A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis

Simple approaches to predicting ecosystem fluxes are useful in large-scale applications because existing data rarely support justified use of complex models. We developed a model of daily ecosystem gross primary production (P), evapotranspiration (E), and soil water content (theta), which only requi...

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Main Authors: Peltoniemi, Mikko, Pulkkinen, Minna, Aurela, Mika, Pumpanen, Jukka, Kolari, Pasi, Makela, Annikki
Other Authors: Department of Forest Sciences, Department of Physics, Viikki Plant Science Centre (ViPS), Ecosystem processes (INAR Forest Sciences), Micrometeorology and biogeochemical cycles, Forest Ecology and Management, Forest Modelling Group
Format: Article in Journal/Newspaper
Language:English
Published: Finnish Environment Institute 2016
Subjects:
Online Access:http://hdl.handle.net/10138/165217
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spelling ftunivhelsihelda:oai:helda.helsinki.fi:10138/165217 2024-01-07T09:42:29+01:00 A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis Peltoniemi, Mikko Pulkkinen, Minna Aurela, Mika Pumpanen, Jukka Kolari, Pasi Makela, Annikki Department of Forest Sciences Department of Physics Viikki Plant Science Centre (ViPS) Ecosystem processes (INAR Forest Sciences) Micrometeorology and biogeochemical cycles Forest Ecology and Management Forest Modelling Group 2016-08-04T09:09:01Z 21 application/pdf http://hdl.handle.net/10138/165217 eng eng Finnish Environment Institute We thank Tapio Linkosalo, Remko Duursma, Teemu Holtta, Juha Heikkinen for discussions on model development and calibration. We thank the Academy of Finland (grant no. 128236) and European Union Life+ programme (project no. LIFE09 ENV/FI/000571) for the funding this work. Peltoniemi , M , Pulkkinen , M , Aurela , M , Pumpanen , J , Kolari , P & Makela , A 2015 , ' A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis ' , Boreal Environment Research , vol. 20 , no. 2 , pp. 151-171 . ORCID: /0000-0001-9633-7350/work/29924472 ORCID: /0000-0001-7271-633X/work/29181738 84927136047 a9e47c19-da9b-4827-a954-a75016101c23 http://hdl.handle.net/10138/165217 000353934400002 other openAccess info:eu-repo/semantics/openAccess SCOTS PINE FOREST NET ECOSYSTEM EXCHANGE LONG-TERM MEASUREMENTS LIGHT-USE EFFICIENCY CARBON BALANCE STOMATAL CONDUCTANCE CONIFEROUS FORESTS CANOPY CONDUCTANCE SOUTHERN FINLAND SEASONAL COURSE 4112 Forestry 114 Physical sciences 1172 Environmental sciences Article publishedVersion 2016 ftunivhelsihelda 2023-12-14T00:09:02Z Simple approaches to predicting ecosystem fluxes are useful in large-scale applications because existing data rarely support justified use of complex models. We developed a model of daily ecosystem gross primary production (P), evapotranspiration (E), and soil water content (theta), which only requires standard weather data and information about the fraction of absorbed radiation. We estimated the parameters of the model for two boreal Scots pine eddy-covariance sites (Hyytiala and Sodankyla). The model predicted P and E adequately for Hyytiala for both calibration and additional test years. The model calibrated for Hyytiala slightly overestimated P and E in Sodankyla, but its performance levelled with the model calibrated for Sodankyla in a dry year. Sensitivity analysis of the model implied that drought prediction is sensitive, not only to key E submodel parameters, but also to P submodel parameters. Further improvement and calibrations of the model could benefit from forest sites with varying canopy and different species structures. Peer reviewed Article in Journal/Newspaper Boreal Environment Research HELDA – University of Helsinki Open Repository
institution Open Polar
collection HELDA – University of Helsinki Open Repository
op_collection_id ftunivhelsihelda
language English
topic SCOTS PINE FOREST
NET ECOSYSTEM EXCHANGE
LONG-TERM MEASUREMENTS
LIGHT-USE EFFICIENCY
CARBON BALANCE
STOMATAL CONDUCTANCE
CONIFEROUS FORESTS
CANOPY CONDUCTANCE
SOUTHERN FINLAND
SEASONAL COURSE
4112 Forestry
114 Physical sciences
1172 Environmental sciences
spellingShingle SCOTS PINE FOREST
NET ECOSYSTEM EXCHANGE
LONG-TERM MEASUREMENTS
LIGHT-USE EFFICIENCY
CARBON BALANCE
STOMATAL CONDUCTANCE
CONIFEROUS FORESTS
CANOPY CONDUCTANCE
SOUTHERN FINLAND
SEASONAL COURSE
4112 Forestry
114 Physical sciences
1172 Environmental sciences
Peltoniemi, Mikko
Pulkkinen, Minna
Aurela, Mika
Pumpanen, Jukka
Kolari, Pasi
Makela, Annikki
A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis
topic_facet SCOTS PINE FOREST
NET ECOSYSTEM EXCHANGE
LONG-TERM MEASUREMENTS
LIGHT-USE EFFICIENCY
CARBON BALANCE
STOMATAL CONDUCTANCE
CONIFEROUS FORESTS
CANOPY CONDUCTANCE
SOUTHERN FINLAND
SEASONAL COURSE
4112 Forestry
114 Physical sciences
1172 Environmental sciences
description Simple approaches to predicting ecosystem fluxes are useful in large-scale applications because existing data rarely support justified use of complex models. We developed a model of daily ecosystem gross primary production (P), evapotranspiration (E), and soil water content (theta), which only requires standard weather data and information about the fraction of absorbed radiation. We estimated the parameters of the model for two boreal Scots pine eddy-covariance sites (Hyytiala and Sodankyla). The model predicted P and E adequately for Hyytiala for both calibration and additional test years. The model calibrated for Hyytiala slightly overestimated P and E in Sodankyla, but its performance levelled with the model calibrated for Sodankyla in a dry year. Sensitivity analysis of the model implied that drought prediction is sensitive, not only to key E submodel parameters, but also to P submodel parameters. Further improvement and calibrations of the model could benefit from forest sites with varying canopy and different species structures. Peer reviewed
author2 Department of Forest Sciences
Department of Physics
Viikki Plant Science Centre (ViPS)
Ecosystem processes (INAR Forest Sciences)
Micrometeorology and biogeochemical cycles
Forest Ecology and Management
Forest Modelling Group
format Article in Journal/Newspaper
author Peltoniemi, Mikko
Pulkkinen, Minna
Aurela, Mika
Pumpanen, Jukka
Kolari, Pasi
Makela, Annikki
author_facet Peltoniemi, Mikko
Pulkkinen, Minna
Aurela, Mika
Pumpanen, Jukka
Kolari, Pasi
Makela, Annikki
author_sort Peltoniemi, Mikko
title A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis
title_short A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis
title_full A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis
title_fullStr A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis
title_full_unstemmed A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis
title_sort semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis
publisher Finnish Environment Institute
publishDate 2016
url http://hdl.handle.net/10138/165217
genre Boreal Environment Research
genre_facet Boreal Environment Research
op_relation We thank Tapio Linkosalo, Remko Duursma, Teemu Holtta, Juha Heikkinen for discussions on model development and calibration. We thank the Academy of Finland (grant no. 128236) and European Union Life+ programme (project no. LIFE09 ENV/FI/000571) for the funding this work.
Peltoniemi , M , Pulkkinen , M , Aurela , M , Pumpanen , J , Kolari , P & Makela , A 2015 , ' A semi-empirical model of boreal-forest gross primary production, evapotranspiration, and soil water - calibration and sensitivity analysis ' , Boreal Environment Research , vol. 20 , no. 2 , pp. 151-171 .
ORCID: /0000-0001-9633-7350/work/29924472
ORCID: /0000-0001-7271-633X/work/29181738
84927136047
a9e47c19-da9b-4827-a954-a75016101c23
http://hdl.handle.net/10138/165217
000353934400002
op_rights other
openAccess
info:eu-repo/semantics/openAccess
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