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Generation of Cooperative Perception Messages for Connected and Automated Vehicles

机译:为连接和自动车辆的合作感知消息产生

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Connected and Automated Vehicles (CAVs) utilize a variety of onboard sensors to sense their surrounding environment. CAVs can improve their perception capabilities if vehicles exchange information about what they sense using V2X communications. This is known as cooperative or collective perception (or sensing). A frequent transmission of collective perception messages could improve the perception capabilities of CAVs. However, this improvement can be compromised if vehicles generate too many messages and saturate the communications channel. An important aspect is then when vehicles should generate the perception messages. ETSI has proposed the first set of message generation rules for collective perception. These rules define when vehicles should generate collective perception messages and what should be their content. We show that the current rules generate a high number of collective perception messages with information about a small number of detected objects. This results in an inefficient use of the communication channel that reduces the effectiveness of collective perception. We address this challenge and propose an improved algorithm that modifies the generation of collective perception messages. We demonstrate that the proposed solution improves the reliability of V2X communication and the perception of CAVs.
机译:连接和自动车辆(CAVE)利用各种板载传感器来感知其周围环境。如果车辆交换有关他们使用V2X通信的内容的信息,骑士士可以提高他们的感知能力。这被称为合作或集体感知(或感测)。频繁传播集体感知消息可以提高脉冲的感知能力。然而,如果车辆产生太多消息并饱和通信信道,则这种改进可能会受到损害。当车辆应该产生感知消息时,那么一个重要方面。 ETSI提出了集体感知的第一组留言生成规则。这些规则定义了车辆应该产生集体感知消息,以及应该有什么内容。我们表明当前规则产生大量集体感知消息,其中包含关于少量检测到的对象的信息。这导致通信信道的低效利用降低了集体感知的有效性。我们解决了这一挑战,并提出了一种改进的算法,可以修改集体感知消息的产生。我们证明,所提出的解决方案提高了V2X通信的可靠性和潮汐的感知。

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