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View the latest articles about time-series databases and industrial data processing

Wastewater Treatment: Tracing Effluent Exceedances to Root Causes

A municipal wastewater treatment plant runs an A2/O process (anaerobic-anoxic-oxic) with its effluent managed against a strict discharge limit. That standard caps suspended solids (SS)

Arun Arulraj

September 5, 2026 | Environmental

Environmental Monitoring: Tracing Wastewater and Emissions Exceedances

Every day the city ecological environment monitoring center keeps an eye on a large number of discharge outlets, with online monitoring data for COD, ammonia

Arun Arulraj

September 5, 2026 | Environmental

Aluminum Processing: Tracing Final Inspection Failures to Process Causes

Every plant making advanced aluminum products faces the same headache: final inspection rejects the product, and no one knows which process stage started the failure.

Arun Arulraj

September 5, 2026 | Manufacturing

Special Steel Production: Detecting Segregation and Cracking Risk

In smelting and hot rolling of high-end special steel such as premium bearing steel GCr15, a production line is no longer a simple stack of

Arun Arulraj

September 5, 2026 | Manufacturing

Specialty Paper Lines: Detecting Quality and Web-Break Risk

In specialty paper production (anti-counterfeit watermark paper, security paper), the paper machine is more than a large piece of machinery. It is a complex physical

Arun Arulraj

September 5, 2026 | Manufacturing

Servo System Testing: Tracing EHA Defects Across Test Data

Anyone who works with aerospace EHA testing knows the feeling: the oscilloscope captures every signal, but deciding what failed still comes down to manual file-by-file

Arun Arulraj

September 5, 2026 | Manufacturing

CNC Machining: Detecting Equipment Degradation Before Downtime

Early degradation risks and digital gaps in precision CNC manufacturing In precision component manufacturing, especially when machining aviation-grade 7075 aluminum alloy structural parts at high

Arun Arulraj

September 5, 2026 | Manufacturing

Onshore Wind Farms: Diagnosing Turbine Deviation and Power Loss

With large-scale renewable energy grid integration today, an onshore wind farm is no longer just a collection of assets with turbines spread across complex terrain.

Arun Arulraj

September 5, 2026 | Renewables

Battery Manufacturing: Tracing Cell Quality and Safety Risks

As the global energy storage and renewables industries expand rapidly, the consistency and service life of prismatic lithium iron phosphate (LFP) energy storage cells have

Jim Fan

September 5, 2026 | Renewables

Urban Gas Safety: Tracing Leaks Before Shutdowns

A city gas distribution system runs on high-, medium-, and low-pressure pipelines that crisscross the city, and the effect of a single leak often does

Jim Fan

September 5, 2026 | Utility

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