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Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective?
BACKGROUND: Observations measured in field and greenhouse experiments always contain errors. These errors can arise from measurement error, local or positional conditions of the experimental units, or from the randomization of experimental units. In statistical analysis errors can be modelled as ind...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6882062/ https://www.ncbi.nlm.nih.gov/pubmed/31798669 http://dx.doi.org/10.1186/s13007-019-0527-4 |
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author | Hartung, Jens Wagener, Juliane Ruser, Reiner Piepho, Hans-Peter |
author_facet | Hartung, Jens Wagener, Juliane Ruser, Reiner Piepho, Hans-Peter |
author_sort | Hartung, Jens |
collection | PubMed |
description | BACKGROUND: Observations measured in field and greenhouse experiments always contain errors. These errors can arise from measurement error, local or positional conditions of the experimental units, or from the randomization of experimental units. In statistical analysis errors can be modelled as independent effects or as spatially correlated effects with an appropriate variance–covariance structure. Using a suitable experimental design, a part of the variance can be captured through blocking of the experimental units. If experimental units (e.g. pots within a greenhouse) are mobile, they can be re-arranged during the experiment. This re-arrangement enables a separation of variation due to time-invariant position effects and variation due to the experimental units. If re-arrangement is successful, the time-invariant positional effect can average out for experimental units moved between different positions during the experiment. While re-arrangement is commonly done in greenhouse experiments, data to quantify its usefulness is limited. RESULTS: A uniformity greenhouse experiment with barley (Hordeum vulgare L.) to compare re-arrangement of pots with a range of designs under fixed-position arrangement showed that both methods can reduce the residual variance and the average standard error of a difference. All designs with fixed-position arrangement, which accounted for the known north–south gradient in the greenhouse, outperformed re-arrangement. An α-design with block size four performed best across seven plant growth traits. CONCLUSION: Blocking with a fixed-position arrangement was more efficient in improving precision of greenhouse experiments than re-arrangement of pots and hence can be recommended for comparable greenhouse experiments. |
format | Online Article Text |
id | pubmed-6882062 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-68820622019-12-03 Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective? Hartung, Jens Wagener, Juliane Ruser, Reiner Piepho, Hans-Peter Plant Methods Research BACKGROUND: Observations measured in field and greenhouse experiments always contain errors. These errors can arise from measurement error, local or positional conditions of the experimental units, or from the randomization of experimental units. In statistical analysis errors can be modelled as independent effects or as spatially correlated effects with an appropriate variance–covariance structure. Using a suitable experimental design, a part of the variance can be captured through blocking of the experimental units. If experimental units (e.g. pots within a greenhouse) are mobile, they can be re-arranged during the experiment. This re-arrangement enables a separation of variation due to time-invariant position effects and variation due to the experimental units. If re-arrangement is successful, the time-invariant positional effect can average out for experimental units moved between different positions during the experiment. While re-arrangement is commonly done in greenhouse experiments, data to quantify its usefulness is limited. RESULTS: A uniformity greenhouse experiment with barley (Hordeum vulgare L.) to compare re-arrangement of pots with a range of designs under fixed-position arrangement showed that both methods can reduce the residual variance and the average standard error of a difference. All designs with fixed-position arrangement, which accounted for the known north–south gradient in the greenhouse, outperformed re-arrangement. An α-design with block size four performed best across seven plant growth traits. CONCLUSION: Blocking with a fixed-position arrangement was more efficient in improving precision of greenhouse experiments than re-arrangement of pots and hence can be recommended for comparable greenhouse experiments. BioMed Central 2019-11-27 /pmc/articles/PMC6882062/ /pubmed/31798669 http://dx.doi.org/10.1186/s13007-019-0527-4 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Hartung, Jens Wagener, Juliane Ruser, Reiner Piepho, Hans-Peter Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective? |
title | Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective? |
title_full | Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective? |
title_fullStr | Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective? |
title_full_unstemmed | Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective? |
title_short | Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective? |
title_sort | blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective? |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6882062/ https://www.ncbi.nlm.nih.gov/pubmed/31798669 http://dx.doi.org/10.1186/s13007-019-0527-4 |
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