技术
- 分析与建模 - 机器学习
适用行业
- 消费品
- 运输
用例
- 预测性维护
- 公共交通管理
服务
- 数据科学服务
- 培训
关于客户
巴斯夫是全球最大的化学品生产商,涉足消费品、交通、医疗保健、农业和能源等多个行业的新材料开发。他们专注于可持续和创新的解决方案。
挑战
作为全球最大的化学品生产商,巴斯夫不断为消费品、交通、医疗保健、农业、能源等领域开发新材料。他们正在探索如何在当今的经典计算机上利用人工智能和量子技术来增强现有的化学信息学解决方案,特别是可以预测新材料分子特性的机器学习模型。
解决方案
巴斯夫正在与 Zapata 合作,使用 Orquestra 平台将其专有的量子增强机器学习技术与最先进的经典方法进行基准测试。他们正在探索用于预测分子特性的机器学习方法,将特征选择和分类作为监督学习算法的子例程。此外,巴斯夫还利用 Zapata 的 GEO 技术来优化整个价值链的运营,从原材料采购到生产设施选址。
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相关案例.
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.
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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.
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IoT-based Fleet Intelligence Innovation
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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.
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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.