OptiDose: An optimal control for macronutrient dosing in hydroponics

• OptiDose enables precise macronutrient control for hydroponic lettuce growth. • Dynamic dosing improved water use efficiency sixfold over static fertigation. • Fertilizer efficiency doubled while avoiding nutrient toxicity and deficiency. • Optimal control cut total fertigation costs by over 50 % in closed-loop systems. Achieving closed-loop hydroponics necessitates precise adjustment of individual macro- and micronutrients within the nutrient solution. However, nutrient management in hydroponics remains constrained to electrical conductivity (EC) and pH-based approaches, due to the complexity of steering individual ions and the coupling inherent in multi-element fertilizer formulations. In this study, an optimal control framework, termed OptiDose , is implemented to optimize daily fertigation strategies for hydroponically grown lettuce. The system integrates six fertilizer sources—calcium nitrate, magnesium sulfate, monopotassium phosphate, potassium nitrate, magnesium nitrate, and potassium sulfate—to maintain the concentrations of the macronutrients nitrogen (N), phosphorus (P), potassium (K), calcium (Ca), magnesium (Mg), and sulfur (S) within crop-specific adequacy ranges. Five scenarios are tested in the simulator to evaluate system performance under varying operational constraints. Results indicate that OptiDose maintained suitable nutrient concentrations for plants throughout the growth cycle—without nutrient deficiencies or toxicities—while markedly improving resource-use efficiency. Relative to a single-shot nutrient preparation (baseline), the strategy using properly sized solution tanks with daily recipe adjustment (Scenario 1) increased water-use efficiency sixfold and doubled fertilizer-use efficiency, achieving 32.3 ± 1.4 g/L and 12.3 ± 0.3 g/g, respectively. Additionally, water and fertilizer costs decreased significantly ( p < 0.05), by approximately 76% and 51%, respectively. The results underscore the promise of element-specific fertigation and optimization for precision nutrient management in controlled environment agriculture.

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Publication Details

Journal
Computers and Electronics in Agriculture
Published
2026-01-13
DOI
https://doi.org/10.1016/j.compag.2026.111428
Citations
1
Primary Topic
Innovations in Aquaponics and Hydroponics Systems
Type
article
Field-Weighted Citation Impact
49.96
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article

OptiDose: An optimal control for macronutrient dosing in hydroponics

Robert D. McAllister, Saeed Karimzadeh, Shamim Ahamed
1 citations
Computers and Electronics in Agriculture
Innovations in Aquaponics and Hydroponics Systems
49.96
article

OptiDose: An optimal control for macronutrient dosing in hydroponics

Robert D. McAllister, Saeed Karimzadeh, Shamim Ahamed
article en
1 citations

Abstract

• OptiDose enables precise macronutrient control for hydroponic lettuce growth. • Dynamic dosing improved water use efficiency sixfold over static fertigation. • Fertilizer efficiency doubled while avoiding nutrient toxicity and deficiency. • Optimal control cut total fertigation costs by over 50 % in closed-loop systems. Achieving closed-loop hydroponics necessitates precise adjustment of individual macro- and micronutrients within the nutrient solution. However, nutrient management in hydroponics remains constrained to electrical conductivity (EC) and pH-based approaches, due to the complexity of steering individual ions and the coupling inherent in multi-element fertilizer formulations. In this study, an optimal control framework, termed OptiDose , is implemented to optimize daily fertigation strategies for hydroponically grown lettuce. The system integrates six fertilizer sources—calcium nitrate, magnesium sulfate, monopotassium phosphate, potassium nitrate, magnesium nitrate, and potassium sulfate—to maintain the concentrations of the macronutrients nitrogen (N), phosphorus (P), potassium (K), calcium (Ca), magnesium (Mg), and sulfur (S) within crop-specific adequacy ranges. Five scenarios are tested in the simulator to evaluate system performance under varying operational constraints. Results indicate that OptiDose maintained suitable nutrient concentrations for plants throughout the growth cycle—without nutrient deficiencies or toxicities—while markedly improving resource-use efficiency. Relative to a single-shot nutrient preparation (baseline), the strategy using properly sized solution tanks with daily recipe adjustment (Scenario 1) increased water-use efficiency sixfold and doubled fertilizer-use efficiency, achieving 32.3 ± 1.4 g/L and 12.3 ± 0.3 g/g, respectively. Additionally, water and fertilizer costs decreased significantly ( p < 0.05), by approximately 76% and 51%, respectively. The results underscore the promise of element-specific fertigation and optimization for precision nutrient management in controlled environment agriculture.

Computers and Electronics in AgricultureVol. 243
University of California, Davis (US), Delft University of Technology (NL), Aalto University (FI)
Zero hunger
Openalex Percentile: Top 1%
Innovations in Aquaponics and Hydroponics Systems
49.96
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