The construction of visual aesthetic element system in graphic design based on big data

The article is based on the basic theories of computer graphic image design and visual communication design, combined with the historical background, tasks, creative rules, educational methods, involved fields and thinking styles of computer visual communication design. Combining the needs of visual communication graphic design, the paper designs a graphic design visual aesthetics computer-aided analysis system based on design geometry, which realizes the import of graphic design works, the interactive segmentation and acquisition of design elements, and the analysis and judgment of the relationship between proportion and composition. And other basic functions. The system can be used to judge the visual aesthetics of design works and can also provide design support related to geometric aesthetic principles to users engaged in graphic design.

Traditional culture is a reflection of the simple customs, living beliefs and social environment of the Chinese nation, which is very important for the development of the country. Under the influence of economic globalization, Chinese traditional culture has been widely used in modern graphic design teaching. It not only provides rich information for graphic design teaching in China, but also has great significance for the development of Chinese culture and art. The purpose of this article is to study the fusion of traditional Chinese cultural elements in modern graphic design teaching based on big data analysis. This article proposes the integration of classroom teaching and practice, and vigorously implements the “combination of training and training” teaching mode, with “on-site teaching” as the main form. Adding traditional graphic creative design, you can try to design and design works with a sense of the times and history, while mixing with the students’ own, and different emotional factors experienced from traditional culture. Strengthen students’ research and study of traditional cultural theories. In terms of experiments, by conducting a questionnaire survey on students of graphic design in a vocational college, students’ expectations for the form of the course and their views on the role of modern graphic design are obtained. It was concluded that 25% of the students said that they like the teaching style that integrates culture and life. More than half of the students think that graphic design is the carrier of folk culture.

This article analyses research related to graphic design in the field of education and gives an overview of multiple definitions given in specialized literature regarding graphic design and design research. Design research provides an important blueprint for many other areas of practical research in contemporary society. The methodology of graphic design is transferable – it can be utilized not only in graphic design as such, but also in other areas, including management, business, and marketing. This process has been facilitated by the development of an academic research base, including doctoral programs. Due to the insufficient number of works on graphic design, it is necessary to venture into the other areas, such as industrial design, architecture, and engineering, which have a larger number of studies in the field of education. To prove that graphic design can affect the educational environment, it is necessary to study the nature of design as project research and design process.
 Keywords: design, graphic design, education, character design, industrial design, design thinking

With the progress of the times and the development of society, big data technology has initially covered all areas of society, which has brought great help to people's lives and enterprise innovation. In the era of big data, computer technology is one of the simplest, most widely used and most frequently used technologies. With the improvement of people's quality of life and aesthetic standards, traditional image design and visual communication can no longer meet people's aesthetic standards. Therefore, relevant design enterprises have introduced computer technology into the system of graphic image design and visual communication design, in order to innovate image design and improve visual communication quality. According to the quality and aesthetic problems existing in current graphic image design and visual communication design, this paper analyzes the concepts and functions of computer graphic image design and visual communication design, and then summarizes the system composition of computer graphic image design and visual communication design, so as to reflect the powerful functions of computer graphic image design and visual communication design system. Keywords-analysis computer;

The purpose of the study is to identify, systematise and critically analyse the psycho-visual mechanisms used in contemporary graphic design to manage perception in conditions of information overload. Research methodology. An interdisciplinary approach was used, combining the principles of cognitive psychology, neuroaesthetics, Gestalt theory and design analytics. The primary research methods include: critical visual analysis, cognitive-perceptual interpretation, philosophical conceptualisation of visual experience, and content analysis of examples of visual communication in conditions of information saturation. Scientific novelty. The article offers an interdisciplinary analysis of psycho-visual mechanisms for managing perception through graphic design in conditions of information overload, examining the intersection of cognitive aesthetics and visual semiotics. The application of psycho-visual consistency as a factor in effective communication in overloaded conditions is clarified. A typology of cognitive functions of forms is proposed, which allows visual elements to be considered as carriers of perceptual influence. Psycho-visual mechanisms of perception control, facilitated by graphic design, are generalised in conditions of information overload. The results are of practical importance for the design of visual communications, can be used as analytical tools in the creation of visual strategies, and can be incorporated into the training of future graphic designers. Conclusions. Research into the psycho-visual mechanisms of perception control through graphic design confirms their leading role in structuring visual information in conditions of information overload. It is essential to focus not on visual complexity, but on the informativeness and controllability of attention, which provide grounds for creating adaptive and intuitive design solutions. The graphic designer acts as an intermediary between complex information flows and the user’s cognitive abilities, while graphic design performs regulatory and meaning-making functions. The effectiveness of graphic design depends on the graphic designer’s ability to apply Gestalt principles, visual accents, rhythm, and compositional balance, which ensure cognitive economy and facilitate perception.

This study explores the role of language as a visual strategy in the construction of graphic product identity within the creative industry. In the context of visual communication design, language is commonly understood as a verbal element used to convey information. However, in contemporary graphic product design, language undergoes a transformation into a visual element that contributes to the formation of visual identity, branding, and product differentiation. This research aims to analyze how language functions as a visual strategy in graphic product design, particularly in shaping product identity and strengthening its position in the creative industry. The study employs a mixed-methods approach by combining qualitative visual analysis and quantitative consumer perception analysis. The qualitative approach is used to examine typographic forms, visual composition, and the integration of language with other visual elements, while the quantitative approach is used to measure consumer perceptions of visual identity, product uniqueness, and purchase intention. The findings indicate that language, when treated as a visual element, plays a significant role in constructing graphic product identity. Through typographic exploration and visual composition, language contributes to the creation of visual uniqueness, cultural representation, and product differentiation. Furthermore, the use of language enhances consumer perception in terms of visual appeal, identity recognition, and emotional connection to cultural values. This study contributes to the development of visual communication design by proposing the concept of language as a visual strategy in graphic product identity. It highlights the role of graphic product design not only as a visual artifact but also as a strategic medium for identity construction, branding, and differentiation in the creative industry.

This very popular design book has been wholly revised and expanded to feature a new dimension of inspiring and counterintuitive ideas to thinking about graphic design relationships.The Elements of Graphic Design, Second Editionis now in full color in a larger, 8 x 10-inch trim size, and contains 40 percent more content and over 750 images to enhance and better clarify the concepts in this thought-provoking resource. The second edition also includes a new section on Web design; new discussions of modularity, framing, motion and time, rules of randomness, and numerous quotes supported by images and biographies. This pioneering work provides designers, art directors, and students--regardless of experience--with a unique approach to successful design. Veteran designer and educator Alex. W. White has assembled a wealth of information and examples in his exploration of what makes visual design stunning and easy to read. Readers will discover White's four elements of graphic design, including how to: define and reveal dominant images, words, and concepts; use scale, color, and position to guide the viewer through levels of importance; employ white space as a significant component of design and not merely as background; and use display and text type for maximum comprehension and value to the reader. Offering a new way to think about and use the four design elements, this book is certain to inspire better design. Allworth Press, an imprint of Skyhorse Publishing, publishes a broad range of books on the visual and performing arts, with emphasis on the business of art. Our titles cover subjects such as graphic design, theater, branding, fine art, photography, interior design, writing, acting, film, how to start careers, business and legal forms, business practices, and more. While we don't aspire to publish a New York Times bestseller or a national bestseller, we are deeply committed to quality books that help creative professionals succeed and thrive. We often publish in areas overlooked by other publishers and welcome the author whose expertise can help our audience of readers.

In the process of modern graphic design, designers usually get inspiration from a large number of art graphs and then choose graphic elements for graphic design. However, the process is generally manual, limiting the alternatives a designer can explore. In this paper, we propose GDAssister, a graphic design assistant system with optimal algorithm of associated rule mining. The system can automatically generate corresponding graphs according to the requirements of designers and use style transfer technology to change the style (color and texture) of the graphs. The system introduces four modules referring to the process of graphic design (e.g., graphic element extraction, association rule mining, automatic layout, style transform). Association rule mining is the core module of the system, and the efficiency of association rule mining algorithm determines the running efficiency of GDAssister. We design an improved association rule mining algorithm (IFP-Growth), which can reduce time consumption and memory usage. We use Chinese ethnic apparel database to verify the feasibility and efficiency of the system. Our experiment shows that GDAssister: (1)helps designers create more graphic alternatives to explore design creativity and (2)helps designers generate different styles of graphs more quickly to shorten the design cycle.

Virtual robots based on multi task scheduling algorithms in visual graphic design and digital art applications

Visual communication design and space design is discussed in this paper the complementary relationship between, it is worth mentioning that the visual communication design can be a good blend of collision and space design, so the analysis of the blend mode in the design of visual communication design elements in space, and space visual design elements of law, more reasonable and effective use of visual communication design elements in space design activities for better design services, become a carrier capacity and environmental design in visual communication design concept, therefore, in the design of the two classify, between the two cannot be away from each other, can only promote better design complement each other. As is known to all, the most direct contact between human beings in this world is vision, also known as sight and sight, followed by hearing, smelling and tasting. Therefore, the more intuitive feelings of human beings will be conveyed by vision. In 1960, the term ＂visual communication＂ popular in the world design congress held in Japan, including printed newspapers and magazines, posters and other promotional material design, and television, movies, electronic billboards and other media, through the eyes to convey to the brain for modelling of expressive design is widely referred to as visual communication design, there's a phrase can express: show people design, design. Moreover, in the design of contemporary exhibition space, visual communication design elements are often used. These design elements not only have the function of transmitting information, but also have unlimited commercial value and propaganda effect. Left the concept of positioning, space design is only the so-called functional platter; Ignore the visual communication of visual language, no matter how good the environment will be due to graphic design style gap and left a failure. As we know, one of the most important functions of visual communication design elements is to help present the most complete visual effect in the spatial display. The organic connection between visual communication design and display space design not only harmonizes the relationship between two-dimensional plane and three-dimensional space environment, but also expands the cooperation between subjects and strengthens the research space between the two design disciplines. Only in this way can designers solve complex and comprehensive problems and help designers make full use of their advantages to create better works.

Layout representation, which models visual elements and their inter-relations in a canvas, plays a crucial role in graphic design intelligence. With a large variety of layout designs and the unique characteristic of layouts that visual elements are defined as a list of categorical (e.g., type) and numerical (e.g., position and size) properties, it is challenging to learn general and compact representations with limited data. Inspired by the recent success of self-supervised pre-training techniques in various natural language processing tasks, in this paper, we propose CanvasEmb (Canvas Embedding), which pre-trains deep representations from unlabeled graphic designs by jointly conditioning on all the context elements in a canvas, with a multi-dimensional feature encoder and a multi-task learning objective. The pre-trained CanvasEmb model can be fine-tuned with just one additional output layer and with a small size of training data to create models for a wide range of downstream tasks. We verify our approach with presentation slides data. We construct a large-scale dataset with more than one million slides and propose two layout understanding tasks with human-labeled sets, namely element role labeling and image captioning. Evaluation results on these two tasks show that our model with fine-tuning achieves state-of-the-art performance. Furthermore, we conduct a deep analysis aiming to understand the modeling mechanism of CanvasEmb and demonstrate its great potential with two extended applications: layout auto completion and layout retrieval.

The article examines the aesthetic features of Ukrainian graphic design from the 60s of the 20th century to modern times. The task of the article is to characterize the changes that have taken place in the attitude towards the aesthetic component of domestic graphic design during its development since the 60s of the 20th century to the present; identify the factors that influenced this process. The research methodology combines the techniques of comparative and comparativehistorical analysis, which are based on historical and systemic approaches. The materials of the article show that the “artistry” of applied graphics of the 60s was determined by its conceptual proximity to artistic fields and attitude to it as to one of the areas of creative activity. This determined the borrowing of compositional and project-artistic tools characteristic of easel graphics, in particular, plot compositions and a wide use of printmaking tools, as well as the education of the artistic tastes of the population as the main goal of design activity. In contrast to the 60s of the 20th century, in modern graphic design, the choice of means and techniques is determined not by their availability, not by technical capabilities and limitations of reproduction, but by the expediency of using appropriate tools and technology for the most effective disclosure of the designer’s creative idea in accordance with existing utilitarian and aesthetic requirements. Modern graphic designers proceed from a systematic approach to the design of functional objects aimed at visualizing information, giving it a visually attractive form. The author concludes that over 60 years of its development, domestic graphic design has evolved from the “artistry” of the 1960s to the “aesthetics” of the beginning of the 21st century. Modern graphic design confirms one of the main laws of dialectics, in particular, the fact that the process of historical development goes along a spiral, which at each new turn seems to return to the old one, but at a higher level. The actualization of art and man-made means of graphic design today resemble the times of the 1960s, but the aesthetics of today is fundamentally different from the “artistry” of the second half of the 20th century, because it is not a manifestation of inertia and technical limitations, but a conscious choice of the designer, aimed at achieving greater individuality, uniqueness, satisfying the aesthetic needs of a demanding consumer.

As a nonlinear system, the Chaos theory is an evolution theory that can be transferred from ordered state into a disordered state suddenly, aiming to reveal the intrinsic links behind surface phenomenon. It provides a creative method to study natural science, politics, economy, culture, art and design. This paper introduces the Chaos theory briefly and clarifying in three parts - sensitive dependence on initial conditions, fractals and chaos strange attractors to explain the significance in graphic design. Author analyzes comprehensively the concept, characteristics, design elements and creative thinking method of chaos images completely. The purpose of this paper is to expand the scope of image design, enrich forms of graphic design, and give us a new method of art design.

Graphic design currently lacks computationally accurate methods for identifying and optimizing user visual preferences, hindering personalized and precise design outcomes. This paper presents a computational method integrating multidimensional feature encoding and Apriori rule mining to extract interpretable visual preference patterns from user feedback, enabling targeted design optimization. A multidimensional feature matrix encompassing color, layout, font, and graphic structure is constructed and encoded into a standardized preference dataset derived from 1280 user-selected design samples. The Apriori algorithm extracts high-confidence association rules linking visual element attributes to user preference outcomes, filtering representative combinations with minimum support 0.05 and confidence 0.6. Rule sets are vectorized to represent structured user group preferences, and a preference pattern map is generated via K-means clustering with five clusters, achieving an average silhouette coefficient of 0.63. High-confidence rules are embedded as constraints in an automated design generation module, reconstructing visual solutions aligned with user preferences, validated at 89.2% extraction accuracy under support threshold 0.09. Experimental validation confirms 89.2% preference extraction accuracy at support threshold 0.09 and silhouette coefficient 0.63 for five clusters, demonstrating effectiveness and adaptability in preference modeling and optimization.

With the advent of the era of big data, how to quickly obtain effective information and efficiently disseminate information technology has become the most popular topic. Studies have shown that the ability of the human brain to process data and information is unmatched by machines, and the processing of graphics is tens of thousands of times faster than that of words. Based on the deep belief network (DBN) algorithm, this paper studies the technology of information visualization graphic design teaching application. Firstly, the structure of the deep belief network is analysed to explore its technical application in graphic information reconstruction. It is concluded that the DBN algorithm can be used to deal with the problems of classification, regression, dimension calculation, feature point acquisition, accuracy calculation, and so on in machine learning training. Then, the deformation technology of graphic local design is studied based on the DBN algorithm to construct the visual teaching platform and analyse the technical research results of this algorithm in information graphic design. The results show that the DBN algorithm can quickly solve the problem of processing complex features in graphics, change the local deformation design of the original graphics to form new feature point data and add it to the teaching platform, and improve the ability of model fast learning and training, optimizing the operation efficiency of the teaching platform.