This paper presents our work to enhance the background music (BGM) in DareFightingICE by adding an adaptive BGM. The adaptive BGM consists of five different instruments playing a classical music piece called "Air on G-String." The BGM adapts by changing the volume of the instruments. Each instrument is connected to a different element of the game. We then run experiments to evaluate the adaptive BGM by using a deep reinforcement learning AI that only uses audio as input (Blind DL AI). The results show that the performance of the Blind DL AI improves while playing with the adaptive BGM as compared to playing without the adaptive BGM.
翻译:本文介绍了我们在DareFightingICE游戏中添加自适应背景音乐(BGM)以增强其效果的工作。该自适应BGM由五种不同乐器演奏经典音乐作品《G弦上的咏叹调》组成,通过改变各乐器的音量实现自适应。每种乐器与游戏的不同元素相关联。我们利用仅以音频为输入的深度强化学习AI(盲深度学习AI,Blind DL AI)进行实验,评估自适应BGM的效果。结果表明,与未使用自适应BGM相比,该AI在使用自适应BGM时表现有所提升。