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Lightbend > 实例探究 > Unomic Empowers Manufacturers and Healthcare Providers to Boost Quality and Speed with Advanced AI and IIoT Solutions

Unomic Empowers Manufacturers and Healthcare Providers to Boost Quality and Speed with Advanced AI and IIoT Solutions

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公司规模
Large Corporate
地区
  • Asia
产品
  • ELFiNOS
  • Akka Platform
技术栈
  • Machine Learning
  • Microservices Architecture
  • Edge Computing
  • Industrial Internet of Things (IIoT)
实施规模
  • Enterprise-wide Deployment
影响指标
  • Productivity Improvements
  • Customer Satisfaction
  • Innovation Output
技术
  • 分析与建模 - 机器学习
  • 平台即服务 (PaaS) - 连接平台
适用行业
  • 医疗保健和医院
适用功能
  • 流程制造
  • 质量保证
用例
  • 预测性维护
  • 机器状态监测
  • 远程病人监护
服务
  • 云规划/设计/实施服务
  • 软件设计与工程服务
  • 系统集成
关于客户
Unomic, founded in 2006 in Busan, South Korea, is a leading provider of analytics and automation solutions for the healthcare and manufacturing industries. The company offers the ELFiNOS machine-learning platform, which supports a wide range of use cases, including decision-support systems for healthcare providers and Industry 4.0 solutions for manufacturers. Unomic's solutions are designed to help clients in the OEM sector meet rising demands for speed, quality, and cost control by automating production lines and improving operational efficiency.
挑战
In the OEM sector, demands for speed, quality, and cost control are rising. OEMs are targeting higher levels of automation for their production lines to meet stringent client requirements around just-in-time and just-in-sequence product deliveries without increasing operational costs. However, automating an entire production line with multiple systems from different vendors presents challenges. Unomic has been developing the ELFiNOS platform to support larger and more diverse clients in the manufacturing sector as edge computing and IIoT technologies mature.
解决方案
Unomic transitioned from an open-source mobile framework to a new microservices architecture based on the Akka Platform from Lightbend. This change was driven by the need for a more robust and flexible approach to data stream processing due to increased data volume and velocity from IIoT and edge workloads. The Akka Platform allows for real-time data processing and automation of OEM production lines. Unomic's ELFiNOS platform now serves leading OEMs, enabling them to reduce lead times, cut defect ratios, and boost asset utilization. Additionally, Unomic is piloting a healthcare-informatics-as-a-service solution that uses ELFiNOS machine-learning models to identify early indicators of dementia from MRI scans, with testing underway in six major hospitals in South Korea.
运营影响
  • Unomic uses Akka Platform to stream data from edge devices to the cloud, enabling real-time data processing and automation of OEM production lines.
  • The ELFiNOS platform serves leading OEMs, helping them reduce lead times, cut defect ratios, and boost asset utilization.
  • Unomic is piloting a healthcare-informatics-as-a-service solution that gathers medical imaging data from MRI scanners and uses ELFiNOS machine-learning models to identify early indicators of dementia.
  • The healthcare solution is being tested in six major hospitals in South Korea, delivering over 91% accuracy in detecting dementia from MRI brain scans.
数量效益
  • Doosan Machine Tools reduced lead times by eight hours.
  • Defect ratios were cut from 1,000 to 500 parts per million.
  • Asset utilization increased from 56% to 70%.

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