AI-Native Industrial Data Platform
California, US
Joined December 2018
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Industrial AI, without the licensing barrier.
TDengine is free forever, up to 5,000 tags. Data ingestion, real-time analytics, visualization, AI-assisted analysis, natural-language exploration, root cause insights. One platform, no stitching things together.
Take it for a spin. No sales call required: tdengine.com/free-tier/?utm_…
#Industry40 #TDengine #FreeForever
Pump fault or downstream symptom?
In this chemical reactor sample-data case, TDengine's AI agent helps engineers examine cooling, reactor, pump and quality signals.
tdengine.com/chemical-produc…
#TDengine #ChemicalManufacturing
ALT TDengine Industrial Use Cases Chemical Production
ALT TDengine Industrial Use Cases Chemical Production
Rough and finish milling put different loads on a spindle, so vibration needs context.
In this CNC demo, TDengine IDMP links related signals to MC-01 and W-040.
tdengine.com/cnc-machining-e…
#TDengine #PredictiveMaintenance
ALT TDengine Industrial Use Cases CNC Machining
ALT TDengine Industrial Use Cases CNC Machining
Replacing PI takes planning. A full cutover doesn't have to be the first step.
See how TDengine connects to PI for real-time ingestion and historical backfill while PI keeps running.
tdengine.com/pi-connector/?u…
#TDengine #HistorianMigration
35M rows per day across three energy sites. Just ~2% of one CPU core per appliance.
@DjinEMS uses TDengine to keep high-resolution energy data alongside 50 Hz control and local AI at the grid edge.
Over 2 billion rows recorded so far.
Read the case study: tdengine.com/how-djin-ems-ca…
#EdgeComputing #EnergyStorage #TDengine
ALT TDengine Case Study How DJIN EMS Captures 35 Million Rows a Day with TDengine at the Grid Edge
In the TDengine Free Tier Workshop Session 3, we investigated a simulated chemical reactor shutdown where multiple alarms occurred across the process and product quality fell below specification.
You can still try the reactor shutdown investigation yourself.
Download TDengine All-in-One, explore the sample data, and follow the workshop manual at your own pace.
No need to prepare your own data.
𝗪𝗼𝗿𝗸𝘀𝗵𝗼𝗽 𝗠𝗮𝗻𝘂𝗮𝗹: tdengine.com/workshop-manual…
#TDengine
ALT TDengine Free Tier Workshop Session 3 Manual Try it Yourself
The first sign was a CNC feed motor alarm. Then the team found abnormal cutting force.
By the end of the batch, the surface finish was out of spec.
Here's what the investigation uncovered:
tdengine.com/cnc-machining-e…
#TDengine #CNCMachining
ALT TDengine Industrial Use Cases CNC Machining
ALT TDengine Industrial Use Cases CNC Machining
ALT TDengine Industrial Use Cases CNC Machining
PI renewal coming up? What must keep working beyond the Data Archive? Check AF, PI Vision, DataLink, and integrations.
tdengine.com/pi-system-repla…
#TDengine
ALT TDengine PI Renewal What Must Keep Working
See how a refinery process comes together in TDengine IDMP.
This animated P&ID-style demo shows process flow, equipment status, temperatures, pressures, and production metrics in one view.
It complements existing SCADA systems without replacing their control functions.
Explore TDengine IDMP:
tdengine.com/idmp/?utm_sourc…
#TDengine #ProcessEngineering
„𝗗𝗶𝗲 𝗚𝗿𝗲𝗻𝘇𝗲𝗻 𝗺𝗲𝗶𝗻𝗲𝗿 𝗦𝗽𝗿𝗮𝗰𝗵𝗲 𝗯𝗲𝗱𝗲𝘂𝘁𝗲𝗻 𝗱𝗶𝗲 𝗚𝗿𝗲𝗻𝘇𝗲𝗻 𝗺𝗲𝗶𝗻𝗲𝗿 𝗪𝗲𝗹𝘁.“
Vielleicht etwas philosophisch für ein Software-Update. Aber TDengine IDMP spricht jetzt auch Deutsch.
Jetzt ausprobieren: idmpdocs.tdengine.com/admini…
#TDengine #IndustrialData
ALT TDengine IDMP now speaks German
Fire pump pressure dropped. Was it a pipe leak or a problem with the pump?
Temperature and vibration rose too. Seal leakage climbed from 0.1 to 2.8 L/min, giving the team a clearer lead.
See the full investigation:
tdengine.com/fire-protection…
#TDengine #FireSafety #IndustrialData
ALT TDengine Industrial Use Cases Fire Protection
ALT TDengine Industrial Use Cases Fire Protection
𝗧𝗗𝗲𝗻𝗴𝗶𝗻𝗲 𝗜𝗗𝗠𝗣 𝗰𝗮𝗻 𝗻𝗼𝘄 𝗰𝗼𝗻𝗻𝗲𝗰𝘁 𝘁𝗼 𝗱𝗮𝘁𝗮 𝗶𝗻 𝗠𝘆𝗦𝗤𝗟, 𝗣𝗼𝘀𝘁𝗴𝗿𝗲𝗦𝗤𝗟, 𝗜𝗻𝗳𝗹𝘂𝘅𝗗𝗕, 𝗮𝗻𝗱 𝗧𝗗𝗲𝗻𝗴𝗶𝗻𝗲 𝗧𝗦𝗗𝗕, without making full data migration the first step.
The goal: connect, contextualize, and analyze industrial data across the systems already in place.
Read more:
tdengine.com/tdengine-idmp-o…
#IndustrialData #TDengine
TDengine Free Tier Workshop Session 3 starts in one hour.
We’ll investigate a reactor shutdown, reconstruct the event timeline, trace the earliest abnormal condition, and use AI insights to build the root cause analysis.
𝗧𝗵𝗲𝗿𝗲’𝘀 𝘀𝘁𝗶𝗹𝗹 𝘁𝗶𝗺𝗲 𝘁𝗼 𝗿𝗲𝗴𝗶𝘀𝘁𝗲𝗿:
watch.getcontrast.io/registe…
#TDengine
When several alarms appear around the same shutdown, which one actually tells you where the problem started?
This Thursday, we’ll investigate that in Session 3 of our free hands-on workshop.
Trace the timeline. Find the first abnormal condition. Build the root-cause analysis.
Join us tomorrow, October 8: From Reactor Alarm to Root Cause
🕗 7:00–8:30 AM Pacific Time | 4:00–5:30 PM Central European Time
Register: watch.getcontrast.io/registe…
#TDengine
Replacing PI doesn‘t have to mean a big bang cutover.
Keep PI running, stream real time data into TDengine, backfill history, validate side by side, then move workloads in phases.
See what a PI replacement needs to cover:
tdengine.com/pi-system-repla…
#PISystem #TDengine
ALT TDengine PI System Migration Doesn't Require A Big Bang Cutover
A reactor shuts down. Multiple alarms fire. Product quality drops.
What happened first?
Join our free hands-on workshop to trace the incident, compare process trends, and use AI insights to investigate the likely root cause.
🕖 Oct 8 | 7:00 AM PT / 4:00 PM CET
Register: watch.getcontrast.io/registe…
#TDengine
ALT TDengine Free Tier Workshop Session 3
When an energy app takes seconds to load, users do not see a database problem. They just see a slow product.
This case scaled past 1.17M devices and cut storage costs by about 80% after moving to TDengine.
tdengine.com/tsdb-for-zendur…
#TDengine #IoT #EnergyStorage
TDengine retweeted
The TDengine team has just released TDengine IDMP 2.0.2.0, with many new features and improvements. But one update stands out to me: TDengine IDMP can now work directly with MySQL, PostgreSQL, and InfluxDB. Your data no longer has to be stored in TDengine TSDB to take advantage of IDMP.
This is important because openness has been one of TDengine’s core principles since day one. We don’t believe an industrial data platform should force users to move all their data into a proprietary stack before they can benefit from it.
Industrial data is inherently heterogeneous. It lives in different databases, systems, and environments. IDMP should work with that reality—not fight against it. We’ve been committed to building an open platform from the beginning, and we’ll keep pushing in that direction.
A big thank you to the TDengine team for making this happen.
#TDengine #IDMP #IndustrialData #OpenArchitecture #IIoT #IndustrialAI
High clinker-cooler pressure became a quality problem. Free lime reached 1.9%, above the 1.5% acceptance limit.
See the investigation: tdengine.com/cement-producti…
#TDengine #CementIndustry
ALT TDengine Industrial Use Cases Cement Kiln Analysis
ALT TDengine Industrial Use Cases Cement Kiln Analysis
Sunlight stayed strong while power output fell from 247 kW to 168 kW. The team had to look deeper to find where the loss was coming from.
Trace the loss: tdengine.com/solar-pv-operat…
#TDengine #SolarEnergy
ALT TDengine Industrial Use Case Solar PV Operations
ALT TDengine Industrial Use Case Solar PV Operations