Intelligent exhibition service system for art exhibition space

Abstract

The invention discloses an intelligent exhibition service system for an art display space, and belongs to the technical field of art display services, and the system comprises an audience information collection module which obtains the personal information of audiences and the data of art interests at the entrance of the art display space through a terminal registration or code scanning mode; according to the system, multiple modules of audience information collection, interaction intention recognition, emotional interest analysis, personalized service planning and display service control are integrated, so that comprehensive intelligent upgrading of audience experience in an art display space is realized; according to the method, the behavior habits and emotional states of audiences are analyzed in an all-around and multi-dimensional mode, and the highly personalized service planning greatly improves the visiting experience of the audiences, so that the audiences can freely select visiting routes and interaction modes according to own interests and preferences, and the interactivity and interestingness of exhibition are remarkably enhanced.

Description

Technical Field

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

[0002] With the rapid development of information technology and the increasing improvement of people's aesthetic needs, art exhibition spaces are gradually developing from traditional static exhibitions towards the direction of intelligence and dynamics. Modern art exhibitions are no longer limited to the physical display of exhibits, but pay more attention to the participation and experience of audiences. In this context, intelligent exhibition service systems have emerged. By integrating a variety of technical means, they provide audiences with a richer and more diverse exhibition experience. These systems usually utilize advanced sensors, artificial intelligence algorithms, and big data analysis technologies to accurately capture and deeply analyze the behaviors of audiences, so as to provide more personalized services.

[0003] However, there are still many deficiencies in the technical implementation of traditional intelligent exhibition service systems. On the one hand, the collection of audience information by these systems is often relatively single, mainly relying on the active input of audiences or simple location positioning, and unable to comprehensively and accurately capture the real-time behaviors and emotional states of audiences. On the other hand, there are also limitations in the recognition of interaction intentions and the analysis of emotional interests in traditional systems. They can often only achieve basic instruction recognition and simple emotional judgment, and are unable to accurately recognize the complex interaction intentions and deep interest preferences of audiences. In addition, traditional systems also have deficiencies in personalized service planning and exhibition service control, lacking flexibility and dynamic adjustment capabilities, and it is difficult to meet the diverse needs of audiences.

[0004] Therefore, the development of an intelligent exhibition service system for an art exhibition space will greatly improve the intelligence level of art exhibition spaces, bring a richer and more diverse exhibition experience to audiences, and at the same time provide 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 deficiencies of the existing technology, and provides an intelligent exhibition service system for an 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 the accurate capture and in-depth analysis of audience behaviors. This system can dynamically adjust the exhibition content and interaction methods according to the personalized needs and real-time interaction intentions of audiences, so as to provide a customized exhibition experience. The application of the present invention not only improves the intelligence level of art exhibition spaces, but also enhances the participation and satisfaction of audiences, 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 solution: An intelligent exhibition service system for an art exhibition space, the system comprising:

[0007] Audience information collection module: At the entrance of the art exhibition space, obtain data on the personal information and art interests of the audience through a registration terminal or by scanning a code; within the exhibition area, use high-definition cameras, microphones, eye-tracking devices, as well as Bluetooth and Wi-Fi positioning technologies to comprehensively collect information on the facial and body images, voices, eye movement data, and positions of the audience, and transmit the data to the data storage center in real time;

[0008] Interaction intention recognition module: Process voice data, body image data, and eye data respectively, convert the voice data into text, and analyze the degree of association between the voice and the exhibit information; extract hand features after preprocessing the body image data to recognize gesture actions; evaluate the intensity of the audience's eye interaction intention based on the eye movement data and analyze the audience's interaction intention;

[0009] Emotional interest analysis module: Based on the facial expressions, voice emotional characteristics, and visiting behavior trajectories obtained by the audience information collection module, comprehensively analyze the emotional state and interest preferences of the audience;

[0010] Personalized service planning module: Combine the analysis results of the interaction intention recognition module and the emotional interest analysis module to generate a personalized visiting route for the audience. At the same time, for different audiences who like voice interaction, gesture operation, and eye interaction, plan corresponding interactive experience content respectively;

[0011] Exhibition service control module: Receive the plan from the personalized service planning module, control the exhibition equipment through device control technology, guide the audience to visit according to the planned route, and collect feedback data during the audience's visit to optimize the system.

[0012] Furthermore, for the collection of the personal information and art interest data of the audience in the audience information collection module, 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 the information, and selects art interest options. After registration is completed, the system generates a unique identification code for each audience.

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

[0014] Furthermore, the interaction intention recognition module recognizes gesture actions through a gesture action discrimination formula, and the calculation formula is: , where is used to judge the gesture action type, is the number of gesture features, is the weight of the th gesture feature, set according to the uniqueness of the feature in differentiating different gestures, is the th actual measured value of the feature, 0.9 ≤ ≤ 1.0 is to rotate the exhibit viewing angle; 0.8 ≤ ≤ 0.9 is the gesture of magnifying the exhibit details; is the gesture of switching exhibits; is the gesture of shrinking the exhibit screen; is the gesture of returning to the previous interface;

[0015] Furthermore, the interaction intention recognition module evaluates the intensity of the audience's eye interaction intention through an eye interaction evaluation formula, and the calculation formula is: , where evaluates the intensity of the audience's eye interaction intention, is the duration of the audience's fixation on a certain area, is the total fixation time of the audience within a period of time, is the number of key areas of the exhibit, is the th attraction coefficient of the key area, is the number of times the audience fixes on the th key area.

[0016] Furthermore, in the emotional interest analysis module, the emotional state of the audience is analyzed through an emotional state quantification formula, and the calculation formula is: , where is the comprehensive emotional state value of the audience, is the emotional value obtained based on facial expression analysis, quantified by comparing the geometric features of facial expressions with a preset emotional template, is the voice emotional value, quantified based on the intonation, speech rate, and volume change characteristics of the voice, and is the weight, which is dynamically adjusted according to environmental factors.

[0017] Furthermore, in the emotional interest analysis module, the analysis of the audience's interest preference is carried out through the interest depth calculation formula, and the calculation formula is: , where is a measure of the audience's interest depth in a certain type of exhibit, is the total stay time of the audience in the area related to this type of exhibit, is the total stay time of the audience in the entire exhibition, is the number of areas related to this type of exhibit, is the average artistic value of the exhibits in the th area, which is determined by the feedback of past audiences, is the number of interactions of the audience in the

[0018] Furthermore, the personalized service planning module generates the audience's personalized visit route through the sex route planning formula. Let be the correlation degree between the voice command and the exhibit information, be the discrimination result of the gesture action type, be the intensity of the eye contact intention, be the audience's comprehensive emotional state value, be the audience's interest depth in a certain type of exhibit, and the calculation formula is: , where is the number of different exhibits or exhibition areas, , , , , are respectively , , , , weight coefficients of is a preset basic route set containing a vector group of multiple basic routes.

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

[0020] For audiences who like voice interaction, the voice interaction button is prominently displayed on the electronic display screen in the exhibition area, and detailed voice command prompts are provided. When selecting the exhibit introduction audio, resources that meet the audience's interest preference, have clear voices, and vivid explanations are preferred;

[0021] For audiences who are good at gesture operations, more interactive scenarios suitable for gesture recognition are arranged in the exhibition area, or more functions that can be operated by gestures are added to the exhibit display page;

[0022] For audiences who are accustomed to eye contact, more attractive key areas can be 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 the 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 prior art, the intelligent exhibition service system for art exhibition space has the following beneficial effects:

[0025] 1. 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, 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 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 method based on the real-time feedback of the audience, forming a virtuous circle 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 realizing the precision and intelligence of human-computer interaction. This refined interaction intention recognition capability not only improves the response speed and accuracy of the system, but also provides the audience with a more natural and smooth interaction experience. At the same time, the system can also dynamically adjust the interaction mode 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, objectives and features of the present invention will be set forth 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 taught from the practice of the present invention. BRIEF DESCRIPTION OF THE DRAWINGS

[0028] To more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the following will briefly introduce the accompanying drawings required for the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are only some embodiments of the present invention. For those of ordinary skill in the art, without creative efforts, other drawings can also be obtained based on these drawings.

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

[0030] Figure 2 It is a framework diagram of an intelligent exhibition service system for an art exhibition space. Detailed implementation manners

[0031] To further elaborate on the technical means and effects adopted by the present invention to achieve the intended invention purpose, the following, in conjunction with the accompanying drawings and preferred embodiments, will detail the specific implementation manners, structures, features and their effects of the present invention as follows.

[0032] Embodiment 1:

[0033] Exhibition integrating technology and art

[0034] In an exhibition named "Creation · Transformation: The Fantasy Journey of Technology and Art", the intelligent exhibition service system plays an important role. At the entrance of the exhibition, a stylish and easy-to-operate registration terminal is set up, and a QR code is clearly shown on the sign next to it. On the weekend, young technology and art enthusiasts Chen and his friends made an appointment to visit. Chen chose to scan the code to register. After quickly filling in personal information such as name, age, and contact information on his mobile phone, he checked the options of strong interest in digital art and interactive projection art, and the system immediately generated a unique identification code for him.

[0035] Entering the exhibition area, the first thing that attracted Chen's attention was a large interactive projection art work named "Starry Galaxy". The work projected a scene of the vast starry sky, with stars twinkling and meteors streaking across. The projections on the ground and walls changed in real time with the movements of the audience. Chen quickly walked up to the work, with surprise and curiosity on his face. At this time, the audience information collection module started to work. The high-definition camera captured his excited facial expressions and constantly changing body movements in all directions, such as leaning forward and pointing at the constellations in the projection; the microphone clearly recorded his excited words to his friend: "Wow, this projection is so realistic, these constellations are so beautiful. I really want to know how it was made!"; the eye-tracking device accurately recorded that his line of sight mainly focused on the area where several constellations were connected and twinkling in the projection; the Bluetooth and Wi-Fi positioning technologies recorded the time he stayed in front of this work in real time, and this information was transmitted to the data storage center in real time.

[0036] The interactive intention recognition module starts to process the collected data. For voice data, it is first converted into text, and the correlation degree between the voice and the exhibit information is analyzed using the voice command correlation formula. The calculation formula is: , where is the correlation degree between the voice command and the exhibit information, is the number of keywords in the voice command, is the th inherent importance of the keyword in the exhibit knowledge base, determined based on the frequency of occurrence and semantic key degree of the keyword in the exhibit description, is the th semantic distance proximity between the keyword and the current exhibit display scene, calculated through semantic dictionary matching and keyword combination rules. Through analysis, it can be seen that the voice command of Chen has a relatively high correlation with the information about the production principle of the exhibit. At the same time, the limb image data is preprocessed, hand features are extracted, and gesture actions are recognized using the gesture action discrimination formula. The calculation formula is: , where is used to judge the gesture action type, is the number of gesture features, is the th weight of the gesture feature, set according to the uniqueness of the feature in differentiating different gestures, is the th actual measured value of the feature. Through calculation, it is judged that some of his hand actions may be intended to explore the interaction method of the work. Then, the audience's eye interaction intention intensity is evaluated according to the eye interaction evaluation formula. The calculation formula is: , where evaluates the audience's eye interaction intention intensity, is the duration of the audience's gaze at a certain area, is the total gaze time of the audience within a period of time, is the number of key areas of the exhibit, is the th attraction coefficient of the key area, is the number of times the audience gazes at the th key area. It is concluded that his intention to have eye interaction with the work is very strong.

[0037] The emotional interest analysis module conducts a comprehensive analysis based on the data obtained by the audience information collection module. From the perspective of facial expressions, voice emotional characteristics, and visit behavior trajectories, the emotional state quantification formula is used to analyze Chen's emotional state. The calculation formula is: , where is the audience's comprehensive emotional state value, is the emotional value obtained based on facial expression analysis, quantified by comparing the geometric features of facial expressions with a preset emotional template. is the voice emotional value, quantified according to the intonation, speech rate, and volume change characteristics of the voice. and are weights. It is judged that Chen is in an excited and curious emotional state, and then combined with the interest depth calculation formula to analyze Chen's interest preferences. The calculation formula is: , where measures the interest depth of the audience in a certain type of exhibit. is the total stay time of the audience in the area related to this type of exhibit. is the total stay time of the audience in the entire exhibition. is the number of areas related to this type of exhibit. is the average artistic value of the exhibits in the th area, determined by the feedback of past audiences. is the number of interactions of the audience in the

[0038] The personalized service planning module combines the results of the interaction intention recognition module and the emotional interest analysis module, and generates a personalized visit route for Chen through the personalized route planning formula. Let be the correlation degree between the voice command and the exhibit information. is the discrimination result of the gesture action type. is the intensity of the eye interaction intention. is the comprehensive emotional state value of the audience. is the interest depth of the audience in a certain type of exhibit. The calculation formula is: , where is the number of different exhibits or exhibition areas. , , , , are respectively , , , , weight coefficients, adjusted according to actual needs. A preset basic route set contains a vector group of multiple basic routes. After calculation, a tour route covering multiple cutting-edge digital art and interactive projection art works in the exhibition was planned for Xiao Chen. 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, with detailed voice command prompts next to it, such as "Say 'Secrets of the production of the work' to understand the process of integrating technology and art behind the work." In the selection of audio resources for the introduction of exhibits, 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 connects to the electronic display screen, multimedia playback equipment, and interactive art installations in the display space through the network and controls them. When Xiao Chen follows the planned route to the next work - the "Dream Forest" interactive projection experience area, the electronic display screen automatically displays the introduction and operation guide of the work, and the voice interaction button next to it flashes as a prompt. Xiao Chen clicks the button and says "Start the experience" as prompted. The multimedia device then plays the guiding audio to help him better integrate into the experience. During the experience, the display service control module continuously collects Xiao Chen's feedback data, including his voice commands, stay time in different areas, and operation frequency, to optimize the experience of subsequent viewers.

[0040] To sum up, in the exhibition “Creation and Change: A Fantastic Journey of Technology and Art”, various modules of the intelligent exhibition service system work together. The audience information collection module comprehensively collects various types of information about Xiao Chen, the interaction intention recognition module accurately analyzes his interaction intention, the emotion and interest analysis module has insights into his emotions and interests, and the personalized service planning module generates personalized tour routes and interactive experience content based on this. The display service control module controls the execution of equipment and collects feedback to optimize the system. Throughout the process, various formulas play a key role in analyzing audience data and planning services, providing Xiao Chen with a unique exhibition experience and fully demonstrating the intelligence and efficiency of the system.

[0041] Embodiment 2:

[0042] Traditional Art Treasures Exhibition

[0043] In the "Chinese Heritage: 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. When retired teacher Mr. Liu came to the exhibition, he chose to manually enter his personal information on the registration terminal and carefully selected his interest in ancient calligraphy and traditional fine brushwork art. The system generated a unique identification code for him.

[0044] Entering the exhibition area, Grandpa Liu was attracted by an authentic work of an ancient calligraphy master. Standing in front of the work, he leaned forward slightly, admired it word by word with a focused look in his eyes, nodding gently from time to time. His right hand unconsciously gestured in the air, and he murmured in a low voice, "The turning of this brushstroke is so wonderful. It's truly the style of a great master." The audience information collection module quickly went into operation. The high-definition camera captured his focused facial expressions and hand gestures; the microphone recorded his voice; the eye-tracking device recorded that he stared at the brushstroke turns and the signature part of the calligraphy work for a long time; the Bluetooth and Wi-Fi positioning technologies recorded the duration of his stay in front of this work. All this information was transmitted to the data storage center in real time.

[0045] The interaction intention recognition module processes the collected data. After converting the voice data into text, it analyzes the correlation between the voice and the exhibit information using the voice command correlation formula. The calculation formula is: , and it is analyzed that his voice command is closely related to the brushwork skills information of the calligraphy work. After preprocessing the body image data, it identifies the gesture actions through the gesture action discrimination formula. The calculation formula is: , and it is identified that his hand gestures are related to copying calligraphy strokes. According to the eye interaction evaluation formula, the intensity of the audience's eye interaction intention is evaluated. The calculation formula is: , and it is evaluated that his eye interaction intention is relatively strong and he is very interested in the details of the work.

[0046] The emotion and interest analysis module comprehensively analyzes the facial expressions, voice emotion features, and visit behavior trajectories, and analyzes the audience's emotional state using the emotion state quantification formula. The calculation formula is: , and it is judged that Grandpa Liu is in an emotional state of appreciation and admiration. Then, combined with the analysis of the audience's interest preference using the interest depth calculation formula. The calculation formula is: , and it is analyzed that his interest depth in ancient calligraphy art is very high.

[0047] Based on the above analysis results, the personalized service planning module plans a visit route mainly consisting of ancient calligraphy and traditional Chinese fine brushwork works for Grandpa Liu through the personalized route planning formula. Let be the correlation degree between the voice command and the exhibit information, be the discrimination result of the gesture action type, be the intensity of the eye interaction intention, be the comprehensive emotional state value of the audience, be the interest depth of the audience in a certain type of exhibit. The calculation formula is: , considering that Grandpa Liu is good at gesture operations, in the calligraphy work display area, functions such as zooming in on the local part of the work and switching different calligraphy font styles through gestures are added; on the display page of traditional Chinese fine brushwork works, more gesture operation functions are designed, such as switching demonstration videos of different painting techniques through gestures.

[0048] After receiving the planning plan, the display service control module connects to the display device through the network and conducts control. When Grandpa Liu walks in front of a traditional Chinese fine brushwork painting, the electronic display automatically shows the high-definition details and creation background introduction of the painting. Grandpa Liu uses gesture operations to magnify the local part of the painting and carefully appreciates the delicate brushstrokes of the painter. At this time, the multimedia device plays the audio explanation of the painting techniques of Chinese fine brushwork to help him better understand the work. During the visit, the display service control module collects the feedback data of Grandpa Liu's operation behavior, staying time, and the frequency of re-operation, and continuously optimizes the exhibition service to provide a better experience for subsequent audiences.

[0049] In summary, the "Elegant Rhymes of China: Exhibition of Traditional Art Treasures" brings a personalized exhibition experience to Grandpa Liu with the help of the intelligent exhibition service system. The audience information collection module obtains Grandpa Liu's exhibition data in real time, the interaction intention recognition module analyzes his interaction intention, the emotion and interest analysis module clarifies his emotional state and interest preferences, the personalized service planning module plans the route and interaction content accordingly, and the display service control module controls the display device and collects feedback. The formulas in the system accurately process the data and optimize the service, enabling Grandpa Liu to deeply appreciate the charm of traditional art, reflecting the important value of the system in enhancing the audience experience in the traditional art exhibition scenario.

[0050] The above are only the preferred embodiments of the present invention, and there is no limitation to the present invention in any form. Although the present invention has been disclosed as above with the preferred embodiments, it is not intended to limit the present invention. Any person skilled in the art can make some changes or modifications to the above-disclosed technical content to form equivalent embodiments with equivalent changes, but as long as it does not depart from the technical content of the present invention, any brief modification, equivalent change, and modification made to the above embodiments according to the technical essence of the present invention still fall 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 user's personal information and art interest data are obtained through registration terminals or code scanning. In the exhibition area, high-definition cameras, microphones, eye tracking devices, and Bluetooth and Wi-Fi positioning technologies are used to collect the user's facial and body images, voice, eye movement data, and location information in all directions, and transmit it to the data storage center in real time. Interaction intention recognition module: process voice data, body image data and eye data respectively, convert voice data into text, analyze the correlation between voice and exhibit information; extract hand features after pre-processing body image data, and recognize gestures; evaluate the intensity of audience eye interaction intention based on eye movement data, and analyze audience interaction intention; Emotional and interest analysis module: Based on the facial expressions, voice emotional features and visiting behavior trajectories obtained by the visitor information collection module, it comprehensively analyzes the emotional state and interest preferences of the visitors; Personalized service planning module: Combines the analysis results of the interaction intention recognition module and the emotional interest analysis module to generate personalized tour routes for visitors. At the same time, corresponding interactive experience content is planned for different visitors who like voice interaction, gesture operation, and eye contact interaction. 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, collects feedback data during the audience's visit, and optimizes the system.

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 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.

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 degree of association between voice and exhibit information. The calculation formula is: ,in is the degree of correlation between the voice command and the 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 action type. is the number of gesture features, It is The weight of a 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 a gesture to magnify 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 and introduce the 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 intention, is the duration that the viewer 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 attractiveness 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 state of the audience is analyzed in the emotional interest analysis module 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 the preset emotional template. 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 visitors' interest in a certain type of exhibits. is the total time visitors stay in areas 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. The audience is in 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 personalized service planning module generates a personalized tour route for visitors through a personalized route planning formula. is the degree of correlation between the voice command and the 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 can be adjusted according to actual needs. A preset base route set contains a vector group of various base routes.

9. The intelligent exhibition service system for art exhibition space according to claim 1, characterized in that: The planning interactive experience content in the personalized service planning module is: For visitors who prefer voice interaction, the voice interaction button is highlighted on the electronic display screen in the exhibition area, and detailed voice instruction prompts are provided. In the selection of audio for the introduction of exhibits, priority is given to resources that meet the audience's interests, have clear voices, and vivid explanations; 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 can be set up in the exhibit display area. When the audience's eyes are fixed on these areas, rich display effects can be triggered.

10. 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 the 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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