rouf

Abdur Rouf

I’m a Ph.D. student and Graduate Research Assistant in Computer Engineering at the University of Central Florida, working with Dr. Murat Yuksel in the Networking & Wireless Systems Lab (NWSL). I build reinforcement-learning systems for AI-enhanced Software-Defined Networking (SDN), including a DQN-based online learner for speculative flow placement and a published eviction strategy that lifts hit rate by 7–8% over LRU/LFU. I also design fault-tolerant “job distributor” tooling that reliably orchestrates millions of compute-intensive runs across heterogeneous clusters, desktops, and cloud VMs.

Before UCF, during my M.Sc. at the University of Nevada, Reno, I helped create the AlertWildFire edge-ML wildfire detection pipeline, achieving 70% lower latency and 51% less bandwidth, and developed lightweight traffic-fingerprinting models that improved device-ID accuracy by 12%. Earlier, as a Software Engineer at REVE Systems, I built asynchronous microservices that reduced chat-archive processing from 30 days to 15 minutes and integrated large-scale social-media gateways into a microservice architecture.

I’m passionate about distributed systems, applied reinforcement learning, and building super-scalable SDN applications that make modern networks more intelligent, efficient, and resilient.

 
Recent Highlights:
 

* Sep ’25: Presented a poster on Job Distribution Framework for Heterogeneous Compute Resources at UCF Research Computing Symposium

* Aug ’25: Published a conference paper at IEEE NFV-SDN 2025, Athens, Greece

* Jan ’25: Joined the PhD program in ECE at University of Central Florida

* Dec ’24: Graduated with an MS in Computer Science and Engineering from University of Nevada Reno

* Dec ’24: Defended my MS thesis on Resource-Efficient Edge Computing and Lightweight Traffic Fingerprinting for Scientific Applications

* Nov ’24: Placed 2nd in the Cybersecurity Conference Poster Competition at University of Nevada Reno

* Aug ’24: Published a conference paper at IEEE GLOBECOM 2024, Cape Town, South Africa

* Jan ’24: Published a workshop paper at IEEE INFOCOM ICCN Workshop 2024, Vancouver, Canada

* Aug ’23: Published a conference paper at IEEE LANMAN 2023, London, United Kingdom

* Jan ’23: Joined the MS program in Computer Science & Engineering at University of Nevada Reno