首页> 外文期刊>Discrete dynamics in nature and society >A Virtual Reality Platform for Safety Training in Coal Mines with AI and Cloud Computing
【24h】

A Virtual Reality Platform for Safety Training in Coal Mines with AI and Cloud Computing

机译:利用AI和云计算的煤矿安全培训虚拟现实平台

获取原文
           

摘要

Coal mining, regarded as a high-risk industry, has a strong demand for virtual reality (VR) to fulfill safety and emergency rescue training. In the past ten years, VR technology has significantly improved miner training on both the hardware and software side. However, it still has some drawbacks, such as expensive and unsuitable hardware, lack of satisfactory user experience, without direct browser access, and lack of humanized and intelligent design. To solve these problems, a cloud-based VR system is designed for the training of coal miners in this paper. The system, with browser/client architecture, includes eight modules demonstrating the full procedure of an underground coal mine. The online cloud-rendered video streaming is adopted to provide enough computing and rendering power and hence a better browser-based user experience. Furthermore, game artificial intelligence (AI) is also introduced into the system to increase the emotional exchange between the system and users. Unlike traditional VR training software, this system designs two virtual miners to enhance the experience of trainees. The first virtual miner is a task-oriented non-player-character (NPC) which conveys general knowledge about the mine and guides the users in visiting the underground work sites. The second virtual miner is a disaster-oriented character which prepares the users for typical disasters. The system has been successfully implemented in a laboratory environment, and its performance has been validated. Yet, further practices are needed to stimulate more innovative applications of VR-based miner training and disaster drilling.
机译:被视为高风险行业的煤炭开采对虚拟现实(VR)的需求有着强烈需求,以满足安全和紧急救援培训。在过去十年中,VR技术在硬件和软件方面具有显着改善了矿工培训。然而,它仍然具有一些缺点,例如昂贵和不合适的硬件,缺乏满意的用户体验,而无需直接浏览器访问,并且缺乏人性化和智能设计。为解决这些问题,专为云矿矿工培训了基于云的VR系统。具有浏览器/客户体系结构的系统包括八个模块,演示了地下煤矿的完整程序。采用在线云呈现的视频流提供足够的计算和渲染功率,从而提供更好的基于浏览器的用户体验。此外,游戏人工智能(AI)也被引入系统中以增加系统和用户之间的情感交流。与传统的VR培训软件不同,该系统设计了两个虚拟矿工,以增强受训人员的经验。第一个虚拟矿工是一个面向任务导向的非玩家角色(NPC),这会传达关于矿山的一般知识,并指导用户访问地下工作地点。第二个虚拟矿工是一场面向灾害的角色,准备用户典型灾害。该系统已在实验室环境中成功实施,其性能已被验证。然而,需要进一步做法来刺激基于VR的矿工培训和灾害钻探的更具创新性应用。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号