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Case Studies

Real Results, Real Engineers

See how CoreWin's technical expertise and authorized brand portfolio have helped engineering teams overcome design challenges and achieve measurable outcomes.

ai2025

AI Accelerator Memory: MICRON HBM3E Solves 1.2TB/s Bandwidth Bottleneck

AI Compute Startup (Shenzhen)

Challenge

An AI inference accelerator startup needed to feed a custom NPU with 1TB/s+ memory bandwidth at reasonable power budget. DDR5 and LPDDR5 could not meet the bandwidth-per-watt target for their thermal-constrained edge server form factor.

Key Outcomes

  • 1.2TB/s memory bandwidth achieved at 1.1TB/s/W
  • Inference throughput: 3.8× improvement over DDR5 baseline
  • Edge server thermal budget met with passive cooling
MICRON
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industrial2025

Smart Factory IIoT Gateway: STM32H7 + TDK IMU Enable Predictive Maintenance

Industrial Automation Company (Suzhou)

Challenge

A factory automation OEM wanted to add vibration-based predictive maintenance to their motor-driven conveyor lines without replacing existing 400V motor infrastructure — requiring isolated sensing from a hostile electrical environment.

Key Outcomes

  • Bearing fault detected 6 weeks in advance
  • Unplanned downtime reduced by 73%
  • Node battery life: 4 years (energy harvesting supplement)
STTDK
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