论文标题
与完全机器人自主权相比,人类机器人团队的绩效在16个现实世界中的搜救任务中:适应DARPA地下挑战赛
Human-Robot Team Performance Compared to Full Robot Autonomy in 16 Real-World Search and Rescue Missions: Adaptation of the DARPA Subterranean Challenge
论文作者
论文摘要
人类机器人团队中的人类运营商通常被认为对任务成功至关重要。为了探索操作员意见对任务成功和团队绩效的直接和感知影响,根据DARPA地下挑战进行了16个现实世界任务(10小时)。这些任务是部署一个异质的机器人团队来进行搜索任务,以定位和识别代表人类幸存者的攀岩绳,训练和人体模型等文物。评估了两个条件:与没有人类操作员输入的自主任务相比,可以使用最先进的自治(人类机器人团队)来控制机器人团队的人类操作员。人类机器人团队通常处于指导自治模式(占任务时间的70%),发现了更多的项目,越过更多的距离,覆盖了更独特的地面,并且在与安全相关的事件之间的时间更高。人类机器人团队在寻找第一个工件方面更快,但响应机器人团队的信息速度较慢。在常规条件下,分数与伪影,距离和覆盖率相当。干预的原因包括创建航路点以优先考虑高收益区域,并浏览容易出错的空间。在观察机器人的自治之后,运营商报告了机器人能力和信任的提高,但是即使经过较高的任务表现,机器人的行为也并不总是透明且可以理解的。
Human operators in human-robot teams are commonly perceived to be critical for mission success. To explore the direct and perceived impact of operator input on task success and team performance, 16 real-world missions (10 hrs) were conducted based on the DARPA Subterranean Challenge. These missions were to deploy a heterogeneous team of robots for a search task to locate and identify artifacts such as climbing rope, drills and mannequins representing human survivors. Two conditions were evaluated: human operators that could control the robot team with state-of-the-art autonomy (Human-Robot Team) compared to autonomous missions without human operator input (Robot-Autonomy). Human-Robot Teams were often in directed autonomy mode (70% of mission time), found more items, traversed more distance, covered more unique ground, and had a higher time between safety-related events. Human-Robot Teams were faster at finding the first artifact, but slower to respond to information from the robot team. In routine conditions, scores were comparable for artifacts, distance, and coverage. Reasons for intervention included creating waypoints to prioritise high-yield areas, and to navigate through error-prone spaces. After observing robot autonomy, operators reported increases in robot competency and trust, but that robot behaviour was not always transparent and understandable, even after high mission performance.