Visual Exploratory Analysis for Designing Large-Scale Network-on-Chip Architectures: A Domain Expert-Led Design Study
IEEE Transactions on Visualization and Computer Graphics
|November 28, 2023
Summary
Domain experts led the development of Vis4Mesh, a novel visualization system for analyzing computer chip designs and Network-on-Chip (NOC) performance. This approach enhances data analysis by integrating domain expertise with visualization tools.
Area of Science:
- Computer Science
- Data Visualization
- Computer Architecture
Background:
- Traditional visualization design studies are led by visualization researchers, potentially limiting domain expert input.
- Domain experts, such as computer architects, face challenges in analyzing complex chip designs and Network-on-Chip (NOC) performance.
- Effective visualization tools are crucial for understanding the relationship between chip design and performance.
Purpose of the Study:
- To explore an alternative design study model where domain experts lead the process, supported by visualization experts.
- To develop Vis4Mesh, a visualization system tailored for computer architects to analyze simulated Network-on-Chip (NOC) behavior.
- To provide spatial, temporal, and architectural context for NOC performance analysis.
Main Methods:
- A domain expert-led design study involving computer architecture experts.
- Development of the Vis4Mesh visualization system.
- Integration of Vis4Mesh with an existing computer architecture visualization tool.
- Validation through a case study and a user study with computer architecture researchers.
Main Results:
- Vis4Mesh effectively provides spatial, temporal, and architectural context for NOC behavior analysis.
- Integration with existing tools allows for deep-dives into specific architectural components.
- The domain expert-led approach facilitated a more synchronized and effective design process.
- User study confirmed the utility and effectiveness of Vis4Mesh for computer architects.
Conclusions:
- Domain expert-led design studies can be a viable and effective model for developing specialized visualization tools.
- Vis4Mesh enhances the analysis of computer chip designs by providing critical context for NOC performance.
- The study offers insights and guidance for future domain expert-led visualization design initiatives.


