Maximizing Player Engagement in a Global Warming Sensitization Video Game Through Reinforcement Learning

Global warming's consequences must be known and humanity has to take action. In spite of the efforts already taken toward that goal, the challenge remains. Of all media used to achieve that goal, video games are not as used as their increase in popularity may suggest; even when they are, their entertainment value is too low to raise interest. In this paper, we present a serious game called "Penguin Panic!", specifically developed to increase sensitization about climate change. In this game, a Dynamic Difficulty Adjustment (DDA) system is used to increase the player's interest by providing him or her with a flow-friendly game world. Using Reinforcement Learning, this DDA system adjusts difficulty in real-time based on the player's skills.

[1]  Kevin Bouchard,et al.  Development of an Exergame on Mobile Phones to Increase Physical Activity for Adults with Severe Mental Illness , 2018, PETRA.

[2]  Annapaola Marconi,et al.  Machine Learning for Personalized Challenges in a Gamified Sustainable Mobility Scenario , 2017, CHI PLAY.

[3]  Sophus A. Reinert,et al.  Climate Change in 2017: Implications for Business , 2016 .

[4]  D. Vancampfort,et al.  Motivating factors and barriers towards exercise in severe mental illness: a systematic review and meta-analysis , 2016, Psychological Medicine.

[5]  Jodi Asbell-Clarke,et al.  Challenging games help students learn: An empirical study on engagement, flow and immersion in game-based learning , 2016, Comput. Hum. Behav..

[6]  Radek Pelánek,et al.  Impact of Adaptive Educational System Behaviour on Student Motivation , 2015, AIED.

[7]  Rob Nyland,et al.  Difference Engine and Learning Objects, Inc. , 2015 .

[8]  Ian Simmonds,et al.  Comparing and contrasting the behaviour of Arctic and Antarctic sea ice over the 35 year period 1979-2013 , 2015, Annals of Glaciology.

[9]  Abdulmotaleb El-Saddik,et al.  An Overview of Serious Games , 2014, Int. J. Comput. Games Technol..

[10]  Baihua Li,et al.  Development of Exergame-based Virtual Trainer for Physical Therapy using Kinect , 2014, GFHEU.

[11]  James M. Boyle,et al.  Engagement in digital entertainment games: A systematic review , 2012, Comput. Hum. Behav..

[12]  Tremblay Jonathan,et al.  Understanding and Implementing Adaptive Difficulty Adjustment in Video Games , 2012 .

[13]  Jean-Pierre Jessel,et al.  Origins of Serious Games , 2011, Serious Games and Edutainment Applications.

[14]  Georgios N. Yannakakis,et al.  Real-Time Game Adaptation for Optimizing Player Satisfaction , 2009, IEEE Transactions on Computational Intelligence and AI in Games.