Towards Zero Carbon: Implementing Sustainable Battery Lifecycle...
summary
Deployed production system monitors 160 batteries across a China data center (also piloted in Hersley UK), ingesting IoT sensor streams for voltage, current, temperature and internal resistance, computes SOC and SOH, and scores health (custom health score = weighted sum / max 48) to trigger maintenance, pickup and certified recycling workflows. Models use mechanism features plus ML for anomaly detection and end-of-life prediction; dashboards show real-time and historical trends, reduced manual checks, enabled proactive swaps during a detected spike, and runs in daily operations.
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chapters (9)
- 0:00Start
- 7:11Data Centre Energy use Singapore
- 7:40Terminology
- 10:01Business and Technical Challenges
- 17:30Waste Management
- 22:29Technical Solutions
- 25:10POC Architecture
- 27:28Impact Factors for Battery Health
- 34:11Emerging Technologies
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