Image and Data Attribution

Last updated: 2026-07-15

All images, diagrams, and data visualizations on this site are original works created by Frederik Banis unless otherwise noted below.

Methods page diagrams

The five SVG diagrams on the Methods page (overview map, uncertainty-aware inference, adaptive decision-making, closed-loop experimentation, mechanistic ML) are original conceptual illustrations created for this website. They are not experimental results.

Project page diagrams

The MPC microgrid loop diagram on the Load Frequency Control project page is an original illustration of the control architecture described in the published paper.

Blog experimental plots

Plots on the Adaptive Sensing and Physics-Grounded ML blog posts are experimental results generated from research code. They are authentic research outputs, not stock imagery.

Portrait photos

The portrait photographs on the homepage, About, and Chinese homepage are personal photographs of the site author.

Third-party assets

No third-party images, icons, or data are used on this site. The site uses the Hextra Hugo theme (MIT license), which includes its own icon set.

Data

All data presented on this site — including publication metadata, career timeline entries, and project descriptions — is maintained by the site author. Publication metadata links to authoritative sources (DOI, ORCID, publisher pages) for verification.

Corrections

If you believe an attribution is missing or incorrect, please contact me through the Contact page.