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First, from the perspective of the role characteristics of the design subjects, an equilibrium evaluation model was constructed using the logistic regression model and relative entropy theory. Second, combining the multidimensional perception space and the characteristics measurement of the product form, the fitness function of the image form was constructed based on PREFMAP. Third, a genetic algorithm was applied to establish the intelligent image\u2010style\u2010oriented design method, which could guide the image form development of a product series through innovative design. Lastly, the method was verified by taking Audi A4L series headlights as an example. And the image evaluation of the two new schemes was greater than that of the previous seven generations of headlights. The results verify the effectiveness and feasibility of the method. In this paper, we structured a relatively preliminary model to explain the fusion of cognitive information. More subjective and objective factors, algorithms, and image recognition technology need to be further studied to improve the model in our future work.<\/jats:p>","DOI":"10.1155\/2021\/5524093","type":"journal-article","created":{"date-parts":[[2021,3,18]],"date-time":"2021-03-18T00:50:05Z","timestamp":1616028605000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Fusion of Cognitive Information: Evaluation and Evolution Method of Product Image Form"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4665-5443","authenticated-orcid":false,"given":"Shutao","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2069-7485","authenticated-orcid":false,"given":"Pengfei","family":"Su","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7095-0576","authenticated-orcid":false,"given":"Shifeng","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2021,3,17]]},"reference":[{"key":"e_1_2_10_1_2","first-page":"1","article-title":"Research status and tendency of product form innovative design and its evaluation system","volume":"29","author":"Pan P.","year":"2012","journal-title":"Journal Machine Description"},{"key":"e_1_2_10_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2013.03.006"},{"key":"e_1_2_10_3_2","first-page":"78","article-title":"The credibility evaluation methods of vehicle modeling based on the designer\u2013user image cognition model","volume":"36","author":"Zhao D. 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