The Unexpected Consequence of Incremental Design Changes

Authors

  • Nathan R. Sturtevant University of Alberta
  • Nicolas Decroocq École Spéciale Militaire de Saint-Cyr
  • Aaron Tripodi University of Alberta
  • Matthew Guzdial University of Alberta

Abstract

Human designers may find it difficult to anticipate the impact of small changes to some games, particularly in puzzle games. However, it is not difficult for computers to simulate all mechanical impacts of such small changes. This suggests that computers might be able to aid humans designers as they build and analyze game levels. This paper takes one step towards this larger goal by studying how Exhaustive Procedural Content Generation (EPCG) can be used for analysis of incremental changes of existing game levels. Using an incremental EPCG approach, we analyze all of the levels in the popular puzzle game Snakebird, showing that incremental variations in the level designs can significantly increase the length of the shortest possible solution. A user study on a subset of these modified levels shows that the modified levels are both interesting and challenging for humans to play. Thus, through the analysis of Snakebird, we demonstrate the broader potential for incremental applications of EPCG.

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Published

2020-10-01

How to Cite

Sturtevant, N., Decroocq, N., Tripodi, A., & Guzdial, M. (2020). The Unexpected Consequence of Incremental Design Changes. Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 16(1), 130-136. Retrieved from https://ojs.aaai.org/index.php/AIIDE/article/view/7421