通过工业机器学习提高物流效率
技术
- 分析与建模 - 数据挖掘
- 分析与建模 - 机器学习
适用行业
- 消费品
- 运输
适用功能
- 物流运输
- 仓库和库存管理
用例
- 计算机视觉
- 库存管理
服务
- 数据科学服务
- 培训
关于客户
我们的客户是一家总部位于德国的全球财富 100 强跨国工程技术公司。他们在全球 60 多个国家开展业务，拥有四个业务领域：移动、工业技术、消费品以及能源和建筑技术。
挑战
客户需要简化更多仓库的库存管理，但现有的物流解决方案难以扩展。
解决方案
N-iX 专家通过引入微服务架构、DevOps 最佳实践以及实施包括 ML、AI、NLP、计算机视觉等先进技术，帮助客户改造其物流平台。
运营影响
数量效益
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相关案例.
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Case Study
Improving Vending Machine Profitability with the Internet of Things (IoT)
The vending industry is undergoing a sea change, taking advantage of new technologies to go beyond just delivering snacks to creating a new retail location. Intelligent vending machines can be found in many public locations as well as company facilities, selling different types of goods and services, including even computer accessories, gold bars, tickets, and office supplies. With increasing sophistication, they may also provide time- and location-based data pertaining to sales, inventory, and customer preferences. But at the end of the day, vending machine operators know greater profitability is driven by higher sales and lower operating costs.
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.
