In this work, we use the communication of intent as a means to facilitate cooperation between autonomous vehicle agents. Generally speaking, intents can be any reliable information about its future behavior that a vehicle communicates with another vehicle. We implement this as an intent-sharing task atop the merging environment in the simulator of highway-env, which provides a collection of environments for learning decision-making strategies for autonomous vehicles. Under a simple setting between two agents, we carefully investigate how intent-sharing can aid the receiving vehicle in adjusting its behavior in highway merging scenarios.
翻译:在本工作中,我们利用意图通信作为促进自主车辆主体间协作的手段。通常而言,意图指车辆向其他车辆传递的关于其未来行为的任何可靠信息。我们在高速公路环境(highway-env)模拟器的合流场景中实现意图共享任务,该模拟器提供一系列用于学习自主车辆决策策略的环境。在双主体简单设置下,我们细致探究意图共享如何帮助接收车辆在高速公路合流场景中调整自身行为。