Computational Intelligence-based Entertaining Level Generation for Platform Games

نویسندگان

  • Zahid Halim
  • Abdul Rauf Baig
  • Ghulam Abbas
چکیده

With computers becoming ubiquitous and high resolution graphics reaching the next level, computer games have become a major source of entertainment. It has been a tedious task for game developers to measure the entertainment value of the computer games. The entertainment value of a game does depend upon the genre of the game in addition to the game contents. In this paper, we propose a set of entertainment metrics for the platform genre of games. The set of entertainment metrics is proposed based upon certain theories on entertainment in computer games. To test the metrics, we use an evolutionary algorithm for automated generation of game rules which are entertaining. The proposed approach starts with an initial set of randomly generated games and, based upon the proposed metrics as an objective function, guides the evolutionary process. The results produced are counterchecked against the entertainment criteria of humans by conducting a human user survey and a controller learning ability experiment. The proposed metrics and the evolutionary process of generating games can be employed by any platform game for the purpose of automatic generation of interesting games provided an initial search space is given.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Measuring entertainment and automatic generation of entertaining games

With the advancement in technology and decrease in prices of electronic items, Personal Computers (PCs) are becoming common. This has resulted in PCs replacing many other electronic gadgets (televisions, play s tations, etc.), as people are inclined to use televisions and play stations in their PCs through software. Games are not an exception from this electronic advancement. All this has incre...

متن کامل

Evolutionary Algorithms towards Generating Entertaining Games

Computer games are gaining popularity by every passing day. This has increased the number of choices in computer games for the users. At the same time the quality of entertainment provided by these games has also decreased due to abundance of games in the market for personal computers. On the other hand the task of game development for the developers is becoming tiresome, which requires scripti...

متن کامل

Evolutionary Search in the Space of Rules for Creation of New Two-Player Board Games

Games have always been a popular test bed for artificial intelligence techniques. Game developers are always in constant search for techniques that can automatically create computer games minimizing the developer's task. In this work we present an evolutionary strategy based solution towards the automatic generation of two player board games. To guide the evolutionary process towards games, whi...

متن کامل

Computational Intelligence in Games∗

Video games provide an opportunity and challenge for the soft computational intelligence methods like the symbolic games did for “good old-fashioned artificial intelligence.” This article reviews the achievements and future prospects of one particular approach, that of evolving neural networks, or neuroevolution. This approach can be used to construct adaptive characters in existing video games...

متن کامل

Procedural Content Generation: Goals, Challenges and Actionable Steps

This chapter discusses the challenges and opportunities of procedural content generation (PCG) in games. It starts with defining three grand goals of PCG, namely multi-level multi-content PCG, PCG-based game design and generating complete games. The way these goals are defined, they are not feasible with current technology. Therefore we identify nine challenges for PCG research. Work towards me...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Int. J. Computational Intelligence Systems

دوره 8  شماره 

صفحات  -

تاریخ انتشار 2015