下载PDF
Revolutionizing Container Supply Chain Processes: A Case Study on GHD and Alteryx
技术
- 分析与建模 - 机器学习
- 分析与建模 - 预测分析
适用行业
- 水泥
- 运输
适用功能
- 物流运输
用例
- 智能包装
- 车辆到基础设施 (V2I)
服务
- 数据科学服务
挑战
每五年，澳大利亚墨尔本港（PoM）就需要跟踪所有进出的集装箱。了解货运流向对于确保正确的基础设施、工业用地、规划控制和政策设置到位以支持高效的供应链至关重要。 PoM 利用超过 57 个独立组来跟踪 60 多种不同格式的数据。此过程通常需要数百小时的手动时间和资源，而且从历史上看，预测率低于 30%。此外，直到最近他们才能够成功完成比赛分析。
关于客户
澳大利亚墨尔本州政府与全球咨询公司 GHD 的机器学习 (ML) 团队签约，通过收集和理解来自行业、政府和运输软件服务提供商的大型数据集来改进集装箱供应链流程。
解决方案
2019 年，Nikita Atkins 和 GHD 的机器学习团队开发了预测建模流程并支持商品和集装箱调查。他们使用 Alteryx 收集 2019 年 9 月至 10 月（超过 250,000 次集装箱运输）的数据，对其进行标准化、合并，并对所提供的 1 亿条记录进行重复数据删除，并在数据可供使用之前纳入 200 多个业务规则。他们能够将 190 万条记录的最终数据集与 PoM 进行比较，发现使用 Alteryx 进行数据清理后的匹配率为 99.9965%。他们使用 Alteryx Intelligence Suite 构建了 10 个预测模型并比较了它们的有效性。他们缩小了选择范围，并能够估计集装箱的位置，包括其始发地和目的地、所装商品、每个集装箱的容量水平，并深入了解集装箱的回程终点和时间表。
运营影响
数量效益
相关案例.
Case Study
System 800xA at Indian Cement Plants
Chettinad Cement recognized that further efficiencies could be achieved in its cement manufacturing process. It looked to investing in comprehensive operational and control technologies to manage and derive productivity and energy efficiency gains from the assets on Line 2, their second plant in India.
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.
