illustration of of metallic wires connecting memristors
Illustration: Brian Long, UCSB
Courtesy: The Strukov Group

CE Research Activities

Activities & faculty include but are not limited to:

Bio & Physics‑Inspired Computing

Computing paradigms inspired by biological processes and physical systems for efficient, adaptive information processing. — Faculty

Computer Architecture & Systems

Design and analysis of processors, memory hierarchies, and system-level platforms for performance and efficiency. — Faculty

Circuits, VLSI & EDA (Design, Verification & Test)

Integrated circuit design and electronic design automation methods for implementation, validation, and testing. — Faculty

Emerging Devices & Nano Systems

Novel nanoscale devices and systems enabling next-generation computing, sensing, and communication technologies. — Faculty

Edge, Cloud & Distributed Computing

Architectures and algorithms for scalable computation across edge devices, cloud platforms, and networks. — Faculty

Trustworthy, Secure & Reliable Computing

Methods for ensuring security, privacy, robustness, and dependability in computing systems. — Faculty

Theoretical Foundations of AI

Mathematical principles underlying learning, optimization, generalization, and decision-making in AI systems. — Faculty

Hardware and Algorithms for AI

Co-design of specialized hardware and algorithms to accelerate machine learning and AI workloads. — Faculty

Edge AI

Deployment of AI models on resource-constrained edge devices for real-time, low-latency intelligence and for novel sensing applications. — Faculty

AI for Scientific Discovery

AI methods for hypothesis generation, model identification, and data-driven discovery and design in scientific and engineering systems. — Faculty

CE Research Overview

Computer engineering research at UCSB spans a wide spectrum of topics, from devices and integrated circuits to software systems and applications.  Computer architecture, which is central to the efforts aimed at improving the performance, cost-effectiveness, and energy efficiency of computing systems, is a key focal point.

The computer engineering faculty at UCSB conduct collaborative, multidisciplinary projects that allow students and other participants to engage in practically motivated, state-of-the-art research problems. There is an intense focus on industrial relevance and on the impact of emerging technologies on computing. 

For more detailed descriptions of faculty research and activities, please visit the CE Research Activities accordions in the box.