction intention recognition capability not only improves the system's response speed and accuracy, but also provides the audience with a more natural and smooth interaction experience. At the same time, the system can dynamically adjust the interaction method and display content according to the audience's emotional state and interest preferences, further enhancing the audience's sense of participation and immersion. The use of interaction intention recognition technology not only plays an important role in the intelligent exhibition service system of the present invention, but also provides a useful reference and reference for the design of intelligent interaction systems in other fields.

[0027] Other advantages, objects and features of the present invention will be described in part in the following description and, in part, will be apparent to those skilled in the art based on an examination of the following or may be learned from the practice of the invention. BRIEF DESCRIPTION OF THE DRAWINGS

[0028] 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 only some embodiments of the present invention. Those skilled in the art can also derive other drawings based on these drawings without inventive effort.

[0029] Figure 1 A flowchart of an intelligent exhibition service system for an art exhibition space;

[0030] Figure 2 This is a framework diagram of an intelligent exhibition service system for an art exhibition space. DETAILED DESCRIPTION

[0031] In order to further illustrate the technical means and effects adopted by the present invention to achieve the predetermined purpose of the invention, the specific implementation methods, structures, features and effects of the present invention are described in detail below in conjunction with the accompanying drawings and preferred embodiments.

[0032] Example 1:

[0033] Technology and Art Fusion Exhibition

[0034] This intelligent exhibition service system plays a key role in an exhibition titled "Innovation and Transformation: A Fantastic Journey of Technology and Art." At the exhibition entrance, a stylish and easy-to-use registration terminal is set up, with a QR code clearly displayed on the sign next to it. Over the weekend, Xiao Chen, a young technology art enthusiast, and his friends made an appointment to visit the exhibition. Xiao Chen chose to scan the code to register. After quickly filling in his personal information including name, age, and contact information on his mobile phone, he checked the option to express his strong interest in digital art and interactive projection art. The system immediately generated a unique identification code for him.

[0035] Upon entering the exhibition area, the first thing that caught Xiao Chen's eye was a large-scale interactive projection art work called "Starry Galaxy". The work projected a scene of a vast starry sky, with twinkling stars and meteors streaking across the sky. The projections on the ground and walls changed in real time with the audience's movements. Xiao Chen walked quickly to the front of the work, his face full of surprise and curiosity. At this moment, the audience information collection module started working. The high-definition camera captured his excited facial expression and constantly changing body movements, such as leaning forward and pointing at the constellations in the projection; the microphone clearly recorded him excitedly saying to his friend: "Wow, this projection is so realistic, and these constellations are so beautiful. I really want to know how they were made!"; the eye tracking device accurately recorded that his gaze was mainly focused on the area where the lines connecting several constellations in the projection were flashing; Bluetooth and Wi-Fi positioning technology recorded his stay time in front of the work in real time, and this information was transmitted to the data storage center in real time.

[0036] The interactive intention recognition module begins to process the collected data. For voice data, it first converts it into text and uses the voice command association formula to analyze the correlation between the voice and the exhibit information. The calculation formula is: ,in is the degree of correlation between voice commands and exhibit information, is the number of keywords in the voice command, It is The inherent importance of a keyword in the exhibit knowledge base is determined based on the frequency of occurrence and semantic criticality of the keyword in the exhibit description. It is The semantic proximity between the keywords and the current exhibit display scene is calculated through semantic dictionary matching and keyword combination rules. After analysis, it can be seen that Xiao Chen's voice command is highly correlated with the information on the production principles of the exhibits. At the same time, the limb image data is preprocessed to extract hand features, and the gesture action is recognized through the gesture action discrimination formula. The calculation formula is: ,in Used to determine the gesture type, is the number of gesture features, It is The weight of each gesture feature is set according to the uniqueness of the feature in distinguishing different gestures. It is The actual measurement value of each feature is used to calculate that some of his hand movements may be intended to explore the interactive mode of the work. Then, the intensity of the audience's eye interaction intention is evaluated based on the eye interaction evaluation formula. The calculation formula is: ,in Assess the intensity of audience eye contact intentions, is the duration that the audience looks at a certain area, is the total viewing time of the audience in a period of time, is the number of key areas of the exhibits, It is The attraction coefficient of each key area, The audience is watching The number of times he looks at key areas shows that he has a strong intention to interact with the work through eye contact.

[0037] The emotional interest analysis module conducts a comprehensive analysis based on the data obtained by the visitor information collection module. From the perspective of facial expressions, voice emotional characteristics, and visiting behavior trajectory, the emotional state quantification formula is used to analyze Xiao Chen's emotional state. The calculation formula is: ,in The audience's comprehensive emotional state value, It is an emotional value derived from facial expression analysis, which is quantified by comparing the geometric features of facial expressions with preset emotional templates. It is the speech emotion value, which is quantified based on the speech intonation, speaking speed, and volume change characteristics. and is the weight, judging that Xiao Chen is in an excited and curious emotional state. Then, combined with the interest depth calculation formula to analyze Xiao Chen's interest preference, the calculation formula is: ,in It is a measure of the depth of the audience's interest in a certain type of exhibits. It is the total time that visitors stay in the area related to this type of exhibits. is the total time visitors stay in the entire exhibition. is the number of areas related to this type of exhibits, It is The average artistic value of the exhibits in each area is determined by past visitor feedback. It is the audience in the The analysis of the number of interactions in each area shows that he has a deep interest in digital art and interactive projection art.

[0038] The personalized service planning module combines the results of the interactive intention recognition module and the emotional interest analysis module, and generates a personalized tour route for Xiao Chen through the personalized route planning formula. is the degree of correlation between voice commands and exhibit information, is the result of gesture action type identification, is the intensity of eye contact intention, is the audience's comprehensive emotional state value, It is the depth of the audience's interest in a certain type of exhibits, and the calculation formula is: ,in is the number of different exhibits or exhibition areas, 、 、 、 、 They are 、 、 、 、 The weight coefficient is adjusted according to actual needs. A preset basic route set contains a vector group of multiple basic routes. After calculation, a tour route was planned for Xiao Chen, covering multiple cutting-edge digital art and interactive projection art works in the exhibition. Considering that Xiao Chen likes voice interaction, a voice interaction button is prominently displayed on the electronic display screen in the display area of ​​subsequent works, accompanied by detailed voice command prompts, such as "Say 'Secrets of the work' to understand the process of integrating technology and art behind the work." When selecting audio resources for exhibit introductions, priority is given to audio in which professionals give in-depth explanations of creative techniques and artistic concepts.

[0039] After receiving the planning plan, the display service control module quickly connected to the electronic display screen, multimedia playback equipment, and interactive art installations in the exhibition space through the network and controlled them. When Xiao Chen followed the planned route to the next work - the "Dream Forest" interactive projection experience area, the electronic display screen automatically displayed the introduction and operation guide of the work, and the voice interaction button next to it flashed as a prompt. Xiao Chen clicked the button and said "Start the experience" as prompted. The multimedia device then played the guiding audio to help him better integrate into the experience. During the experience, the display service control module continued to collect Xiao Chen's feedback data, including his voice commands, residence time in different areas, and operation frequency, to optimize the experience of subsequent viewers.

[0040] In summary, in the exhibition "Innovation and Transformation: A Fantastic Journey of Technology and Art," the various modules of the intelligent exhibition service system worked together. The audience information collection module comprehensively collected various types of information about Xiao Chen, the interaction intention recognition module accurately analyzed his interaction intentions, the emotional interest analysis module gained insight into his emotions and interests, and the personalized service planning module generated personalized tour routes and interactive experience content based on this information. The display service control module controlled device execution and collected feedback to optimize the system. Throughout the entire process, various formulas played a key role in analyzing audience data and planning services, providing Xiao Chen with a unique exhibition viewing experience and fully demonstrating the intelligence and efficiency of the system.

[0041] Example 2:

[0042] Exhibition of Traditional Art Treasures

[0043] In the "Relics of China: Traditional Art Treasures Exhibition", the intelligent exhibition service system provides visitors with a personalized exhibition experience. At the entrance of the exhibition, there is a simple and easy-to-use registration terminal, and the registration process and QR code are posted next to it. Retired teacher Mr. Liu came to the exhibition site. He chose to manually enter his personal information on the registration terminal and carefully selected the options of interest in ancient calligraphy and traditional fine brushwork painting. The system generated a unique identification code for him.

[0044] Entering the exhibition area, Mr. Liu was attracted by an authentic work of an ancient calligraphy master. He stood in front of the work, leaning forward slightly, appreciating each word with focused eyes, nodding his head from time to time, his right hand gesturing subconsciously in the air, and muttering in a low voice: "The turning of this brushstroke is so wonderful, it's really the style of a master." The audience information collection module worked quickly, with the high-definition camera capturing his focused facial expression and hand gestures; the microphone recorded his voice; the eye tracking device recorded his long gaze at the stroke turning and signature parts of the calligraphy work; Bluetooth and Wi-Fi positioning technology recorded the length of time he stayed in front of the work, and this information was transmitted to the data storage center in real time.

[0045] The interactive intention recognition module processes the collected data, converts the voice data into text, and uses the voice command association formula to analyze the correlation between the voice and the exhibit information. The calculation formula is: ,Analysis shows that his voice commands are closely related to the brushwork techniques of calligraphy works.,After pre-processing the body image data, the gestures are identified,through the gesture discrimination formula. The calculation formula is: , it is recognized that his hand gestures are related to copying calligraphy strokes, and the intensity of the audience's eye interaction intention is evaluated based on the eye interaction evaluation formula. The calculation formula is: , and assessed that he had a strong intention of eye contact and was interested in the details of the work.

[0046] The emotional interest analysis module comprehensively analyzes facial expressions, voice emotion characteristics, and visitor behavior trajectories, and uses the emotional state quantification formula to analyze the audience's emotional state. The calculation formula is: , we can judge that Mr. Liu is in an emotional state of appreciation and admiration, and then combine the analysis of the audience's interest preference with the interest depth calculation formula, the calculation formula is: , analysis shows that he has a deep interest in ancient calligraphy art.

[0047] Based on the above analysis results, the personalized service planning module planned a tour route for Mr. Liu that mainly featured ancient calligraphy and traditional fine brushwork paintings. is the degree of correlation between voice commands and exhibit information, is the result of gesture action type identification, is the intensity of eye contact intention, is the audience's comprehensive emotional state value, It is the depth of the audience's interest in a certain type of exhibits, and the calculation formula is: Considering that Mr. Liu is good at gesture operation, the function of zooming in and out of the work and switching between different calligraphy font styles through gestures has been added to the calligraphy work display area; more gesture operation functions have been designed on the traditional fine brushwork painting display page, such as demonstration videos of switching between different painting techniques through gestures.

[0048] After receiving the planning scheme, the display service control module connects to the display equipment through the network and controls it. When Mr. Liu walks in front of a traditional fine brush painting, the electronic display automatically displays the high-definition details and creation background introduction of the work. Mr. Liu uses gestures to zoom in on the part of the painting and carefully appreciate the painter's delicate brushstrokes. At this time, the multimedia equipment plays audio explanations about fine brush painting techniques to help him better understand the work. During the visit, the display service control module collects feedback data on Mr. Liu's operating behavior, stay time, and frequency of re-operation, and continuously optimizes the exhibition service to provide subsequent audiences with a better experience.

[0049] To sum up, the "Heritage of China: Traditional Art Treasures Exhibition" uses the intelligent exhibition service system to bring a personalized exhibition experience to Mr. Liu. The audience information collection module obtains Mr. Liu's exhibition data in real time, the interactive intention recognition module analyzes his interactive intention, the emotional interest analysis module clarifies his emotional state and interest preferences, and the personalized service planning module plans the route and interactive content based on this. The display service control module controls the display equipment and collects feedback. The formulas in the system accurately process data and optimize services, allowing Mr. Liu to deeply appreciate the charm of traditional art, reflecting the important value of the system in enhancing the audience experience in traditional art exhibition scenarios.

[0050] The above description is merely a preferred embodiment of the present invention and does not constitute any form of limitation to the present invention. Although the present invention has been disclosed as above in terms of a preferred embodiment, it is not intended to limit the present invention. Any person skilled in the art can, without departing from the scope of the technical solution of the present invention, make some changes or modifications to equivalent embodiments using the technical contents disclosed above. However, any brief modifications, equivalent changes and modifications made to the above embodiments based on the technical essence of the present invention without departing from the content of the technical solution of the present invention are still within the scope of the technical solution of the present invention.

Claims

1. An intelligent exhibition service system for art exhibition space, characterized in that: The system includes: Visitor information collection module: At the entrance of the art exhibition space, the module collects visitors' personal information and artistic interests through registration terminals or code scanning. Within the exhibition area, it uses high-definition cameras, microphones, eye tracking devices, and Bluetooth and Wi-Fi positioning technology to comprehensively collect visitors' facial and body images, voice, eye movement data, and location information, and transmits it to the data storage center in real time. Interaction Intention Recognition Module: This module processes voice data, body image data, and eye contact data separately, converts voice data into text, and analyzes the correlation between voice and exhibit information. It also extracts hand features after pre-processing body image data and identifies gestures. It also assesses the intensity of audience eye contact interaction intentions based on eye movement data and analyzes audience interaction intentions. Emotional and Interest Analysis Module: Based on the facial expressions, voice emotion characteristics and visiting behavior trajectories obtained by the Visitor Information Collection Module, it comprehensively analyzes the visitor's emotional state and interest preferences; Personalized service planning module: This module combines the analysis results of the interaction intention recognition module and the emotional interest analysis module to generate personalized visitor itineraries. It also plans corresponding interactive experience content for different audiences who prefer voice interaction, gesture operation, or eye contact. Exhibition service control module: receives the plan from the personalized service planning module, controls the exhibition equipment through equipment control technology, guides visitors to visit according to the planned route, and collects feedback data during the visit to optimize the system; The personalized service planning module generates the personalized tour route of the audience through the personalized route planning formula. is the degree of correlation between voice commands and exhibit information, is the result of gesture action type identification, is the intensity of eye contact intention, is the audience's comprehensive emotional state value, It is the depth of the audience's interest in a certain type of exhibits, and the calculation formula is: ,in is the number of different exhibits or exhibition areas, 、 、 、 、 They are 、 、 、 、 The weight coefficient is adjusted according to actual needs. A preset basic route set includes a vector group of multiple basic routes; The planning interactive experience content in the personalized service planning module is: For visitors who prefer voice interaction, the voice interaction button should be prominently displayed on the electronic display screen in the exhibition area, and detailed voice instruction prompts should be provided. In terms of audio selection for exhibit introductions, resources with clear voice and vivid explanations should be selected to suit the audience's interests and preferences; For visitors who are good at gesture operation, more interactive scenes suitable for gesture recognition can be arranged in the exhibition area, or more gesture-operated functions can be added to the exhibit display page; For audiences who are accustomed to eye contact, more attractive key areas are set up in the exhibit display area. When the audience's eyes are fixed on these areas, rich display effects can be triggered.

2. The intelligent exhibition service system for art exhibition space according to claim 1, characterized in that: The audience information collection module collects audience personal information and art interest data. A self-service terminal and a QR code are set up at the entrance of the art exhibition space. The audience manually enters basic information such as name, age and contact information on the self-service terminal, or scans the QR code with a mobile phone to enter the registration page to fill in information and select the art interest option. After registration is completed, the system generates a unique identification code for each audience member.

3. The intelligent exhibition service system for art exhibition space according to claim 1, characterized in that: The interaction intention recognition module uses the voice command association formula to analyze the correlation between voice and exhibit information. The calculation formula is: ,in is the degree of correlation between voice commands and exhibit information, is the number of keywords in the voice command, It is The inherent importance of a keyword in the exhibit knowledge base is determined based on the frequency of occurrence and semantic criticality of the keyword in the exhibit description. It is The semantic proximity between a keyword and the current exhibit display scene is calculated through semantic dictionary matching and keyword combination rules.

4. The intelligent exhibition service system for art exhibition space according to claim 1, characterized in that: The interaction intention recognition module recognizes gestures through a gesture action discrimination formula, and the calculation formula is: ,in Used to determine the gesture type, is the number of gesture features, It is The weight of each gesture feature is set according to the uniqueness of the feature in distinguishing different gestures. It is The actual measured value of the feature, 0.9≤ ≤1.0 is the viewing angle of the rotating exhibit; 0.8≤ ≤0.9 is the gesture of magnifying the details of the exhibit; It is the gesture for switching exhibits; It is a gesture to reduce the size of the exhibit; It is a gesture to return to the previous interface; It is a gesture to pause for the introduction of exhibits.

5. The intelligent exhibition service system for art exhibition space according to claim 1, characterized in that: The interaction intention recognition module evaluates the audience's eye interaction intention intensity through the eye interaction evaluation formula, and the calculation formula is: ,in Assess the intensity of audience eye contact intentions, is the duration that the audience looks at a certain area, is the total viewing time of the audience in a period of time, is the number of key areas of the exhibits, It is The attraction coefficient of each key area, The audience is watching The number of key areas.

6. The intelligent exhibition service system for art exhibition space according to claim 1, characterized in that: The emotional interest analysis module analyzes the audience's emotional state through the emotional state quantification formula, and the calculation formula is: ,in The audience's comprehensive emotional state value, It is an emotional value derived from facial expression analysis, which is quantified by comparing the geometric features of facial expressions with preset emotional templates. It is the speech emotion value, which is quantified based on the speech intonation, speaking speed and volume change characteristics. and It is a weight, which is adjusted dynamically according to environmental factors.

7. The intelligent exhibition service system for art exhibition space according to claim 1, characterized in that: The interest analysis module analyzes the audience's interest preferences through the interest depth calculation formula, and the calculation formula is: ,in It is a measure of the depth of the audience's interest in a certain type of exhibits. It is the total time that visitors stay in the area related to this type of exhibits. is the total time visitors stay in the entire exhibition. is the number of areas related to this type of exhibits, It is The average artistic value of the exhibits in each area is determined by past visitor feedback. It is the audience in the The number of interactions in a region.

8. The intelligent exhibition service system for art exhibition space according to claim 1, characterized in that: The display service control module controls the display equipment through device control technology, connects the electronic display screen, multimedia playback equipment and interactive art installations in the display space through the network, and after the personalized service planning module determines the display content and interaction method, the system controls the electronic display screen to display exhibit information at different times and locations according to the instructions, controls the multimedia equipment to play related audio and video, sends control signals to the interactive art installation according to the audience's interactive operations, and adjusts the device status to achieve feedback effects.

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