Search Results for author: Sirish L. Shah

Found 4 papers, 0 papers with code

Integrating machine learning paradigms and mixed-integer model predictive control for irrigation scheduling

no code implementations14 Jun 2023 Bernard T. Agyeman, Mohamed Naouri, Willemijn Appels, Jinfeng Liu, Sirish L. Shah

The results demonstrate the superiority of the proposed scheduler compared to a traditional irrigation scheduling method in terms of water use efficiency and crop yield improvement for both growing seasons.

Management Model Predictive Control +1

LSTM-based model predictive control with discrete inputs for irrigation scheduling

no code implementations12 Dec 2021 Bernard T. Agyeman, Soumya R. Sahoo, Jinfeng Liu, Sirish L. Shah

The development of well-devised irrigation scheduling methods is desirable from the perspectives of plant quality and water conservation.

Computational Efficiency Model Predictive Control +1

Soil moisture map construction using microwave remote sensors and sequential data assimilation

no code implementations28 Sep 2020 Bernard T. Agyeman, Song Bo, Soumya R. Sahoo, Xunyuan Yin, Jinfeng Liu, Sirish L. Shah

Secondly, measurements obtained from the microwave sensors are assimilated into the field model using the extended Kalman filter to form an information fusion system, which will provide frequent soil moisture estimates and predictions in the form of moisture content maps.

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