Data-Driven · AI-Empowered · Full-Stack Cloud-Network-Edge-Device Industrial Internet
We deliver a MES II production management & execution system that lets factories “see everything, measure accurately, and stay in control”. Built on our proprietary TSingley MES II Industrial IoT three-loop control model — APS intelligent scheduling for planning, collaborative manufacturing execution for operations, and comprehensive equipment health for monitoring — the three loops work in tandem with seamless, break-free connectivity, dynamically balancing people, machines, materials, methods and environment. At the plant-wide data management layer, the ONLINE platform supports on-premises LLM deployment and production-management AI agents: it feeds device data, item specifications, LOT batches, CPK trends and other full-scale industrial data into model training, so AI learns to “understand the production line” and unlocks the full value of shop-floor data.
For equipment manufacturers and system integrators, we build intelligent equipment solutions that are “process-aware, self-diagnosing and IoT-connected”. IoT connectivity — one-stop conversion across 10+ industrial protocols, from Modbus to Mitsubishi CNC, seamlessly linking equipment with MES, ERP and the cloud. Self-diagnostics — an embedded PHM engine fusing 1D-CNN + TCN + VAE models performs real-time edge inference to predict faults and estimate remaining useful life. Process awareness — a digital framework is pre-loaded before shipment, then trained at the customer site on real production data (e.g. the three-way CNN + VAE + rule-engine fusion for ultrasonic welding), evolving equipment from “data-capable” to “process-aware” — every machine we ship comes with the ability to keep learning.
A two-layer architecture — MES-LINE on the line, ONLINE in management. Full-dimension quality management across items/specs/LOT/CPK/OEE/Six Sigma, with on-premises open-source private LLM deployment that activates device data and optimizes production management end to end.
Full-lifecycle equipment asset management — device documentation, device advertising, factory commissioning and after-sales service in one place. Scan to access via WeChat Mini Program, with QR-code quick onboarding.
Enterprise-grade remote device management — remote desktop, remote terminal and file transfer, free for verified enterprises and available overseas.
Converts industrial bus communication protocols to IoT MQTT/HTTP protocols, taking on data acquisition projects of every scale.
An ultra-light, ultra-simple line-level mini-MES — auto-binds work orders to device data in real time, computes equipment OEE and line CPK, and ships with the mesline-agent to dramatically simplify data acquisition and system deployment.
Process-tailored line control workflows, HMI panels and rule engines, including WMS+WCS automated warehouse scheduling (line-side/virtual/AS-RS warehouses coordinated with AGVs).
32-channel vibration/temperature/speed acquisition with three-model fusion — 1D-CNN fault diagnosis + TCN remaining-life prediction + VAE anomaly detection; Isolation Forest on statistical features supports the verdict, with parallel inference on RK3588 edge devices, batch-deployed at wind farms.
Online monitoring across scenarios such as ultrasonic welding and rotating-part vibration with three-way CNN+VAE+rule-engine fusion; multi-channel real-time acquisition of power/amplitude/frequency and a three-stage evolution (diagnose → predict → close the loop), batch-deployed on welding lines.
TSingley — named after the divine serpent of ancient Chinese mythology, a symbol of foresight and wisdom: seeing the invisible, foreseeing the unforeseen.
Today, that insight is embedded in every layer of the Industrial Internet — in the cloud, ONLINE aggregates plant-wide data and reads the production line through private LLM deployment and AI agents; across the network, 10+ industrial protocols break down equipment silos for seamless, break-free connectivity; at the edge, MES-LINE dynamically balances people, machines, materials, methods and environment with its TSingley MES II Industrial IoT three-loop control model; on the devices, PHM’s three-model fusion infers in real time at the edge, predicting faults and estimating remaining life. Covering 8 core products and serving industries from wind-farm rotating machinery, shoe molding, EV batteries and rail transit to auto parts, sheet-metal flexible lines, CNC precision machining, 3C manufacturing, LED and glass cutting — data-driven and AI-empowered, we make the shop floor visible, measurable and controllable.
Focused on the Industrial Internet and smart manufacturing, with Shenzhen as our innovation & R&D hub and Changzhou as our engineering base, we deliver end-to-end digital solutions from the device layer to the cloud.
📍 Shenzhen: Room 601, 6F, R&D Office Building, Googol Technology Park, 36 East Industrial Road, Songshan Lake High-tech Industrial Development Zone, Dongguan, Guangdong
📍 Changzhou: D666, 6F, Building 10, China-Israel Changzhou Innovation Park, 18-67 Changwu Middle Road, Wujin District, Changzhou
📧 info@tsingley.com
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TSingley Smart Manufacturing
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