A reinforcement learning approach to irrigation decision-making for rice using weather forecasts

Integrating forecast meteorological data into the ArcDualKc model for estimating spatially distributed evapotranspiration rates of a citrus orchard

(2020) G. Longo-Minnolo et al.   AGRICULTURAL WATER MANAGEMENT

A smart agriculture IoT system based on deep reinforcement learning

(2019) Fanyu Bu et al.   Future Generation Computer Systems-The International Journal of eScience

Irrigation, crop stress and drainage reduction under uncertainty: A scenario study

(2019) F.D. Mondaca-Duarte et al.   AGRICULTURAL WATER MANAGEMENT

Continuous reinforcement learning of energy management with deep Q network for a power split hybrid electric bus

(2018) Jingda Wu et al.   APPLIED ENERGY

Medium-range reference evapotranspiration forecasts for the contiguous United States based on multi-model numerical weather predictions

(2018) Hanoi Medina et al.   JOURNAL OF HYDROLOGY

Irrigation scheduling of paddy rice using short-term weather forecast data

(2018) Jingjing Cao et al.   AGRICULTURAL WATER MANAGEMENT

Short-term forecasting of daily reference evapotranspiration using the Penman-Monteith model and public weather forecasts

(2016) Yang Yang et al.   AGRICULTURAL WATER MANAGEMENT

Deployment of artificial neural network for short-term forecasting of evapotranspiration using public weather forecast restricted messages

(2016) Seydou Traore et al.   AGRICULTURAL WATER MANAGEMENT

Efficient model-based sub-optimal irrigation scheduling using imperfect weather forecasts

(2016) R. Linker et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Ensemble forecasting of short-term system scale irrigation demands using real-time flow data and numerical weather predictions

(2016) Kushan C. Perera et al.   WATER RESOURCES RESEARCH

Using weather forecast data for irrigation scheduling under semi-arid conditions

(2015) I. J. Lorite et al.   IRRIGATION SCIENCE

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Forecasting daily reference evapotranspiration for Australia using numerical weather prediction outputs

(2014) Kushan C. Perera et al.   AGRICULTURAL AND FOREST METEOROLOGY

Short-term forecasting of daily reference evapotranspiration using the Hargreaves–Samani model and temperature forecasts

(2014) Yufeng Luo et al.   AGRICULTURAL WATER MANAGEMENT

Short-term rainfall forecasts as a soft adaptation to climate change in irrigation management in North-East India

(2013) Ashok Mishra et al.   AGRICULTURAL WATER MANAGEMENT

Is it worth using short-term weather forecasts for irrigation management?

(2010) J.E. Bergez et al.   EUROPEAN JOURNAL OF AGRONOMY

Value of Probabilistic Weather Forecasts: Assessment by Real-Time Optimization of Irrigation Scheduling

(2010) Ximing Cai et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT