Global transpiration data from sap flow measurements: the SAPFLUXNET database
Plant transpiration links physiological responses of vegetation to water supply and demand with hydrological, energy, and carbon budgets at the land–atmosphere interface. However, despite being the main land evaporative flux at the global scale, transpiration and its response to environmental drivers are currently not well constrained by observations. Here we introduce the first global compilation of whole-plant transpiration data from sap flow measurements (SAPFLUXNET, https://sapfluxnet.creaf.cat/, last access: 8 June 2021). We harmonized and quality-controlled individual datasets supplied by contributors worldwide in a semi-automatic data workflow implemented in the R programming language. Datasets include sub-daily time series of sap flow and hydrometeorological drivers for one or more growing seasons, as well as metadata on the stand characteristics, plant attributes, and technical details of the measurements. SAPFLUXNET contains 202 globally distributed datasets with sap flow time series for 2714 plants, mostly trees, of 174 species. SAPFLUXNET has a broad bioclimatic coverage, with woodland/shrubland and temperate forest biomes especially well represented (80 % of the datasets). The measurements cover a wide variety of stand structural characteristics and plant sizes. The datasets encompass the period between 1995 and 2018, with 50 % of the datasets being at least 3 years long. Accompanying radiation and vapour pressure deficit data are available for most of the datasets, while on-site soil water content is available for 56 % of the datasets. Many datasets contain data for species that make up 90 % or more of the total stand basal area, allowing the estimation of stand transpiration in diverse ecological settings. SAPFLUXNET adds to existing plant trait datasets, ecosystem flux networks, and remote sensing products to help increase our understanding of plant water use, plant responses to drought, and ecohydrological processes. SAPFLUXNET version 0.1.5 is freely available from the Zenodo repository (https://doi.org/10.5281/zenodo.3971689; Poyatos et al., 2020a). The “sapfluxnetr” R package – designed to access, visualize, and process SAPFLUXNET data – is available from CRAN.
Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Format: | artículo biblioteca |
Language: | English |
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Copernicus Publications
2021-06
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Subjects: | Plant transpiration, Global transpiration, |
Online Access: | http://hdl.handle.net/10261/245265 http://dx.doi.org/10.13039/501100004837 |
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Plant transpiration Global transpiration Plant transpiration Global transpiration |
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Plant transpiration Global transpiration Plant transpiration Global transpiration Poyatos, Rafael Granda, Víctor Flo, Víctor Adams, Mark A. Adorján, Balázs Aguadé, David Aidar, Marcos P. M. Alle, Scott Alvarado-Barrientos, M. Susana Anderson-Teixeira, Kristina J. Aparecido, Luiza Maria Arain, M. Altaf Aranda, Ismael Asbjornsen, Heidi Baxter, Robert Beamesderfer, Eric Berry, Z. Carter Berveiller, Daniel Blakely, Bethany Boggs, Johnny Bohrer, Gil Bolstad, Paul V. Bonal, Damien Brito, Patricia Brodeur, Jason Casanoves, Fernando Chave, Jérôme Chen, Hui Cisneros, Cesar Clark, Kenneth Cremonese, Edoardo Dang, Hongzhong David, Jorge S. David, Teresa S. Delpierre, Nicolas Desai, Ankur R. Do, Frederic C. Dohnal, Michal Domec, Jean-Christophe Dzikiti, Sebinasi Edgar, Colin Eichstaedt, Rebekka El-Madany, Tarek S. Eller, Cleiton B. Elbers, Jan Euskirchen, Eugénie S. Ewers, Brent Fonti, Patrick Forner, Alicia Forrester, David I. Freitas, Helber C. Galvagno, Marta García-Tejera, Omar Ghimire, Chandra Prasad Gimeno, Teresa E. Grace, John Granier, André Griebel, Anne Guangyu, Yan Gush, Mark B. Hanson, Paul J. Hasselquist, Niles J. Heinrich, Ingo Hernández-Santana, Virginia Herrmann, Valentine Hölttä, Teemu Holwerda, Friso Irvine, James Na Ayutthaya, Supat Isarangkool Jarvis, Paul G. Jochheim, Hubert Kaplick, Julia Joly, Carlos A. Kim, Hyun Seok Klemedtsson, Leif Kropp, Heather Lagergren, Fredrik Lane, Patrick Lang, Petra Lapenas, Andrei Lechuga, Víctor Lee, Minsu Leuschner, Christoph Limousin, Jean-Marc Linares, Juan Carlos Linderson, Maj-Lena Lindroth, Anders Llorens, Pilar López-Bernal, Álvaro Loranty, Michael M. Lüttschwager, Dietmar Macinnis-Ng, Cate Maréchaux, Isabelle Martin, Timothy A. Matheny, Ashley McDowell, Nate McMahon, Sean Meir, Patrick Mészáros, Ilona Migliavacca, Mirco Mitchell, Patrick Mölder, Meelis Montagnani, Leonardo Moore, Georgianne W. Nakada, Ryogo Niu, Furong Nolan, Rachael H. Norby, Richard Novick, Kimberly Oberhuber, Walter Obojes, Nikolaus Oishi, A. Christopher Oliveira, Rafael S. Oren, Ram Ourcival, Jean-Marc Paljakka, Teemu Pérez-Priego, Oscar Peri, Pablo L. Peters, Richard L. Pfautsch, Sebastian Pockman, William T. Preisler, Yakir Rascher, Katherine Robinson, George Rocha, Humberto Rocheteau, Alain Röll, Alexander Rosado, Bruno H. P. Rowland, Lucy Rubtsov, Alexey V. Sabaté, Santiago Salmon, Yann Roberto L. Salomón Salomón, Roberto L. Sánchez-Costa, Elisenda Schäfer, Karina V. R. Schuldt, Bernhard Shashkin, Alexandr Stahl, Clément Stojanović, Marko Suárez, Juan Carlos Sun, Ge Szatniewska, Justyna Tatarinov, Fyodor Tesař, Miroslav Thomas, Frank M. Tor-ngern, Pantana Urban, Josef Valladares Ros, Fernando Van der Tol, Christiaan Van Meerveld, Ilja Varlagin, Andrej Voigt, Hom Warren, Jeffrey Werner, Christiane Werner, Willy Wieser, Gerhard Wingate, Lisa Wullschleger, Stan Zweifel, Roman Yi, Koon Zweifel, Roman Steppe, Kathy Mencuccini, Maurizio Martínez-Vilalta, Jordi Global transpiration data from sap flow measurements: the SAPFLUXNET database |
description |
Plant transpiration links physiological responses of vegetation to water supply and demand with hydrological, energy, and carbon budgets at the land–atmosphere interface. However, despite being the main land evaporative flux at the global scale, transpiration and its response to environmental drivers are currently not well constrained by observations. Here we introduce the first global compilation of whole-plant transpiration data from sap flow measurements (SAPFLUXNET, https://sapfluxnet.creaf.cat/, last access: 8 June 2021). We harmonized and quality-controlled individual datasets supplied by contributors worldwide in a semi-automatic data workflow implemented in the R programming language. Datasets include sub-daily time series of sap flow and hydrometeorological drivers for one or more growing seasons, as well as metadata on the stand characteristics, plant attributes, and technical details of the measurements. SAPFLUXNET contains 202 globally distributed datasets with sap flow time series for 2714 plants, mostly trees, of 174 species. SAPFLUXNET has a broad bioclimatic coverage, with woodland/shrubland and temperate forest biomes especially well represented (80 % of the datasets). The measurements cover a wide variety of stand structural characteristics and plant sizes. The datasets encompass the period between 1995 and 2018, with 50 % of the datasets being at least 3 years long. Accompanying radiation and vapour pressure deficit data are available for most of the datasets, while on-site soil water content is available for 56 % of the datasets. Many datasets contain data for species that make up 90 % or more of the total stand basal area, allowing the estimation of stand transpiration in diverse ecological settings. SAPFLUXNET adds to existing plant trait datasets, ecosystem flux networks, and remote sensing products to help increase our understanding of plant water use, plant responses to drought, and ecohydrological processes. SAPFLUXNET version 0.1.5 is freely available from the Zenodo repository (https://doi.org/10.5281/zenodo.3971689; Poyatos et al., 2020a). The “sapfluxnetr” R package – designed to access, visualize, and process SAPFLUXNET data – is available from CRAN. |
author2 |
Ministerio de Ciencia e Innovación (España) |
author_facet |
Ministerio de Ciencia e Innovación (España) Poyatos, Rafael Granda, Víctor Flo, Víctor Adams, Mark A. Adorján, Balázs Aguadé, David Aidar, Marcos P. M. Alle, Scott Alvarado-Barrientos, M. Susana Anderson-Teixeira, Kristina J. Aparecido, Luiza Maria Arain, M. Altaf Aranda, Ismael Asbjornsen, Heidi Baxter, Robert Beamesderfer, Eric Berry, Z. Carter Berveiller, Daniel Blakely, Bethany Boggs, Johnny Bohrer, Gil Bolstad, Paul V. Bonal, Damien Brito, Patricia Brodeur, Jason Casanoves, Fernando Chave, Jérôme Chen, Hui Cisneros, Cesar Clark, Kenneth Cremonese, Edoardo Dang, Hongzhong David, Jorge S. David, Teresa S. Delpierre, Nicolas Desai, Ankur R. Do, Frederic C. Dohnal, Michal Domec, Jean-Christophe Dzikiti, Sebinasi Edgar, Colin Eichstaedt, Rebekka El-Madany, Tarek S. Eller, Cleiton B. Elbers, Jan Euskirchen, Eugénie S. Ewers, Brent Fonti, Patrick Forner, Alicia Forrester, David I. Freitas, Helber C. Galvagno, Marta García-Tejera, Omar Ghimire, Chandra Prasad Gimeno, Teresa E. Grace, John Granier, André Griebel, Anne Guangyu, Yan Gush, Mark B. Hanson, Paul J. Hasselquist, Niles J. Heinrich, Ingo Hernández-Santana, Virginia Herrmann, Valentine Hölttä, Teemu Holwerda, Friso Irvine, James Na Ayutthaya, Supat Isarangkool Jarvis, Paul G. Jochheim, Hubert Kaplick, Julia Joly, Carlos A. Kim, Hyun Seok Klemedtsson, Leif Kropp, Heather Lagergren, Fredrik Lane, Patrick Lang, Petra Lapenas, Andrei Lechuga, Víctor Lee, Minsu Leuschner, Christoph Limousin, Jean-Marc Linares, Juan Carlos Linderson, Maj-Lena Lindroth, Anders Llorens, Pilar López-Bernal, Álvaro Loranty, Michael M. Lüttschwager, Dietmar Macinnis-Ng, Cate Maréchaux, Isabelle Martin, Timothy A. Matheny, Ashley McDowell, Nate McMahon, Sean Meir, Patrick Mészáros, Ilona Migliavacca, Mirco Mitchell, Patrick Mölder, Meelis Montagnani, Leonardo Moore, Georgianne W. Nakada, Ryogo Niu, Furong Nolan, Rachael H. Norby, Richard Novick, Kimberly Oberhuber, Walter Obojes, Nikolaus Oishi, A. Christopher Oliveira, Rafael S. Oren, Ram Ourcival, Jean-Marc Paljakka, Teemu Pérez-Priego, Oscar Peri, Pablo L. Peters, Richard L. Pfautsch, Sebastian Pockman, William T. Preisler, Yakir Rascher, Katherine Robinson, George Rocha, Humberto Rocheteau, Alain Röll, Alexander Rosado, Bruno H. P. Rowland, Lucy Rubtsov, Alexey V. Sabaté, Santiago Salmon, Yann Roberto L. Salomón Salomón, Roberto L. Sánchez-Costa, Elisenda Schäfer, Karina V. R. Schuldt, Bernhard Shashkin, Alexandr Stahl, Clément Stojanović, Marko Suárez, Juan Carlos Sun, Ge Szatniewska, Justyna Tatarinov, Fyodor Tesař, Miroslav Thomas, Frank M. Tor-ngern, Pantana Urban, Josef Valladares Ros, Fernando Van der Tol, Christiaan Van Meerveld, Ilja Varlagin, Andrej Voigt, Hom Warren, Jeffrey Werner, Christiane Werner, Willy Wieser, Gerhard Wingate, Lisa Wullschleger, Stan Zweifel, Roman Yi, Koon Zweifel, Roman Steppe, Kathy Mencuccini, Maurizio Martínez-Vilalta, Jordi |
format |
artículo |
topic_facet |
Plant transpiration Global transpiration |
author |
Poyatos, Rafael Granda, Víctor Flo, Víctor Adams, Mark A. Adorján, Balázs Aguadé, David Aidar, Marcos P. M. Alle, Scott Alvarado-Barrientos, M. Susana Anderson-Teixeira, Kristina J. Aparecido, Luiza Maria Arain, M. Altaf Aranda, Ismael Asbjornsen, Heidi Baxter, Robert Beamesderfer, Eric Berry, Z. Carter Berveiller, Daniel Blakely, Bethany Boggs, Johnny Bohrer, Gil Bolstad, Paul V. Bonal, Damien Brito, Patricia Brodeur, Jason Casanoves, Fernando Chave, Jérôme Chen, Hui Cisneros, Cesar Clark, Kenneth Cremonese, Edoardo Dang, Hongzhong David, Jorge S. David, Teresa S. Delpierre, Nicolas Desai, Ankur R. Do, Frederic C. Dohnal, Michal Domec, Jean-Christophe Dzikiti, Sebinasi Edgar, Colin Eichstaedt, Rebekka El-Madany, Tarek S. Eller, Cleiton B. Elbers, Jan Euskirchen, Eugénie S. Ewers, Brent Fonti, Patrick Forner, Alicia Forrester, David I. Freitas, Helber C. Galvagno, Marta García-Tejera, Omar Ghimire, Chandra Prasad Gimeno, Teresa E. Grace, John Granier, André Griebel, Anne Guangyu, Yan Gush, Mark B. Hanson, Paul J. Hasselquist, Niles J. Heinrich, Ingo Hernández-Santana, Virginia Herrmann, Valentine Hölttä, Teemu Holwerda, Friso Irvine, James Na Ayutthaya, Supat Isarangkool Jarvis, Paul G. Jochheim, Hubert Kaplick, Julia Joly, Carlos A. Kim, Hyun Seok Klemedtsson, Leif Kropp, Heather Lagergren, Fredrik Lane, Patrick Lang, Petra Lapenas, Andrei Lechuga, Víctor Lee, Minsu Leuschner, Christoph Limousin, Jean-Marc Linares, Juan Carlos Linderson, Maj-Lena Lindroth, Anders Llorens, Pilar López-Bernal, Álvaro Loranty, Michael M. Lüttschwager, Dietmar Macinnis-Ng, Cate Maréchaux, Isabelle Martin, Timothy A. Matheny, Ashley McDowell, Nate McMahon, Sean Meir, Patrick Mészáros, Ilona Migliavacca, Mirco Mitchell, Patrick Mölder, Meelis Montagnani, Leonardo Moore, Georgianne W. Nakada, Ryogo Niu, Furong Nolan, Rachael H. Norby, Richard Novick, Kimberly Oberhuber, Walter Obojes, Nikolaus Oishi, A. Christopher Oliveira, Rafael S. Oren, Ram Ourcival, Jean-Marc Paljakka, Teemu Pérez-Priego, Oscar Peri, Pablo L. Peters, Richard L. Pfautsch, Sebastian Pockman, William T. Preisler, Yakir Rascher, Katherine Robinson, George Rocha, Humberto Rocheteau, Alain Röll, Alexander Rosado, Bruno H. P. Rowland, Lucy Rubtsov, Alexey V. Sabaté, Santiago Salmon, Yann Roberto L. Salomón Salomón, Roberto L. Sánchez-Costa, Elisenda Schäfer, Karina V. R. Schuldt, Bernhard Shashkin, Alexandr Stahl, Clément Stojanović, Marko Suárez, Juan Carlos Sun, Ge Szatniewska, Justyna Tatarinov, Fyodor Tesař, Miroslav Thomas, Frank M. Tor-ngern, Pantana Urban, Josef Valladares Ros, Fernando Van der Tol, Christiaan Van Meerveld, Ilja Varlagin, Andrej Voigt, Hom Warren, Jeffrey Werner, Christiane Werner, Willy Wieser, Gerhard Wingate, Lisa Wullschleger, Stan Zweifel, Roman Yi, Koon Zweifel, Roman Steppe, Kathy Mencuccini, Maurizio Martínez-Vilalta, Jordi |
author_sort |
Poyatos, Rafael |
title |
Global transpiration data from sap flow measurements: the SAPFLUXNET database |
title_short |
Global transpiration data from sap flow measurements: the SAPFLUXNET database |
title_full |
Global transpiration data from sap flow measurements: the SAPFLUXNET database |
title_fullStr |
Global transpiration data from sap flow measurements: the SAPFLUXNET database |
title_full_unstemmed |
Global transpiration data from sap flow measurements: the SAPFLUXNET database |
title_sort |
global transpiration data from sap flow measurements: the sapfluxnet database |
publisher |
Copernicus Publications |
publishDate |
2021-06 |
url |
http://hdl.handle.net/10261/245265 http://dx.doi.org/10.13039/501100004837 |
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dig-inia-es-10261-2452652021-07-06T01:27:20Z Global transpiration data from sap flow measurements: the SAPFLUXNET database Poyatos, Rafael Granda, Víctor Flo, Víctor Adams, Mark A. Adorján, Balázs Aguadé, David Aidar, Marcos P. M. Alle, Scott Alvarado-Barrientos, M. Susana Anderson-Teixeira, Kristina J. Aparecido, Luiza Maria Arain, M. Altaf Aranda, Ismael Asbjornsen, Heidi Baxter, Robert Beamesderfer, Eric Berry, Z. Carter Berveiller, Daniel Blakely, Bethany Boggs, Johnny Bohrer, Gil Bolstad, Paul V. Bonal, Damien Brito, Patricia Brodeur, Jason Casanoves, Fernando Chave, Jérôme Chen, Hui Cisneros, Cesar Clark, Kenneth Cremonese, Edoardo Dang, Hongzhong David, Jorge S. David, Teresa S. Delpierre, Nicolas Desai, Ankur R. Do, Frederic C. Dohnal, Michal Domec, Jean-Christophe Dzikiti, Sebinasi Edgar, Colin Eichstaedt, Rebekka El-Madany, Tarek S. Eller, Cleiton B. Elbers, Jan Euskirchen, Eugénie S. Ewers, Brent Fonti, Patrick Forner, Alicia Forrester, David I. Freitas, Helber C. Galvagno, Marta García-Tejera, Omar Ghimire, Chandra Prasad Gimeno, Teresa E. Grace, John Granier, André Griebel, Anne Guangyu, Yan Gush, Mark B. Hanson, Paul J. Hasselquist, Niles J. Heinrich, Ingo Hernández-Santana, Virginia Herrmann, Valentine Hölttä, Teemu Holwerda, Friso Irvine, James Na Ayutthaya, Supat Isarangkool Jarvis, Paul G. Jochheim, Hubert Kaplick, Julia Joly, Carlos A. Kim, Hyun Seok Klemedtsson, Leif Kropp, Heather Lagergren, Fredrik Lane, Patrick Lang, Petra Lapenas, Andrei Lechuga, Víctor Lee, Minsu Leuschner, Christoph Limousin, Jean-Marc Linares, Juan Carlos Linderson, Maj-Lena Lindroth, Anders Llorens, Pilar López-Bernal, Álvaro Loranty, Michael M. Lüttschwager, Dietmar Macinnis-Ng, Cate Maréchaux, Isabelle Martin, Timothy A. Matheny, Ashley McDowell, Nate McMahon, Sean Meir, Patrick Mészáros, Ilona Migliavacca, Mirco Mitchell, Patrick Mölder, Meelis Montagnani, Leonardo Moore, Georgianne W. Nakada, Ryogo Niu, Furong Nolan, Rachael H. Norby, Richard Novick, Kimberly Oberhuber, Walter Obojes, Nikolaus Oishi, A. Christopher Oliveira, Rafael S. Oren, Ram Ourcival, Jean-Marc Paljakka, Teemu Pérez-Priego, Oscar Peri, Pablo L. Peters, Richard L. Pfautsch, Sebastian Pockman, William T. Preisler, Yakir Rascher, Katherine Robinson, George Rocha, Humberto Rocheteau, Alain Röll, Alexander Rosado, Bruno H. P. Rowland, Lucy Rubtsov, Alexey V. Sabaté, Santiago Salmon, Yann Roberto L. Salomón Salomón, Roberto L. Sánchez-Costa, Elisenda Schäfer, Karina V. R. Schuldt, Bernhard Shashkin, Alexandr Stahl, Clément Stojanović, Marko Suárez, Juan Carlos Sun, Ge Szatniewska, Justyna Tatarinov, Fyodor Tesař, Miroslav Thomas, Frank M. Tor-ngern, Pantana Urban, Josef Valladares Ros, Fernando Van der Tol, Christiaan Van Meerveld, Ilja Varlagin, Andrej Voigt, Hom Warren, Jeffrey Werner, Christiane Werner, Willy Wieser, Gerhard Wingate, Lisa Wullschleger, Stan Zweifel, Roman Yi, Koon Zweifel, Roman Steppe, Kathy Mencuccini, Maurizio Martínez-Vilalta, Jordi Ministerio de Ciencia e Innovación (España) Llorens, Pilar [0000-0003-4591-5303] Plant transpiration Global transpiration Plant transpiration links physiological responses of vegetation to water supply and demand with hydrological, energy, and carbon budgets at the land–atmosphere interface. However, despite being the main land evaporative flux at the global scale, transpiration and its response to environmental drivers are currently not well constrained by observations. Here we introduce the first global compilation of whole-plant transpiration data from sap flow measurements (SAPFLUXNET, https://sapfluxnet.creaf.cat/, last access: 8 June 2021). We harmonized and quality-controlled individual datasets supplied by contributors worldwide in a semi-automatic data workflow implemented in the R programming language. Datasets include sub-daily time series of sap flow and hydrometeorological drivers for one or more growing seasons, as well as metadata on the stand characteristics, plant attributes, and technical details of the measurements. SAPFLUXNET contains 202 globally distributed datasets with sap flow time series for 2714 plants, mostly trees, of 174 species. SAPFLUXNET has a broad bioclimatic coverage, with woodland/shrubland and temperate forest biomes especially well represented (80 % of the datasets). The measurements cover a wide variety of stand structural characteristics and plant sizes. The datasets encompass the period between 1995 and 2018, with 50 % of the datasets being at least 3 years long. Accompanying radiation and vapour pressure deficit data are available for most of the datasets, while on-site soil water content is available for 56 % of the datasets. Many datasets contain data for species that make up 90 % or more of the total stand basal area, allowing the estimation of stand transpiration in diverse ecological settings. SAPFLUXNET adds to existing plant trait datasets, ecosystem flux networks, and remote sensing products to help increase our understanding of plant water use, plant responses to drought, and ecohydrological processes. SAPFLUXNET version 0.1.5 is freely available from the Zenodo repository (https://doi.org/10.5281/zenodo.3971689; Poyatos et al., 2020a). The “sapfluxnetr” R package – designed to access, visualize, and process SAPFLUXNET data – is available from CRAN. This research was supported by the Ministerio de Economía y Competitividad (grant no. CGL2014-55883-JIN), the Ministerio de Ciencia e Innovación (grant no. RTI2018-095297-J-I00), the Ministerio de Ciencia e Innovación (grant no. CAS16/00207), the Agència de Gestió d'Ajuts Universitaris i de Recerca (grant no. SGR1001), the Alexander von Humboldt-Stiftung (Humboldt Research Fellowship for Experienced Researchers (RP)), and the Institució Catalana de Recerca i Estudis Avançats (Academia Award (JMV)). Víctor Flo was supported by the doctoral fellowship FPU15/03939 (MECD, Spain). Peer reviewed 2021-07-05T11:49:32Z 2021-07-05T11:49:32Z 2021-06 artículo http://purl.org/coar/resource_type/c_6501 Earth System Science Data 13: 2607–2649 (2021) http://hdl.handle.net/10261/245265 10.5194/essd-13-2607-2021 http://dx.doi.org/10.13039/501100004837 en #PLACEHOLDER_PARENT_METADATA_VALUE# info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/RTI2018-095297-J-I00 Publisher's version https://doi.org/10.5194/essd-13-2607-2021 Sí open Copernicus Publications |