# Research on Oil Painting Layout and Expression Form Based on Multi Data Visual Communication

Authors: Xiaozhou Liu
Journal: Journal of Sensors
 (2022)

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## Abstract

Multi records visible conversation plan combines modern-day digital technology, offers a new capacity of verbal exchange and a new way of expression for visible verbal exchange design, and has the twin position of innovative notion and reference. The emergence and popularization of visible verbal exchange technology and the integration and utility of visible conversation technological know-how in oil portray introduction are additionally heating up. Combined with multi-information visible conversation science and the strategies of sketching in typical oil portray creation, oil portray advent can continue to play a special creative allure in the visible era and preserve the symbiosis, interplay, and practical transformation of visible subculture represented by using standard portray varieties and images. Aiming at the search for on oil painting design and expression structure based totally completely on multi-information seen communication, this paper analyzes the facts transmission characteristics, seen language characteristics and aesthetic psychological features of multi-information seen verbal trade design. The oil portrays format and expression structure based totally on multi records visible communication. Through experiments and analysis, it is proven that the overall performance of 1500 ms is the fantastic when inspecting the dynamic alternate of time sequence information.


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## Body

## 1. Introduction

The huge utility of visible conversation technological know-how has promoted the development of human civilization and social development and has introduced brilliant modifications to human life. When the software of multi statistics visible conversation in artwork plan began, we can predict that multi records visible conversation can convey amazing have an effect on and innovation in the subject of innovative design [1]. Due to the utility of digital technology, visible verbal exchange format gives a kingdom of blooming plant life in its varieties of expression and progressively diversified. Designers can exhibit their internal world to a larger extent, specific their sketch feelings and layout concepts. Therefore, it expands a broader area for the improvement of visible verbal exchange design. At the equal time, it additionally brings high-quality stimulation to present day viewers in experience. In the usual visible conversation design, the media that undertakes the transmission venture is on the whole in the structure of airplane drawings [2]. Both ordinary textual content snap shots and regular photograph photographs have a frequent function that the mode of verbal exchange is two-dimensional. Therefore, all two-dimensional visible conversation graph is incomplete, and visible conversation graph will ultimately enhance into an extra sensible viewing and feeling impact like our human viewing and feeling effect. Visual verbal trade sketch will eventually take the infinite proximity to the feeling effect of human beings as the direction and will take the limitless proximity to a wide variety of sensory experiences of human beings as the style [3].In present day society, with the fast improvement of science and technology, the high-speed transmission of internet information, the enlargement of statistics and picture resources, and the nonstop enrichment of topics and overall performance content material for oil portray creation. Visual conversation science can be viewed in all places in our age and has emerged as a necessary phase of our inventive creation. The utility of visible verbal exchange science has delivered many conveniences to oil portray creation, such as cloth collection, expression methods, and detail shaping, and made up for the deficiencies and defects present in standard oil portray creation [4]. It is present process modifications in the new form, is being affected by using many new media, and is additionally growing different new styles. Oil painting introduction has placed a new enhancement space, and it will coexist with unique seen media for a prolonged time; it enriches our seen world together. The speedy improvement of visible verbal exchange technological know-how has delivered us unheard of impact, which no longer solely modified the way of visible journey of the public to a sure extent; however, it additionally helped painters’ innovative techniques and innovative overall performance to a terrific extent [5].Aiming at the lookup on oil portray plan and expression shape primarily based on multi-information visible communication, this paper analyzes the records transmission characteristics, visible language traits and aesthetic psychological traits of multi-information visible conversation design. The oil portrays design and expression structure based totally on multi records visible communication. Through experiments and analysis, it is proven that the overall performance of 1500 ms is the first-rate when examining the dynamic trade of time sequence information.The chapters and contents of the paper are arranged as follows: Section1 is the introduction, which introduces the background and significance of this study. Section 2 introduces the related work. Section 3 analyzes the visual communication design method of multi data and gives the training flow chart and training results of the network model. In Section 4, experimental analysis and performance test are carried out. Section 5 summarizes the full text and puts forward prospects.


## 2. Related Work

Under the overall theoretical framework composed of common speech communication media, many scholars, practitioners and designers are reading to witness the transformation of conversation theory. Abroad in this regard, there are theoretical precis research, digital science lookup, and media science innovation research. The predominant lookup and dialogue are as follows.In phrases of the theoretical exploration of visible verbal exchange design, the definition of visible verbal exchange format in megs’ concept can be summarized as image design, which is the definition of visible conversation graph at the commencing of applicable theories, and can additionally be referred to as picture design [6]. In this definition, image layout oftentimes consists of books, magazines, advertisements, etc. Graphic graph described by means of megs as graphic design is no longer relevant to present day visible conversation design. The extra correct description of modern-day visible conversation graph must be visible verbal exchange design. In present day visible conversation design, an extra best three-dimensional shape class is constructed [8]. It can be summarized as the new integration of digital technological know-how design, three-D photo design, dynamic photograph design, etc. with a greater three-D experience of imaginative and prescient and visible realism. At the identical time, it additionally preserves the authentic scope of photograph design. It is a greater comprehensive, less attackable, and richer class of visible verbal exchange plan forms [9].Due to the historic constraints of financial development, the lookup on the utility of digital science in visible conversation plan in China started out pretty late in contrast with overseas countries. However, the improvement is very rapid. It has steadily fashioned its personal lookup machine and operation system [10]. As the final way for the target market to gain the facts of visible conversation design, in this stage of nonstop innovation in the shape of media presentation and visible verbal exchange design, media without delay determines whether or not the conversation impact and pressure of marketing can be maximized [11]. A new artwork form, which is for sure special from the ordinary visible verbal exchange design, is an innovation from introduction to transmission, comments to interaction. Compared with standard visible conversation design, digital science visible conversation graph has special self-language and characteristics and has great sketch conversation advantages. The artwork world has entered a technology of cultural and technological integration [11].Many creators use images to gather innovative materials and use visible verbal exchange to manner and mix picture materials, and even robotically replica the processed snap shots without delay to the canvas. In their personal special forms, they use the language of photographs to exhibit many chances of painting. Some pupils agree with that the utility of visible verbal exchange science has added many conveniences to oil portray creation, such as cloth collection, expression methods, and element shaping, and made up for the deficiencies and defects current in regular oil portray creation [13]. It is present process modifications in the new form, is being affected via many new media, and is additionally growing different new styles. Oil portray advent has determined a new improvement space, and it will coexist with different visible media for a lengthy time; it enriches our visible world together [14].


## 3. Multi Data Visual Communication Design

### 3.1. Design of Operation Architecture Based on Multi Data Integration

Adopt the multi facts integration platform, graph the visible verbal exchange net web page primarily based on multi facts integration, and make use of the internet integration mode to make the records visualize through multi records integration, records visualization technological know-how integration, and visualization assist services [15]. When builders boost visualization, they mix the features of visible verbal exchange primarily based on multi-information integration to acquire machine information and customize visualization consequences in accordance to the necessities of device integration. The operation structure is proven in Figure 1.Figure 1
Design of oil painting layout operation architecture based on multi data integration.The operation structure includes the following:(1)
Most records integration. It has the characteristic of integrating more than one data, presenting more than a few statistics for integration, fixing the feature of facts file integration, and realizing information integration via facts identification, sorting and different operations(2)
Multi kind visualization integration. In order to recognize the internet web page to exhibit a range of facts visualization results, the visualization technological know-how is built-in uniformly. This characteristic can meet the integration of a massive wide variety of records visualization and charts(3)
Visualization guide service. When facts change between net utility machine and internet pages, furnish a constant records visualization integration interface to promote the completion of information exchange


### 3.2. Artistic Expression Form of Visual Communication Design

Due to the distinction between verbal exchange media and typical media, the plan focal point of multimedia visible verbal exchange graph has additionally changed. It is generally mirrored in the new inventive varieties of statistics graph and interactive design [16]. Information format is the technique of remodeling authentic facts into information. Data is the image for recording information, and records is the interpretation of data. Raw data, such as the effects of research, invention, and discovery, need to first be organized, processed, and modified into significant facts earlier than they can be used for communication [17, 18]. Good conversation is primarily based on the trade of information, no longer the trade of uncooked data. Information can be converted into information thru alternate and experience, and similarly into wisdom. Knowledge can be expressed by using information, and facts can be expressed by way of data, which is the causal relationship between data, statistics, and knowledge. An excellent data company shape is the basis of profitable visible communication [19, 20]. Therefore, community stage of visible verbal exchange sketch statistics employer in the community is richer and extra complex, and the artwork structure has the traits of a couple of integration and logical progression. Figure 2 suggests the layout and transformation procedure of information.Figure 2
The process of information transformation.Interactivity is an ability to furnish customers with greater high-quality manipulate and use of information. Interaction can decorate the interest and perception of statistics and lengthen the retention time of information. When interactivity is introduced, the undertaking itself, as a media, is concerned in the method of reworking data into knowledge. Interaction has many meanings [21]. The trade of information is the lowest structure of interaction, which solely transforms the data. If the interplay is based totally on information, it is essential to interpret the data, which requires the help of knowledge. To precis each and every media to one-of-a-kind stages is to apprehend the content material cloth of the media to unique degrees. The most indispensable attribute of interactive graph is that clients can control the consequences and supply facts feedback. This characteristic is very apparent in sport design, with the participation of customers without delay controls the development of games, which is essentially special from normal media such as television, the place customers usually get hold of facts passively [22]. The best possible degree of interactive diagram is that equipment can be adjusted in accordance to the adjustments of users’ use [23]. In this way, customers can even take part in the plan system of interactive creation. The cutting, aggregate and reconstruction of artwork forms, as a consequence displaying the inventive traits of flexibility, fullness and change.


### 3.3. Quantitative Study of Visual Communication Momentum

Only quantitative facts can structure comparison indicators. Therefore, this learns about tries to pass the lookup of visible verbal exchange momentum from qualitative to quantitative and use quantitative visible verbal exchange momentum expression to consider the large information visible interface. In the procedure of multi-page transition, the ideas of visible conversation momentum and cognitive load have similarities, which can replicate the diploma of real-time cognitive effort; however, the objects described are different [24]. Visual conversation momentum refers to the aid of the interface for human records integration, and cognitive load refers to the whole quantity of intellectual things to do that human put into the cognitive device in a unique working time. In the preceding literature for the description of visible verbal exchange momentum, it proposed the quantitative terrible correlation between visible verbal exchange momentum and cognitive load [25]. An excessive visible conversation momentum interface skill a clean and herbal transition between a couple of pages, which can assist rapidly detect the search target, furnish recall clues, and optimize the intellectual corporation method of the observer. Therefore, the immediately cognitive load is decreased and the cognitive overall performance is improved [26]. Accordingly, when the momentum of visible verbal exchange is low, the difficult to understand transition will convey poor thoughts and operational errors, and customers cannot get perfect cognitive overall performance with a lot of intellectual efforts. Therefore, in accordance to the bad correlation between visible verbal exchange momentum and cognitive load and cognitive performance, we can predict the visible verbal exchange momentum supported with the aid of an interactive visualization, and then get the assessment of visible design.According to the definition of visible verbal exchange momentum, it can have an effect on the capacity of topics to extract and combine data between specific pages. Through the preceding evaluation of eye motion indicators, in this study, three indicators, whole gaze time t, whole saccade distance D, and gaze wide variety n, had been chosen to be delivered into the regression mannequin to together signify a digital indicator. Among them, saccade is the speedy motion of the eyeball, which is tried to alter the line of sight to make the fovea of the eyeball coincide with the goal of interest. Saccade distance D can replicate the spontaneous saccade of topics when searching for aims and grasp objects, which is carefully associated to the percentage of real-time interest input. Gaze time t can replicate the length of subjects’ appreciation of gaze, which is intently associated to venture difficulty. The wide variety of staring factors n can replicate the visible activity factors in the interface below a particular cognitive task, which is carefully associated to the complexity of the task.The predictive cost ofVM is estimated by means of the chosen eye motion factor. The assumption of the ternary linear regression mannequin with the established variable VM can be expressed as
(1)VM=β0β1T+β2D+β3Nβ1N+D+β2T+N+β3T+D.Amongβ1、β2、β3、β0 are constants. We count on that there are j+1 visualization pages in an interactive dynamic visualization task, so there are j web page switching processes. The unique page concerned in this article refers to a page that has been extensively modified in terms of function, shape and content.In order to observe the mannequin to exceptional visualization materials, first of all, the authentic parameters have to be normalized. The staring time at every staring factor can be without delay received in the eye tracker. Then the complete gaze timet can be gotten via genuinely summing the range of condensing viewpoints in the undertaking time, dividing it with the aid of a common gaze time of 250 ms, and recording it as the complete gaze time issue Tg of the g-th subject, which can be expressed as
(2)Tg=∑i=0nai+b1sin2πit/365t0j+1+∑i=0nbiHi.It can be sincerely expressed as(3)Ng=∑i=1nb1sin2πnt/365sin2nt+cos2nt·j+1.Since the eye tracker can solely seize the coordinate recordsPx,Py of every scanning factor R, first calculate the sum of the scanning distances of the topics inside a task, and then divide it with the aid of the diagonal size dis of the experimental fabric to reap the dimensionless normalized scanning distance n, which is the sum of the variety of viewpoints of the g-th subject, and then the scanning distance aspect D of the g-th subject. It can be expressed as
(4)Dg=∑r=2nPxr−Pxr−12/Pyr−Pyr−12Dj+1.The response time of a team of topics is normalized with the aid of theZ-score normalization method and then projected to the interval of 0,1 by way of the most and minimal fee method so that the visible conversation momentum VM price can be represented in a handy to apprehend proportion form. The response time Z fraction ztg of take a look at g is expressed as
(5)ztcg=∑i=1ny∧i−yi2tcg−μtc+∑i=1nPxr−Pxr−12−Pyr−Pyr−12.This study found that in the case of poor correlation between visual dialogue momentum and cognitive load, a regression human model was established to predict tactile eye movements in interactive visualization. And the layout capacity of one-of-a-kind results of visible verbal exchange momentum lookup in the preceding paper deals with the identical visualization to affirm the consistency of qualitative lookup and quantitative representation. In addition, preceding statements on visible verbal exchange momentum all cite distinct examples to provide an explanation for these diagram methods. Due to the exclusive contents of these noted examples, there is no quantitative comparability between them.


## 3.1. Design of Operation Architecture Based on Multi Data Integration

Adopt the multi facts integration platform, graph the visible verbal exchange net web page primarily based on multi facts integration, and make use of the internet integration mode to make the records visualize through multi records integration, records visualization technological know-how integration, and visualization assist services [15]. When builders boost visualization, they mix the features of visible verbal exchange primarily based on multi-information integration to acquire machine information and customize visualization consequences in accordance to the necessities of device integration. The operation structure is proven in Figure 1.Figure 1
Design of oil painting layout operation architecture based on multi data integration.The operation structure includes the following:(1)
Most records integration. It has the characteristic of integrating more than one data, presenting more than a few statistics for integration, fixing the feature of facts file integration, and realizing information integration via facts identification, sorting and different operations(2)
Multi kind visualization integration. In order to recognize the internet web page to exhibit a range of facts visualization results, the visualization technological know-how is built-in uniformly. This characteristic can meet the integration of a massive wide variety of records visualization and charts(3)
Visualization guide service. When facts change between net utility machine and internet pages, furnish a constant records visualization integration interface to promote the completion of information exchange


## 3.2. Artistic Expression Form of Visual Communication Design

Due to the distinction between verbal exchange media and typical media, the plan focal point of multimedia visible verbal exchange graph has additionally changed. It is generally mirrored in the new inventive varieties of statistics graph and interactive design [16]. Information format is the technique of remodeling authentic facts into information. Data is the image for recording information, and records is the interpretation of data. Raw data, such as the effects of research, invention, and discovery, need to first be organized, processed, and modified into significant facts earlier than they can be used for communication [17, 18]. Good conversation is primarily based on the trade of information, no longer the trade of uncooked data. Information can be converted into information thru alternate and experience, and similarly into wisdom. Knowledge can be expressed by using information, and facts can be expressed by way of data, which is the causal relationship between data, statistics, and knowledge. An excellent data company shape is the basis of profitable visible communication [19, 20]. Therefore, community stage of visible verbal exchange sketch statistics employer in the community is richer and extra complex, and the artwork structure has the traits of a couple of integration and logical progression. Figure 2 suggests the layout and transformation procedure of information.Figure 2
The process of information transformation.Interactivity is an ability to furnish customers with greater high-quality manipulate and use of information. Interaction can decorate the interest and perception of statistics and lengthen the retention time of information. When interactivity is introduced, the undertaking itself, as a media, is concerned in the method of reworking data into knowledge. Interaction has many meanings [21]. The trade of information is the lowest structure of interaction, which solely transforms the data. If the interplay is based totally on information, it is essential to interpret the data, which requires the help of knowledge. To precis each and every media to one-of-a-kind stages is to apprehend the content material cloth of the media to unique degrees. The most indispensable attribute of interactive graph is that clients can control the consequences and supply facts feedback. This characteristic is very apparent in sport design, with the participation of customers without delay controls the development of games, which is essentially special from normal media such as television, the place customers usually get hold of facts passively [22]. The best possible degree of interactive diagram is that equipment can be adjusted in accordance to the adjustments of users’ use [23]. In this way, customers can even take part in the plan system of interactive creation. The cutting, aggregate and reconstruction of artwork forms, as a consequence displaying the inventive traits of flexibility, fullness and change.


## 3.3. Quantitative Study of Visual Communication Momentum

Only quantitative facts can structure comparison indicators. Therefore, this learns about tries to pass the lookup of visible verbal exchange momentum from qualitative to quantitative and use quantitative visible verbal exchange momentum expression to consider the large information visible interface. In the procedure of multi-page transition, the ideas of visible conversation momentum and cognitive load have similarities, which can replicate the diploma of real-time cognitive effort; however, the objects described are different [24]. Visual conversation momentum refers to the aid of the interface for human records integration, and cognitive load refers to the whole quantity of intellectual things to do that human put into the cognitive device in a unique working time. In the preceding literature for the description of visible verbal exchange momentum, it proposed the quantitative terrible correlation between visible verbal exchange momentum and cognitive load [25]. An excessive visible conversation momentum interface skill a clean and herbal transition between a couple of pages, which can assist rapidly detect the search target, furnish recall clues, and optimize the intellectual corporation method of the observer. Therefore, the immediately cognitive load is decreased and the cognitive overall performance is improved [26]. Accordingly, when the momentum of visible verbal exchange is low, the difficult to understand transition will convey poor thoughts and operational errors, and customers cannot get perfect cognitive overall performance with a lot of intellectual efforts. Therefore, in accordance to the bad correlation between visible verbal exchange momentum and cognitive load and cognitive performance, we can predict the visible verbal exchange momentum supported with the aid of an interactive visualization, and then get the assessment of visible design.According to the definition of visible verbal exchange momentum, it can have an effect on the capacity of topics to extract and combine data between specific pages. Through the preceding evaluation of eye motion indicators, in this study, three indicators, whole gaze time t, whole saccade distance D, and gaze wide variety n, had been chosen to be delivered into the regression mannequin to together signify a digital indicator. Among them, saccade is the speedy motion of the eyeball, which is tried to alter the line of sight to make the fovea of the eyeball coincide with the goal of interest. Saccade distance D can replicate the spontaneous saccade of topics when searching for aims and grasp objects, which is carefully associated to the percentage of real-time interest input. Gaze time t can replicate the length of subjects’ appreciation of gaze, which is intently associated to venture difficulty. The wide variety of staring factors n can replicate the visible activity factors in the interface below a particular cognitive task, which is carefully associated to the complexity of the task.The predictive cost ofVM is estimated by means of the chosen eye motion factor. The assumption of the ternary linear regression mannequin with the established variable VM can be expressed as
(1)VM=β0β1T+β2D+β3Nβ1N+D+β2T+N+β3T+D.Amongβ1、β2、β3、β0 are constants. We count on that there are j+1 visualization pages in an interactive dynamic visualization task, so there are j web page switching processes. The unique page concerned in this article refers to a page that has been extensively modified in terms of function, shape and content.In order to observe the mannequin to exceptional visualization materials, first of all, the authentic parameters have to be normalized. The staring time at every staring factor can be without delay received in the eye tracker. Then the complete gaze timet can be gotten via genuinely summing the range of condensing viewpoints in the undertaking time, dividing it with the aid of a common gaze time of 250 ms, and recording it as the complete gaze time issue Tg of the g-th subject, which can be expressed as
(2)Tg=∑i=0nai+b1sin2πit/365t0j+1+∑i=0nbiHi.It can be sincerely expressed as(3)Ng=∑i=1nb1sin2πnt/365sin2nt+cos2nt·j+1.Since the eye tracker can solely seize the coordinate recordsPx,Py of every scanning factor R, first calculate the sum of the scanning distances of the topics inside a task, and then divide it with the aid of the diagonal size dis of the experimental fabric to reap the dimensionless normalized scanning distance n, which is the sum of the variety of viewpoints of the g-th subject, and then the scanning distance aspect D of the g-th subject. It can be expressed as
(4)Dg=∑r=2nPxr−Pxr−12/Pyr−Pyr−12Dj+1.The response time of a team of topics is normalized with the aid of theZ-score normalization method and then projected to the interval of 0,1 by way of the most and minimal fee method so that the visible conversation momentum VM price can be represented in a handy to apprehend proportion form. The response time Z fraction ztg of take a look at g is expressed as
(5)ztcg=∑i=1ny∧i−yi2tcg−μtc+∑i=1nPxr−Pxr−12−Pyr−Pyr−12.This study found that in the case of poor correlation between visual dialogue momentum and cognitive load, a regression human model was established to predict tactile eye movements in interactive visualization. And the layout capacity of one-of-a-kind results of visible verbal exchange momentum lookup in the preceding paper deals with the identical visualization to affirm the consistency of qualitative lookup and quantitative representation. In addition, preceding statements on visible verbal exchange momentum all cite distinct examples to provide an explanation for these diagram methods. Due to the exclusive contents of these noted examples, there is no quantitative comparability between them.


## 4. Experiment and Analysis

### 4.1. Data Mining Performance Detection

When the smart distribution administration net web page designed with the aid of this approach works with different use systems, it can make the operation of different use structures greater convenient. Therefore, multi records integration, multi kind visible integration, visible guide, and different features are extraordinarily important. The test compares and analyzes the support, compatibility, and problem of a number of features in the system of clever distribution administration net web page diagram via this approach and different visualization methods. Compared with specific visualization methods, this method is conducive to online customization and maintenance of statistical data sources, can be well applied to special visualization technology knowledge framework, and has very high web page visualization performance. The language interaction performance of Internet pages is very good.The experimental detection adopts this technique and ordinary asp Net method. The experimental information is described in Figure3. These statistics are the operation facts of the internet page. It can be viewed that compared with ordinary asp Net method, the quantity of information received by using this approach is larger, which indicates that the crawling overall performance of the search internet web page designed through this technique is stronger, and it can mine extra high-quality data.Figure 3
Data analysis of mining.


### 4.2. Dynamic Change Analysis of Time Series Information

In order to discover the most life like way of dynamic trade of linear nodes, three agencies of experiments are designed in this part to evaluate exceptional soar modes, horizontal action instructions, and distinctive action time planes of two intersecting nodes. Because the turnover is the cognitive overall performance of users, it is based totally on the accuracy of recall problems, the response time of country wide memory, and the chance and trade of gaze jump.The manage team adopts the node statistics leap mode of instantaneous jump, while the experimental team adopts the node bounce mode of gradual movement. The entire jump time of every employer of components is 1000 ms, and the path is transferring from suitable to left. The experimental consequences showcase that there is no substantial big difference between the primary have an effect on of the proper cost of the subjects’ decision and the vital influence of the response time. After that, some changes had been made to the presentation mode of the experimental group. Within a complete of 1000 ms of 10 frames, the first 500 ms adopted the step-by-step node leap mode and then shielded the node facts for 500 ms. The presentation mode of the remaining 300 ms body was once the identical as that of the manage group. It can be defined that the quick defensive time can allow the topics to actively regulate their intellectual mode and facilitate new memory. The contrast of the accuracy of specific node bounce techniques is proven in Figure4.Figure 4
Comparison of experimental accuracy of linear node dynamic mode.The 2nd crew of experiments is to evaluate the variations of one of a kind horizontal motion direction. The manage crew adopts the path from proper to left, while the experimental crew adopts the path from left to right. The complete leap time of the two corporations of substances is 1000 ms, and the bounce mode is step-by-step. The experimental effects exhibit that there is no sizable distinction in the bounce shape of left and proper cellular nodes when the cellular time and cell mode are the same. The predominant impact of accuracy ist=0.766, df=58, and p=0.447, and the major impact of response time is t=0.432, df=58, and p=0.667. The 0.33 team of experiments is to examine the variations beneath exceptional bounce motion times. The shifting time of the manipulate crew was once 1000 ms, while the transferring time of the three experimental companies had been 500 ms, 1500 ms, and 2000 ms, respectively. Each crew of substances adopts a step-by-step bounce mode, and the course is to cross from proper to left. As proven in Figure 5, based totally on the facts of 30 high-quality subjects, it can be viewed that the accuracy reaches the top at the bounce time of 1500 ms and the typical response time is the least. This indicates that among quite a few step-by-step bounce times, 1500 ms operation overall performance is the best.Figure 5
Comparison of response and accuracy of different jump times in linear node dynamic mode.
(a)
Comparison of jump time accuracy of different nodes(b)
Comparison of different jump time of linear node dynamic mode


### 4.3. Detection and Analysis of Multicollinearity

In the multivariate collinearity test, it can be considered that even though the three elements have positive collinearity, they are nonetheless inside the perfect range. The collinearity check price of the universal regression mannequin is 0.10, and situation index is 19,687; it suggests that the collinearity trouble is alleviated. The records of the six experimental agencies are proven in Figure6.Figure 6
Comparison of mean and variance values of each factor.
(a)
Mean and variance of T factor(b)
Mean and variance of N factor(c)
Mean and variance of D factor(d)
Mean and variance of VM factorThe implied values ofT, N, D, and VM values calculated by way of the regression mannequin in the response time of the six experimental businesses are proven in Figure 7. It can be viewed that with the layer through layer discount of T, N, D, and VM price will increase, but there are some fluctuations in these changes. It can be regarded that the reasons of fluctuations come from two aspects: topics and experimental materials. Based on this, mix adjoining combinations, mix Exp1-1 and Exp1-2 records into low visible conversation momentum group, mix Exp1-3 and Exp1-4 statistics into medium visible conversation momentum group, and mix Exp1-5 and Exp1-6 into excessive visible verbal exchange momentum group. Then, ANOVA was once used to examine the distribution of T, N, D, and VM among the high, medium and low groups. Therefore, it can be concluded from the effects of statistics evaluation that the sketch of experimental substances essentially conforms to the qualitative lookup description of visible verbal exchange momentum lifting technology.Figure 7
Comparison chart of average statistical results of each experimental group.From Figure7, we can see that all indications between Exp1-2 and Exp1-3 have modified significantly, the overall performance has extended significantly, and the corresponding visible conversation momentum has additionally proven a widespread upward trend. Telephoto lens is a frequent technical capacity in multi web page dynamic interactive visualization. It performs a sturdy function in decreasing the subjects’ loss and keyhole effect and perception the relationship between the modern-day web page and the front and again pages. This is regular with our psychological emotions at work. When we add a low-level topological relationship visible mapping index, it is simpler to discover the relationship between a couple of pages.


## 4.1. Data Mining Performance Detection

When the smart distribution administration net web page designed with the aid of this approach works with different use systems, it can make the operation of different use structures greater convenient. Therefore, multi records integration, multi kind visible integration, visible guide, and different features are extraordinarily important. The test compares and analyzes the support, compatibility, and problem of a number of features in the system of clever distribution administration net web page diagram via this approach and different visualization methods. Compared with specific visualization methods, this method is conducive to online customization and maintenance of statistical data sources, can be well applied to special visualization technology knowledge framework, and has very high web page visualization performance. The language interaction performance of Internet pages is very good.The experimental detection adopts this technique and ordinary asp Net method. The experimental information is described in Figure3. These statistics are the operation facts of the internet page. It can be viewed that compared with ordinary asp Net method, the quantity of information received by using this approach is larger, which indicates that the crawling overall performance of the search internet web page designed through this technique is stronger, and it can mine extra high-quality data.Figure 3
Data analysis of mining.


## 4.2. Dynamic Change Analysis of Time Series Information

In order to discover the most life like way of dynamic trade of linear nodes, three agencies of experiments are designed in this part to evaluate exceptional soar modes, horizontal action instructions, and distinctive action time planes of two intersecting nodes. Because the turnover is the cognitive overall performance of users, it is based totally on the accuracy of recall problems, the response time of country wide memory, and the chance and trade of gaze jump.The manage team adopts the node statistics leap mode of instantaneous jump, while the experimental team adopts the node bounce mode of gradual movement. The entire jump time of every employer of components is 1000 ms, and the path is transferring from suitable to left. The experimental consequences showcase that there is no substantial big difference between the primary have an effect on of the proper cost of the subjects’ decision and the vital influence of the response time. After that, some changes had been made to the presentation mode of the experimental group. Within a complete of 1000 ms of 10 frames, the first 500 ms adopted the step-by-step node leap mode and then shielded the node facts for 500 ms. The presentation mode of the remaining 300 ms body was once the identical as that of the manage group. It can be defined that the quick defensive time can allow the topics to actively regulate their intellectual mode and facilitate new memory. The contrast of the accuracy of specific node bounce techniques is proven in Figure4.Figure 4
Comparison of experimental accuracy of linear node dynamic mode.The 2nd crew of experiments is to evaluate the variations of one of a kind horizontal motion direction. The manage crew adopts the path from proper to left, while the experimental crew adopts the path from left to right. The complete leap time of the two corporations of substances is 1000 ms, and the bounce mode is step-by-step. The experimental effects exhibit that there is no sizable distinction in the bounce shape of left and proper cellular nodes when the cellular time and cell mode are the same. The predominant impact of accuracy ist=0.766, df=58, and p=0.447, and the major impact of response time is t=0.432, df=58, and p=0.667. The 0.33 team of experiments is to examine the variations beneath exceptional bounce motion times. The shifting time of the manipulate crew was once 1000 ms, while the transferring time of the three experimental companies had been 500 ms, 1500 ms, and 2000 ms, respectively. Each crew of substances adopts a step-by-step bounce mode, and the course is to cross from proper to left. As proven in Figure 5, based totally on the facts of 30 high-quality subjects, it can be viewed that the accuracy reaches the top at the bounce time of 1500 ms and the typical response time is the least. This indicates that among quite a few step-by-step bounce times, 1500 ms operation overall performance is the best.Figure 5
Comparison of response and accuracy of different jump times in linear node dynamic mode.
(a)
Comparison of jump time accuracy of different nodes(b)
Comparison of different jump time of linear node dynamic mode


## 4.3. Detection and Analysis of Multicollinearity

In the multivariate collinearity test, it can be considered that even though the three elements have positive collinearity, they are nonetheless inside the perfect range. The collinearity check price of the universal regression mannequin is 0.10, and situation index is 19,687; it suggests that the collinearity trouble is alleviated. The records of the six experimental agencies are proven in Figure6.Figure 6
Comparison of mean and variance values of each factor.
(a)
Mean and variance of T factor(b)
Mean and variance of N factor(c)
Mean and variance of D factor(d)
Mean and variance of VM factorThe implied values ofT, N, D, and VM values calculated by way of the regression mannequin in the response time of the six experimental businesses are proven in Figure 7. It can be viewed that with the layer through layer discount of T, N, D, and VM price will increase, but there are some fluctuations in these changes. It can be regarded that the reasons of fluctuations come from two aspects: topics and experimental materials. Based on this, mix adjoining combinations, mix Exp1-1 and Exp1-2 records into low visible conversation momentum group, mix Exp1-3 and Exp1-4 statistics into medium visible conversation momentum group, and mix Exp1-5 and Exp1-6 into excessive visible verbal exchange momentum group. Then, ANOVA was once used to examine the distribution of T, N, D, and VM among the high, medium and low groups. Therefore, it can be concluded from the effects of statistics evaluation that the sketch of experimental substances essentially conforms to the qualitative lookup description of visible verbal exchange momentum lifting technology.Figure 7
Comparison chart of average statistical results of each experimental group.From Figure7, we can see that all indications between Exp1-2 and Exp1-3 have modified significantly, the overall performance has extended significantly, and the corresponding visible conversation momentum has additionally proven a widespread upward trend. Telephoto lens is a frequent technical capacity in multi web page dynamic interactive visualization. It performs a sturdy function in decreasing the subjects’ loss and keyhole effect and perception the relationship between the modern-day web page and the front and again pages. This is regular with our psychological emotions at work. When we add a low-level topological relationship visible mapping index, it is simpler to discover the relationship between a couple of pages.


## 5. Conclusion

With the fast improvement of science and technology, the inevitable component about oil portray introduction is that the data image, extent, and satisfactory delivered via visible conversation science to current people’s minds are a long way past any time in history. The exchange and improvement pace of its verbal exchange mode are past the creativeness of the regular wondering mode and will even have a big have an impact on the social lifestyle of the entire human race. In this context, the conventional painting mode will have an unparalleled impact, thus bringing opportunities and challenges. This paper focuses on the lookup of oil portray graph and expression shape based totally on multi-information visible communication and analyzes the facts conversation characteristics, visible language traits and aesthetic psychological traits of multi records visible verbal exchange design, and the oil portray format and expression shape primarily based on multi-information visible communication. Through experiments and analysis, it is proven that the overall performance of dynamic adjustments in timing data is the best and the distribution reaches statistically sizable differences.



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*Source: 4403739-2022-09-14.xml*