SYSTEMS AND METHODS INVOLVING DIAGNOSTIC MONITORING, AGGREGATION, CLASSIFICATION, ANALYSIS AND VISUAL INSIGHTS

摘要

Certain systems and methods herein are directed to features of diagnostic monitoring, accessing and/or improving data management, classification, analysis and data visualization of complex multi-channel parallel data streams. Parallel data streams can indexed and enhanced to high fidelity using any combination of inputs used from any source to analyze the efficiency of a building, configuration of machinery or a business process including aspects involving loT (the Internet of things). Parallel data streams are transformed in realtime into actionable views or exportable formats for machine-based learning or expert analysis. For example, some embodiments may include ways to measure occupant comfort, ways to conserve energy in heating and cooling linear asset networks, measure the efficiency of linear assets for energy and water delivery and consumption, improve any machine, data center, communications equipment efficiency by increasing maintenance or energy/water efficiency and many others.