Years of AggreGate evolution brought numerous analytical tools to the scene. Domain-specific data mining languages, object and process modeling engine, statistical process control instruments, visually designed multi-threaded workflows, topology and graph analysis tools, machine learning modules – all these are instruments that bring business intelligence atop of “classical” IoT bricks.
The majority of data mining and slicing operations in AggreGate are visual. Spreadsheet-like formulas and SQL-like queries are probably the most complicated things system analysts should type on their keyboards. However, scripting and even programmatic extension of the platform is here, too.
Models / Digital Twins
Object and process models employing sets of business rules for making automatic control decisions upon important events.
Statistics
Seamless unified storage and management of value trends and historical events in the server database. Statistical process control module for storing values with chronologically receding precision.
Expression Language
Expression language for flexible alert triggering rules, event filtering, and other data processing. Interactive Expression Builder component is available.
Query Language
Integrated SQL-based query language for data mining and batch configuration updates.
Other languages
Even more domain-specific languages are available as additional AggreGate modules.
Classes
Classes are designed to store a large number of cross-linked objects in a persistent storage facility.
Workflows
Visually designed flow-based actions that combine server-side logic with operator interactions.
Machine Learning
An instrument allowing data scientists to drill into time series streams and huge datasets to mine valuable knowledge.
Bindings
The way to tie module’s internal elements to each other and formalized elements of the unified data model.
Event Correlators
An integrated powerful tool for Complex Event Processing and Stream Analytics.
Unified Search
Unified search windows that guarantee instant access to any piece of data within AggreGate server in mere seconds.
