Search Results for author: Soumya R. Sahoo

Found 5 papers, 0 papers with code

Performance triggered adaptive model reduction for soil moisture estimation in precision irrigation

no code implementations1 Apr 2024 Sarupa Debnath, Bernard T. Agyeman, Soumya R. Sahoo, Xunyuan Yin, Jinfeng Liu

Soil moisture estimation based on limited soil moisture sensors is crucial for obtaining comprehensive soil moisture information when dealing with large-scale agricultural fields.

Soil moisture estimation

Adaptive model reduction and state estimation of agro-hydrological systems

no code implementations20 Dec 2021 Soumya R. Sahoo, Jinfeng Liu

Furthermore, the adaptive MHE algorithm is developed based on an adaptive reduced model.

Knowledge-based optimal irrigation scheduling of agro-hydrological systems

no code implementations12 Dec 2021 Soumya R. Sahoo, Bernard T. Agyeman, Sarupa Debnath, Jinfeng Liu

The typical agricultural irrigation scheduler provides information on how much to irrigate and when to irrigate.

Model Predictive Control Scheduling

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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