Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective?

Abstract 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 modelle...

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Main Authors: Jens Hartung, Juliane Wagener, Reiner Ruser, Hans-Peter Piepho
Format: Article
Language:English
Published: BMC 2019-11-01
Series:Plant Methods
Subjects:
Online Access:http://link.springer.com/article/10.1186/s13007-019-0527-4
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spelling doaj-c6909a96b4bc4dbbba02c4f5658f40fc2020-11-25T02:17:18ZengBMCPlant Methods1746-48112019-11-0115111110.1186/s13007-019-0527-4Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective?Jens Hartung0Juliane Wagener1Reiner Ruser2Hans-Peter Piepho3Institute of Crop Science, Biostatistics Unit, University of HohenheimInstitute of Crop Science, Biostatistics Unit, University of HohenheimInstitute of Crop Science, Department Fertilization and Soil Matter Dynamics, University of HohenheimInstitute of Crop Science, Biostatistics Unit, University of HohenheimAbstract 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.http://link.springer.com/article/10.1186/s13007-019-0527-4Re-randomizationRe-arrangementExperimental designGreenhouse experimentRotationRelocation
collection DOAJ
language English
format Article
sources DOAJ
author Jens Hartung
Juliane Wagener
Reiner Ruser
Hans-Peter Piepho
spellingShingle Jens Hartung
Juliane Wagener
Reiner Ruser
Hans-Peter Piepho
Blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective?
Plant Methods
Re-randomization
Re-arrangement
Experimental design
Greenhouse experiment
Rotation
Relocation
author_facet Jens Hartung
Juliane Wagener
Reiner Ruser
Hans-Peter Piepho
author_sort Jens Hartung
title 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_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_sort blocking and re-arrangement of pots in greenhouse experiments: which approach is more effective?
publisher BMC
series Plant Methods
issn 1746-4811
publishDate 2019-11-01
description Abstract 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.
topic Re-randomization
Re-arrangement
Experimental design
Greenhouse experiment
Rotation
Relocation
url http://link.springer.com/article/10.1186/s13007-019-0527-4
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