The optimal formulation of a readily compostable horticultural growing substrate for vertical farming was determined using design of experiments

A novel, optimized, polysaccharide and biochar-based, compostable hydrogel horticultural growing substrate for use in hydroponics and vertical farming was created based upon empirical methods and statistical design of experiments. A 15-run D-optimal mixture design of experiments was completed that increased the 14-day plant growing ability of a five-component hydrogel nearly ten-fold from 4.3695 g to 41.2623 g per 100 plants. The data were analyzed using a standard least squares method with an effect screening emphasis, and a model was created that maximized the signal to noise ratio. There was a good correlation between the measured and predicted values of the model, with an r-squared value of 0.90. The predictions of efficacy and compostability were confirmed with subsequent experiments that showed the hydrogel was composted in less than 84 days and that the plant growth predicted by the model differed from the experimental growth by 0.65%. The resulting optimized formulation had a high fertilizer content for a growth medium. We therefore suggest that an empirical approach to formulation research can produce superior outcomes with a statistically designed study.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2024-11-25
DOI
https://doi.org/10.1038/s41598-024-80650-5
Citations
1
Primary Topic
Light effects on plants
Type
article
Field-Weighted Citation Impact
0.60
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The optimal formulation of a readily compostable horticultural growing substrate for vertical farming was determined using design of experiments

Michael Galloway, Timothy J. Cuthbertson, Isabel N. Smith, Jonathan M. Romo
1 citations
Scientific Reports
Light effects on plants
0.60
article

The optimal formulation of a readily compostable horticultural growing substrate for vertical farming was determined using design of experiments

Michael Galloway, Timothy J. Cuthbertson, Isabel N. Smith, Jonathan M. Romo
article en
1 citations

Abstract

A novel, optimized, polysaccharide and biochar-based, compostable hydrogel horticultural growing substrate for use in hydroponics and vertical farming was created based upon empirical methods and statistical design of experiments. A 15-run D-optimal mixture design of experiments was completed that increased the 14-day plant growing ability of a five-component hydrogel nearly ten-fold from 4.3695 g to 41.2623 g per 100 plants. The data were analyzed using a standard least squares method with an effect screening emphasis, and a model was created that maximized the signal to noise ratio. There was a good correlation between the measured and predicted values of the model, with an r-squared value of 0.90. The predictions of efficacy and compostability were confirmed with subsequent experiments that showed the hydrogel was composted in less than 84 days and that the plant growth predicted by the model differed from the experimental growth by 0.65%. The resulting optimized formulation had a high fertilizer content for a growth medium. We therefore suggest that an empirical approach to formulation research can produce superior outcomes with a statistically designed study.

Scientific ReportsVol. 14(1)
Velocity Clinical Research (United States) (US)
Zero hunger
Openalex Percentile: Top 21%
Light effects on plants
0.60
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The optimal formulation of a readily compostable horticultural growing substrate for vertical farming was determined using design of experiments — Michael Galloway, Timothy J. Cuthbertson, et al. · Scientific Reports (2024) | TGRS Research Map | TGRS