build large-scale network performance emulation platform and release orchestration platform

• Developed router control planes and private IP management interfaces, abstracting low-level protocols to simplify real-time network diagnostics and configuration.

• Developed production-grade embedded applications in C/Shell, including BSP porting and system-level performance tuning for stable firmware environments.

• Architected an automated firmware verification framework, streamlining release validation workflows and accelerating the release validation cycle by 60%.

• Collaborated with chip vendors to integrate and optimize SDKs and flash memory components, enhancing system stability and throughput.

• Developed an unsupervised learning pipeline for image segmentation using Fuzzy C-Means clustering with Xie–Beni index to automatically determine the optimal number of clusters.

• Integrated algorithm into a hardware-accelerated system, deployed on FPGA for real-time image segmentation, enabling low-latency edge computing.

• Conducted experiments validating accuracy and hardware efficiency, demonstrating practical applications of ML in embedded systems.

• Conducted this research during my graduate studies and served as a co-author on the publication, which was presented at CENICS 2012.