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The ProcessMiner® is a
real-time root cause data
analyzer that helps operators to detect process problems even
before they are creating process upsets. The Analyzer processes
real-time data and compares it to the data
mining models developed from massive volumes
of data collected by
industrial databases such as PI System, OPC HDA, INSQL or by an
internal SQL Server based high-speed servers.
The database systems acquire data from plants or processes via interfaces to automated control systems and other sources. These systems record data from thousands of these process ‘tags’, at specified intervals or by manual entry. Databases have build in history for almost every process condition, events or combination of them. This history can be utilized with data mining technology to model every potential combination of process problems or conditions when process was running in optimum state.
When the process deviates from optimum running state, operators can easily review process status on the DCS or on drive control panels and see which direction process is moving, what process variable is in motion, and what is the root cause or causes for predicted upset or event. Operator can easily monitor the process with Radar display and can quickly react to any changes or deviation from optimum process state.
In the papermaking industry, this provides tool for example of predicting web breaks and other process related events and upsets or monitor state of the wet end or the lime kiln.
What is Data Mining
An information extraction activity, which goal is to discover hidden
facts contained in databases. Using a combination of machine
learning, statistical analysis, modeling techniques and database
technology, data mining finds patterns and subtle relationships in
data and infers rules that allow the prediction of future events.
Typical applications of data mining on commercial market place
include market segmentation, customer profiling, fraud detection,
evaluation of retail promotions, and credit risk analysis.
Data Mining=Information Mining
The ProcessMiner® helps operations staff to quickly react to potential process failures such as web breaks, generator trips and other process events, reducing the likelihood of lost production