The urban environmental space has been changing and developing following the advancement of times, thereby prompting the common installation of public artworks everywhere in the living environment. Most domestic researches on public art are concerned with people's cognition, acceptance extent and actual interactive behaviors on public artworks, but only a few relevant studies have been done on affordance theory, interactive behavioral intentions and other factors on public artworks. In recent years, the use of planned behavior theory has been widely used to explore and explain human behaviors, but it does not have relevant empirical study on interactive behaviors on public artworks. Although the technology acceptance model is used to explain the technological products, whether or not it can be generally implied in public artworks is worth further exploration. In this study, the interactive relationships between users and public artworks were deduced through the exploration of planned behavior theory, technology acceptance model, and affordance theory to construct an interactive behavior model on public artworks. So, Southern Taiwan Science Park in Tainan City was chosen as an empirical research base on the research scope, and user interactive behaviors on public artworks were selected as the participants. A purposive sampling method was adopted for the study, and 255 valid copies of questionnaires were collected. Based on the analytical results of Structural Equation Modeling (SEM), conclusions made from the integrated model constructed in this study are shown as follows, (1) The perceived usefulness and perceived ease of use have a significant positive impact on public art attitudes. (2) The public art attitudes have a significant positive impact on interactive behavioral intentions. However, the empirical research results can be used as a reference basis for relevant personnel while installing, conducting management maintenance and design planning of public artworks in the future.