Search Results for author: Sina Tayebati

Found 2 papers, 2 papers with code

STARNet: Sensor Trustworthiness and Anomaly Recognition via Approximated Likelihood Regret for Robust Edge Autonomy

1 code implementation20 Sep 2023 Nastaran Darabi, Sina Tayebati, Sureshkumar S., Sathya Ravi, Theja Tulabandhula, Amit R. Trivedi

In diverse test scenarios involving adverse weather and sensor malfunctions, we show that STARNet enhances prediction accuracy by approximately 10% by filtering out untrustworthy sensor streams.

A hybrid machine learning framework for clad characteristics prediction in metal additive manufacturing

1 code implementation4 Jul 2023 Sina Tayebati, Kyu Taek Cho

The framework resolves many challenges of conventional modeling methods in MAM by solving t the issue of data scarcity using a hybrid approach and introducing an efficient, accurate, and scalable platform for clad characteristics prediction and optimization.

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