Jianning Su
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View article: MD-TransUNet: An Image Segmentation Network for Car Front Face Design
MD-TransUNet: An Image Segmentation Network for Car Front Face Design Open
To enhance the segmentation accuracy of car front face elements such as headlights and grilles for car front face design, and to improve the superiority and efficiency of solutions in automotive partial modification design, this paper intr…
View article: Inspiring Designers’ Innovative Thinking: An Evolutionary Design Method for Product Forms
Inspiring Designers’ Innovative Thinking: An Evolutionary Design Method for Product Forms Open
The product form serves as a crucial information carrier for expressing design concepts and encompasses significant valuable references. During the product iteration process, changes in design subjects, such as designers and decision-maker…
View article: Fuzzy Relationship between Kansei Images: A Grey Decision-Making Method for Product Form
Fuzzy Relationship between Kansei Images: A Grey Decision-Making Method for Product Form Open
Current design decision-making methods ignore the fuzzy relationship between Kansei images, and the use of constant weights reduces the accuracy of cognitive evaluation results. To solve these problems, this paper proposes a grey decision-…
View article: A Style-Oriented Approach to Intelligent Generation of Product Creative Concepts
A Style-Oriented Approach to Intelligent Generation of Product Creative Concepts Open
The challenges posed by flexible limp fabric material handling within automated manufacturing processes are addressed in this paper.With lightweight materials, particularly fiber composites, gaining prominence across industries, the need f…
View article: An Improved Cobweb Grey Target Decision-Making Model for Multiple Kansei Images Based on Variable Weight Theory
An Improved Cobweb Grey Target Decision-Making Model for Multiple Kansei Images Based on Variable Weight Theory Open
The use of constant weights reduces the accuracy of cognitive evaluation results, and the current design decision-making methods ignore the relationships between Kansei images. To solve these problems, an improved cobweb grey target decisi…
View article: Optimization Design of Product Form Driven by Image Cognitive Friction
Optimization Design of Product Form Driven by Image Cognitive Friction Open
To balance the image cognitive friction of users and designers regarding product form, based on noncooperative game theory, a product form optimization design method was proposed to generate product forms that meet the common expectations …
View article: Product Conceptual Sketch Generation Design Using Deep Learning
Product Conceptual Sketch Generation Design Using Deep Learning Open
摘要： 概念草图设计作为人类的高阶视觉认知活动，是辅助设计师记录、构思、创造和评估想法的重要手段，对生成创新概念具有积极影响。为模拟设计师的这种高阶视觉认知行为，实现智能化辅助创意草图设计，提出一种基于深度学习的产品概念草图智能生成设计集成方法框架，包括端到端的草图设计GAN(Sketch2Render-GAN)和草图神经风格迁移网络(Sketch-NST)两个核心模块。前者实现概念草图生成与渲染，后者执行草图风格特征变换。分别以手电钻和自行车头盔为实验对象进行了验证，结果…
View article: Research on product target image cognition based on complex network theory and game theory
Research on product target image cognition based on complex network theory and game theory Open
Customer knowledge of a target image is an important and primary research topic related to the product design and development process. This paper presents research on product target image reasoning based on complex network theory and game …
View article: An Evolutionary Design Method of Product Form Inspired by Spider-webs
An Evolutionary Design Method of Product Form Inspired by Spider-webs Open
Product serialization design is an effective method for product family development.To explore the development law of product serialization, the kansei image change law within the series, and the interaction mechanisms of kansei image and f…
View article: Research on Product Primitives Recognition in a Computer-Aided Brand Product Development System
Research on Product Primitives Recognition in a Computer-Aided Brand Product Development System Open
When developing new products, brand designers must analyse related products, which is a complicated and time-consuming process.Modern product design often requires complex engineering processes; product development requires extensive knowl…
View article: Intelligent Design of Product Forms Based on Design Cognitive Dynamics and a Cobweb Structure
Intelligent Design of Product Forms Based on Design Cognitive Dynamics and a Cobweb Structure Open
Design is a complex, iterative, and innovative process. By traditional methods, it is difficult for designers to have an integral priori design experience to fully explore a wide range of design solutions. Therefore, refined intelligent de…
View article: Cognitive Matching of Design Subjects in Product Form Evolutionary Design
Cognitive Matching of Design Subjects in Product Form Evolutionary Design Open
In actual product development, the cognitive differences between users and designers make it difficult for the designed products to be recognized by users. To reduce the cognitive differences between these two design subjects, this paper p…
View article: Evaluation and Balance of Cognitive Friction: Evaluation of Product Target Image Form Combining Entropy and Game Theory
Evaluation and Balance of Cognitive Friction: Evaluation of Product Target Image Form Combining Entropy and Game Theory Open
With the great progress of product development technology, product forms have been greatly enriched by cognitive differences; users and designers have formed a “cognitive friction” phenomenon in the product evaluation process, which result…
View article: Research on product styling re-design of household heating equipment with frequency conversion electromagnetism
Research on product styling re-design of household heating equipment with frequency conversion electromagnetism Open
In view of the homogeneity and lack of characteristics in the form design of the heating equipment with frequency conversion electromagnetism, the research was carried out with the re-design method. Firstly, the emotion requirements of use…
View article: Study on design of Linxia brick carving products based on shape grammar
Study on design of Linxia brick carving products based on shape grammar Open
In view of the problems such as the single type of cultural derivative products of Linxia brick carving and the weak cultural attraction, we carried out the application research of Linxia brick carving culture by using shape grammar. First…
View article: Research on design of Tibetan cultural and creative products based on prototype theory
Research on design of Tibetan cultural and creative products based on prototype theory Open
Aiming at the problems of homogeneity, simplification and low cultural recognition of Tibetan cultural and creative products, design and application research are carried out in combination with prototype theory. Firstly, we determine the t…
View article: Research on Image Modeling Design of Oxygenerator under the Guidance of Symbolic Semantic Thinking
Research on Image Modeling Design of Oxygenerator under the Guidance of Symbolic Semantic Thinking Open
Based on the core theory of Semeiology, the transmission mechanism that product as an information carrier is simulated. From the perspective of symbolic semantics, on the basis of analyzing the signified and signifier of product image, the…