TensorIoT SmartInsights
Rapidly Connect Industrial Machinery and Sensors to the Cloud
Background
To maintain an edge in an increasingly competitive marketplace, manufacturers need to take ownership of their data to optimize operations, create efficiencies, and react in real-time to issues. Customers today face multiple challenges, including data silos, lack of AI/ML integration, complex solutions that are difficult to scale and expensive to customize, and, in some cases, lack of connectivity between machines.
Version: 1.0
Last updated: 7/2020
Author: AWS
Overview
TensorIOT SmartInsights is an industrial IoT and ML solution that leverages AWS services in order to help customers rapidly connect their industrial machinery and sensors to the cloud, where that data can be used to improve response time to issues and drive operational efficiency, as well as unlock long-term insights. The use of services like AWS IoT SiteWise, AWS IoT Greengrass, and AWS IoT Core ensure the security and scalability of the solution, and once the data is in the cloud, it can then be integrated with a variety of AWS services to drive business value, from BI Visualizations through AWS Quicksight to Alerting through Amazon Pinpoint to Machine Learning Insights with Amazon SageMaker.
Benefits
SmartInsights is a shop floor to insights solution powering the next wave of industrial process optimization. Our state-of-the-art explainable machine learning framework gives you the confidence to make impactful decisions.
- Operational Efficiency - Identify the percentage of manufacturing time that is truly productive and improve manufacturing processes.
- Predictive Maintenance - Predict complex machine failures, optimize maintenance to minimize factory downtime.
- Process Optimization - Eliminate waste, improve efficiency and optimize operations. Use real-time data to improve productivity on the fly.
- Anomaly Detection - Integrate machine learning to analyze current conditions to identify deviations from normal operating behavior.
Features
Operational Efficiency and Process Optimization
SmartInsights helps the customer by identifying the percentage of manufacturing time that is truly productive and improving manufacturing processes. It also helps with eliminating waste, improving efficiency and optimizing operations, while using real-time data to improve productivity on the fly.
Actionable Intelligence Combined with AI at the Edge
SmartInsights state-of-the-art, explainable AI turns data into real insights. Welcome to the world of AI-driven root cause analysis. Our solution also leverages AWS edge technologies like AWS IoT Greengrass to deliver machine learning capabilities at the edge to avoid factory outboard bandwidth usage.