利用综合数据增强自主卡车运输：Kodiak 机器人案例研究
技术
- 网络安全和隐私 - 身份认证管理
- 传感器 - 自动驾驶传感器
适用行业
- 塑料
- 运输
适用功能
- 物流运输
用例
- 自主运输系统
- 虚拟培训
服务
- 系统集成
- 培训
关于客户
Kodiak Robotics 是一家位于加利福尼亚州山景城的自主技术公司，正在彻底改变长途货运行业。该公司正在开发自动驾驶能力和技术，以导航高速公路驾驶的各个方面，并高效、准时地运送货物。该团队由多名自动驾驶行业资深人士组成，致力于打造全球最高效、最可靠、最受尊敬的端到端交付解决方案。 Kodiak 的独特方法涉及利用传感器融合系统与轻量级地图解决方案相结合。
挑战
Kodiak Robotics 是一家自主技术公司，正在为长途卡车运输行业开发自动驾驶功能。该公司使用独特的传感器融合系统和轻量级地图解决方案来导航高速公路驾驶并高效地运送货物。然而，该公司在训练软件处理罕见场景（例如行人在高速公路上行走）方面面临着重大挑战。这些边缘情况对于生产级自动驾驶汽车系统至关重要，但事实证明，收集足够多的真实示例来可靠地训练模型非常困难。
解决方案
为了克服这一挑战，Kodiak Robotics 与 Scale 合作提供合成数据，通过模拟行人来增强其现有的地面实况训练数据。 Scale 独特的人机交互合成数据生成流程可创建多样化且真实的合成数据。经过训练的任务人员会验证合成行人的位置和姿势，以确保合成数据是真实的。数据通过与 Kodiak 现有注释管道相同的仪表板和 API 提供，确保无缝集成。此外，Kodiak 使用 Nucleus 来识别数据集中存在需要改进模型的边缘情况的特定场景。这包括建筑工人在场以及车辆在桥下行驶的场景。
运营影响
Case Study missing?
Start adding your own!
Register with your work email and create a new case study profile for your business.
相关案例.
Case Study
Plastic Spoons Case study: Injection Moulding
In order to meet customer expectations by supplying a wide variety of packaging units, from 36 to 1000 spoons per package, a new production and packaging line needed to be built. DeSter wanted to achieve higher production capacity, lower cycle time and a high degree of operator friendliness with this new production line.
Case Study
Airport SCADA Systems Improve Service Levels
Modern airports are one of the busiest environments on Earth and rely on process automation equipment to ensure service operators achieve their KPIs. Increasingly airport SCADA systems are being used to control all aspects of the operation and associated facilities. This is because unplanned system downtime can cost dearly, both in terms of reduced revenues and the associated loss of customer satisfaction due to inevitable travel inconvenience and disruption.
Case Study
IoT-based Fleet Intelligence Innovation
Speed to market is precious for DRVR, a rapidly growing start-up company. With a business model dependent on reliable mobile data, managers were spending their lives trying to negotiate data roaming deals with mobile network operators in different countries. And, even then, service quality was a constant concern.
Case Study
Digitize Railway with Deutsche Bahn
To reduce maintenance costs and delay-causing failures for Deutsche Bahn. They need manual measurements by a position measurement system based on custom-made MEMS sensor clusters, which allow autonomous and continuous monitoring with wireless data transmission and long battery. They were looking for data pre-processing solution in the sensor and machine learning algorithms in the cloud so as to detect critical wear.
Case Study
Cold Chain Transportation and Refrigerated Fleet Management System
1) Create a digital connected transportation solution to retrofit cold chain trailers with real-time tracking and controls. 2) Prevent multi-million dollar losses due to theft or spoilage. 3) Deliver a digital chain-of-custody solution for door to door load monitoring and security. 4) Provide a trusted multi-fleet solution in a single application with granular data and access controls.
Case Study
Vehicle Fleet Analytics
Organizations frequently implement a maintenance strategy for their fleets of vehicles using a combination of time and usage based maintenance schedules. While effective as a whole, time and usage based schedules do not take into account driving patterns, environmental factors, and sensors currently deployed within the vehicle measuring crank voltage, ignition voltage, and acceleration, all of which have a significant influence on the overall health of the vehicle.In a typical fleet, a large percentage of road calls are related to electrical failure, with battery failure being a common cause. Battery failures result in unmet service agreement levels and costly re-adjustment of scheduled to provide replacement vehicles. To reduce the impact of unplanned maintenance, the transportation logistics company was interested in a trial of C3 Vehicle Fleet Analytics.
