Hi, I'm Derek
Computer Science and Engineering at Santa Clara University
Research Assistant & Data Analyst
Publications
Semantic Utility Driven User Pairing and Triplet Grouping for NOMA Networks
IEEE CCNC 2026
Submitted to be reviewed for IEEE Consumer Communications & Networking Conference 2026.
This paper looks into optimal algorithms for user pairing and triplet grouping in Non-Orthogonal Multiple Access (NOMA) wireless systems, aiming to maximize total utility by unifying channel characteristics with semantic relevance. As 6G wireless systems move toward task-oriented communication, it becomes increasingly important to consider the meaning and importance of user data in resource allocation. We evaluate several existing algorithms including brute force, Hungarian, and greedy approaches under a utility model that incorporates semantic value. Our study show that many traditional algorithms, designed without semantics in mind, perform suboptimally in this setting. Therefore, we propose a greedy algorithm called Semantic Greedy NOMA (SG-NOMA) that considers both channel diversity and semantic value, and demonstrate through simulations that it closely approximates brute force performance with significantly lower complexity. These findings highlight the importance of integrating semantic considerations into user grouping strategies for 6G wireless NOMA deployments.
Most Used
Languages I work with regularly:
C/C++
Used with most of my projects and classes
Education
Santa Clara University
Bachelor of Science in Computer Science and Engineering
Minor in Responsible Artificial Intelligence
Sep 2023 - June 2027

Experience
My work experience and professional development:
Research Assistant
Santa Clara University · Internship · Hybrid
Sales Development Representative
ProofJump · Part-time · Remote
Training Specialist
Honeywell · Part-time · Hybrid
Video Editor
Freelance · Remote
Content Creator
Self-employed · Remote
Get In Touch
I'm always open to discussing new projects and opportunities!