Science based AI model certification for new operational environments with application in traffic state estimation

no code implementations • 13 May 2024 • Daryl Mupupuni, Anupama Guntu, Liang Hong, Kamrul Hasan, Leehyun Keel

Addressing this issue, this paper proposes a science-based certification methodology to assess the viability of employing pre-trained data-driven models in new operational environments.

Science based AI model certification for untrained operational environments with application in traffic state estimation

no code implementations • 21 Mar 2024 • Daryl Mupupuni, Anupama Guntu, Liang Hong, Kamrul Hasan, Leehyun Keel

Addressing this issue, this paper proposes a science-based certification methodology to assess the viability of employing pre-trained data-driven models in untrained operational environments.