技术
- 分析与建模 - 机器学习
- 应用基础设施与中间件 - 事件驱动型应用
适用行业
- 教育
- 设备与机械
用例
- 预测性维护
- 时间敏感网络
服务
- 数据科学服务
- 系统集成
客户
未披露
关于客户
财富 500 强生物技术公司
挑战
一家财富 500 强生物技术公司,拥有针对慢性和危及生命的疾病的广泛药物和诊断产品组合,将利用人工智能/机器学习解决方案设定战略重点,以提高制造资产的可靠性并优化维护成本。
然而,现场操作员被警报淹没了,这些警报只捕获了一小部分故障,并且只在故障事件发生前提供了几分钟的提前期。由于意外的离心机故障,由于操作中断和产品被丢弃,损失了数百万美元。
该公司正在寻找一种支持 AI 的解决方案,该解决方案可以更准确地预测即将发生的离心机故障,并缩短交货时间,以减少计划外停机时间和维护成本。
解决方案
在 12 周内,C3 AI 团队与生物技术公司的主题专家合作,配置了 C3 AI Reliability 应用程序,以监控和预测 2 个制造厂的 3 台离心机即将发生的故障。
借助 C3 AI Reliability,这家生物技术公司可以预测 93% 的即将发生的故障,采取预防措施,提前 48 倍的时间,将误报减少 80%,通过减少停机时间提高生产利润。
运营影响
数量效益
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
Smart Water Filtration Systems
Before working with Ayla Networks, Ozner was already using cloud connectivity to identify and solve water-filtration system malfunctions as well as to monitor filter cartridges for replacements.But, in June 2015, Ozner executives talked with Ayla about how the company might further improve its water systems with IoT technology. They liked what they heard from Ayla, but the executives needed to be sure that Ayla’s Agile IoT Platform provided the security and reliability Ozner required.
Case Study
IoT enabled Fleet Management with MindSphere
In view of growing competition, Gämmerler had a strong need to remain competitive via process optimization, reliability and gentle handling of printed products, even at highest press speeds. In addition, a digitalization initiative also included developing a key differentiation via data-driven services offers.
Case Study
Predictive Maintenance for Industrial Chillers
For global leaders in the industrial chiller manufacturing, reliability of the entire production process is of the utmost importance. Chillers are refrigeration systems that produce ice water to provide cooling for a process or industrial application. One of those leaders sought a way to respond to asset performance issues, even before they occur. The intelligence to guarantee maximum reliability of cooling devices is embedded (pre-alarming). A pre-alarming phase means that the cooling device still works, but symptoms may appear, telling manufacturers that a failure is likely to occur in the near future. Chillers who are not internet connected at that moment, provide little insight in this pre-alarming phase.
Case Study
Premium Appliance Producer Innovates with Internet of Everything
Sub-Zero faced the largest product launch in the company’s history:It wanted to launch 60 new products as scheduled while simultaneously opening a new “greenfield” production facility, yet still adhering to stringent quality requirements and manage issues from new supply-chain partners. A the same time, it wanted to increase staff productivity time and collaboration while reducing travel and costs.
Case Study
Integration of PLC with IoT for Bosch Rexroth
The application arises from the need to monitor and anticipate the problems of one or more machines managed by a PLC. These problems, often resulting from the accumulation over time of small discrepancies, require, when they occur, ex post technical operations maintenance.
Case Study
Robot Saves Money and Time for US Custom Molding Company
Injection Technology (Itech) is a custom molder for a variety of clients that require precision plastic parts for such products as electric meter covers, dental appliance cases and spools. With 95 employees operating 23 molding machines in a 30,000 square foot plant, Itech wanted to reduce man hours and increase efficiency.