Easy-access trend analysis of time-series data
TrendMiner
This company's software (photo) is based on a high-performance analytics engine that allows users to query data directly, without the support of data scientists. The plug-and-play software adds immediate value upon deployment, eliminating the need for infrastructure investment and long implementation projects. Search, diagnostic and predictive capabilities enable users to speed up root-cause analyses, define optimal processes and configure early warnings to monitor production. The platform also helps team members to capture feedback and leverage knowledge across teams and sites. In addition, this company offers standard integrations with a wide range of historians, such as OSIsoft PI, Yokogawa Exaquantum, AspenTech IP.21, Honeywell PHD, GE Proficy Historian and Wonderware InSQL. – TrendMiner US, Houston
Optimization-focused machine learning brings critical insights
Fero Labs
The latest release of this company's machine-learning process-optimization software (photo, p. 52) features an automated optimization toolkit. This feature enables the software to discover optimal setpoints for important process factors to ensure performance targets are always met. The software automatically cleans and processes data, and with the latest release, multiple data sources can be merged, filtered and processed all within the software, vastly accelerating the software's data ingestion capabilities. This allows engineers to train more machine-learning analyses in a shorter time period and explore more use cases. The scalability of the software is further reinforced with an expanding list of historian connectors, such as the new OSIsoft PI connector that allows the software to pull data directly from the historians. – Fero Labs, New York, N.Y.