no code implementations • 20 Jul 2022 • M. Shahriari, D. Pardo, S. Kargaran, T. Teijeiro
In this work, we propose a scoring function that accounts for the accuracy and size of the DNNs compared to a reference DNN that provides a good approximation for the operators.
no code implementations • 12 Jan 2021 • M. Shahriari, A. Hazra, D. Pardo
In addition, to guarantee an inverse solution, we need a carefully selected measurement acquisition system with a sufficient number of measurements.
no code implementations • 7 May 2020 • M. Shahriari, D. Pardo, J. A. Rivera, C. Torres-Verdín, A. Picon, J. Del Ser, S. Ossandón, V. M. Calo
Recently, its use has become attractive for the simulation and inversion of multiple problems in computational mechanics, including the inversion of borehole logging measurements for oil and gas applications.
no code implementations • 5 Oct 2018 • M. Shahriari, D. Pardo, A. Picón, A. Galdrán, J. Del Ser, C. Torres-Verdín
Once the DNN is built, we can perform the actual inversion of the field measurements in real time.