摘 要
随着信息技术的迅猛发展，人工智能技术逐渐渗透到各个领域，游戏开发作为数字娱乐产业的重要组成部分，对智能化的需求日益增长。本研究旨在探讨人工智能在游戏开发中的应用与实践，通过分析当前游戏开发面临的挑战，结合人工智能算法的优势，提出将机器学习、神经网络等技术应用于游戏角色行为模拟、游戏环境动态生成、玩家体验优化等方面的方法。采用文献研究法梳理相关理论基础，运用案例分析法考察实际项目中的人工智能应用效果。研究表明，人工智能技术能够显著提升游戏角色行为的真实性和多样性，增强游戏环境的交互性与沉浸感，改善玩家的游戏体验。特别是在自适应难度调整、个性化剧情生成等创新功能方面取得突破性进展，不仅丰富了游戏内容，还为游戏开发者提供了新的创作思路和技术手段。本研究的主要贡献在于系统地总结了人工智能在游戏开发领域的应用场景，提出了具有可行性的实施方案，为推动游戏产业向智能化转型提供了理论支持和实践参考。
关键词：人工智能 游戏开发 机器学习
Abstract
With the rapid development of information technology, artificial intelligence (AI) has gradually permeated various fields, and as an integral part of the digital entertainment industry, game development is witnessing a growing demand for intelligence. This study aims to explore the application and practice of AI in game development by analyzing the challenges currently faced in game development and leveraging the advantages of AI algorithms. It proposes methods to apply technologies such as machine learning and neural networks to aspects like character behavior simulation, dynamic generation of game environments, and optimization of player experience. Through literature research, relevant theoretical foundations are organized, and case analysis is employed to examine the effectiveness of AI applications in actual projects. The research demonstrates that AI technology can significantly enhance the authenticity and diversity of character behaviors, strengthen the interactivity and immersion of game environments, and improve player experience. Breakthrough progress has been made especially in innovative functions such as adaptive difficulty adjustment and personalized plot generation, which not only enriches game content but also provides new creative ideas and technical means for game developers. The main contribution of this study lies in systematically summarizing the application scenarios of AI in the field of game development and proposing feasible implementation solutions, thereby providing theoretical support and practical references for promoting the intelligent transformation of the game industry.
Keyword:Artificial Intelligence Game Development Machine Learning
目 录
1绪论 1
1.1研究背景与意义 1
1.2研究现状综述 1
1.3研究方法概述 2
2人工智能在游戏中的角色行为建模 2
2.1角色智能决策机制 2
2.2自适应学习算法应用 3
2.3复杂环境下的行为模拟 3
3游戏中的人工智能交互技术 4
3.1自然语言处理的应用 4
3.2情感计算与玩家互动 5
3.3增强现实中的 5
4人工智能驱动的游戏内容生成 6
4.1程序化关卡设计 6
4.2动态剧情生成系统 6
4.3智能音效与视觉效果 7
结论 7
参考文献 9
致谢 10
