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Huawei Cloud Developer Alliance
Huawei Cloud Developer Alliance
Oct 31, 2023 · Artificial Intelligence

Edge‑Cloud AI Powers Student Fatigue‑Driving Detection – Challenge Cup Winners

The 18th Challenge Cup showcased cutting‑edge student projects on fatigue‑driving detection, with Huawei Cloud’s edge‑cloud collaborative topic drawing nearly a thousand participants and five top teams demonstrating AI‑driven solutions that combine incremental training, low‑light enhancement, and lightweight models for real‑time safety alerts.

AIEdge computingFatigue Detection
0 likes · 6 min read
Edge‑Cloud AI Powers Student Fatigue‑Driving Detection – Challenge Cup Winners
G7 EasyFlow Tech Circle
G7 EasyFlow Tech Circle
Apr 23, 2019 · Big Data

How We Scaled Fatigue Event Processing to 45K TPS with Apache Flink

By iteratively redesigning the fatigue‑event detection pipeline and leveraging Apache Flink’s stateful stream processing, the team reduced network overhead, cut resource usage to a third, and achieved a stable 45,000 TPS throughput on six containers with 20 GB memory, while outlining three optimization phases and practical lessons.

Apache FlinkFatigue DetectionIoT
0 likes · 13 min read
How We Scaled Fatigue Event Processing to 45K TPS with Apache Flink