891
Views
28
CrossRef citations to date
0
Altmetric
Articles

Scaling up: linking field data and remote sensing with a hierarchical model

, , &
Pages 509-521 | Received 29 Jun 2009, Accepted 07 Sep 2010, Published online: 23 May 2011

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (4)

Alan E. Gelfand & Joao V. D. Monteiro. (2014) Explaining Return Times for Wildfires. Journal of Statistical Theory and Practice 8:3, pages 534-545.
Read now
Aihua Li, Yanchen Bo & Ling Chen. (2013) Bayesian maximum entropy data fusion of field-observed leaf area index (LAI) and Landsat Enhanced Thematic Mapper Plus-derived LAI. International Journal of Remote Sensing 34:1, pages 227-246.
Read now
ShawnW. Laffan, AndrewK. Skidmore & Janet Franklin. (2012) Geospatial analysis of species, biodiversity and landscapes: introduction to the second special issue on spatial ecology. International Journal of Geographical Information Science 26:11, pages 2003-2007.
Read now

Articles from other publishers (24)

Weiwei Sun, Qijin He, Jiahong Liu, Xiao Xiao, Yaxin Wu, Sijia Zhou, Selimai Ma & Rongwan Wang. (2023) Dynamic monitoring of maize grain quality based on remote sensing data. Frontiers in Plant Science 14.
Crossref
Jasper A. Slingsby, Adam M. Wilson, Brian Maitner & Glenn R. Moncrieff. (2023) Regional ecological forecasting across scales: A manifesto for a biodiversity hotspot. Methods in Ecology and Evolution 14:3, pages 757-770.
Crossref
Fernando T. Maestre, Yoann Le Bagousse-PinguetManuel Delgado-Baquerizo, David J. Eldridge, Hugo Saiz, Miguel BerdugoBeatriz Gozalo, Victoria Ochoa, Emilio Guirado, Miguel García-Gómez, Enrique Valencia, Juan J. Gaitán, Sergio Asensio, Betty J. Mendoza, César Plaza, Paloma Díaz-MartínezAna Rey, Hang-Wei HuJi-Zheng He, Jun-Tao Wang, Anika Lehmann, Matthias C. Rillig, Simone Cesarz, Nico Eisenhauer, Jaime Martínez-Valderrama, Eduardo Moreno-Jiménez, Osvaldo Sala, Mehdi Abedi, Negar Ahmadian, Concepción L. AladosValeria Aramayo, Fateh Amghar, Tulio Arredondo, Rodrigo J. Ahumada, Khadijeh Bahalkeh, Farah Ben Salem, Niels Blaum, Bazartseren Boldgiv, Matthew A. BowkerDonaldo Bran, Chongfeng Bu, Rafaella Canessa, Andrea P. Castillo-MonroyHelena Castro, Ignacio Castro, Patricio Castro-Quezada, Roukaya ChibaniAbel A. Conceição, Courtney M. Currier, Anthony Darrouzet-Nardi, Balázs Deák, David A. Donoso, Andrew J. Dougill, Jorge DuránBatdelger Erdenetsetseg, Carlos I. Espinosa, Alex Fajardo, Mohammad Farzam, Daniela Ferrante, Anke S. K. Frank, Lauchlan H. Fraser, Laureano A. Gherardi, Aaron C. Greenville, Carlos A. Guerra, Elizabeth Gusmán-Montalvan, Rosa M. Hernández-Hernández, Norbert HölzelElisabeth Huber-Sannwald, Frederic M. Hughes, Oswaldo Jadán-Maza, Florian Jeltsch, Anke Jentsch, Kudzai F. Kaseke, Melanie Köbel, Jessica E. Koopman, Cintia V. Leder, Anja Linstädter, Peter C. le Roux, Xinkai LiPierre Liancourt, Jushan Liu, Michelle A. Louw, Gillian Maggs-Kölling, Thulani P. Makhalanyane, Oumarou Malam Issa, Antonio J. Manzaneda, Eugene Marais, Juan P. Mora, Gerardo Moreno, Seth M. Munson, Alice Nunes, Gabriel Oliva, Gastón R. Oñatibia, Guadalupe Peter, Marco O. D. Pivari, Yolanda Pueyo, R. Emiliano Quiroga, Soroor Rahmanian, Sasha C. Reed, Pedro J. Rey, Benoit Richard, Alexandra Rodríguez, Víctor Rolo, Juan G. Rubalcaba, Jan C. RuppertAyman Salah, Max A. SchuchardtSedona SpannIlan Stavi, Colton R. A. Stephens, Anthony M. Swemmer, Alberto L. Teixido, Andrew D. Thomas, Heather L. Throop, Katja TielbörgerSamantha Travers, James Val, Orsolya Valkó, Liesbeth van den Brink, Sergio Velasco Ayuso, Frederike Velbert, Wanyoike Wamiti, Deli Wang, Lixin Wang, Glenda M. Wardle, Laura Yahdjian, Eli Zaady, Yuanming Zhang, Xiaobing ZhouBrajesh K. Singh & Nicolas Gross. (2022) Grazing and ecosystem service delivery in global drylands. Science 378:6622, pages 915-920.
Crossref
Robert van Woesik, Tom Shlesinger, Andréa G. Grottoli, Rob J. Toonen, Rebecca Vega Thurber, Mark E. Warner, Ann Marie Hulver, Leila Chapron, Rowan H. McLachlan, Rebecca Albright, Eric Crandall, Thomas M. DeCarlo, Mary K. Donovan, Jose Eirin‐Lopez, Hugo B. Harrison, Scott F. Heron, Danwei Huang, Adriana Humanes, Thomas Krueger, Joshua S. Madin, Derek Manzello, Lisa C. McManus, Mikhail Matz, Erinn M. Muller, Mauricio Rodriguez‐Lanetty, Maria Vega‐Rodriguez, Christian R. Voolstra & Jesse Zaneveld. (2022) Coral‐bleaching responses to climate change across biological scales. Global Change Biology 28:14, pages 4229-4250.
Crossref
Taylor M. Oshan, Levi J. Wolf, Mehak Sachdeva, Sarah Bardin & A. Stewart Fotheringham. (2022) A scoping review on the multiplicity of scale in spatial analysis. Journal of Geographical Systems 24:3, pages 293-324.
Crossref
Cara Applestein & Matthew J. Germino. (2022) How do accuracy and model agreement vary with versioning, scale, and landscape heterogeneity for satellite-derived vegetation maps in sagebrush steppe?. Ecological Indicators 139, pages 108935.
Crossref
Olivera Stojanović, Bastian Siegmann, Thomas Jarmer, Gordon Pipa & Johannes Leugering. (2022) Bayesian Hierarchical Models can Infer Interpretable Predictions of Leaf Area Index From Heterogeneous Datasets. Frontiers in Environmental Science 9.
Crossref
Henry A. Frye, Matthew E. Aiello‐Lammens, Douglas Euston‐Brown, Cynthia S. Jones, Hayley Kilroy Mollmann, Cory Merow, Jasper A. Slingsby, Helga van der Merwe, Adam M. Wilson & John A. SilanderJrJr. (2021) Plant spectral diversity as a surrogate for species, functional and phylogenetic diversity across a hyper‐diverse biogeographic region. Global Ecology and Biogeography 30:7, pages 1403-1417.
Crossref
Alby D. Rocha, Thomas A. Groen, Andrew K. Skidmore & Louise Willemen. (2021) Role of Sampling Design When Predicting Spatially Dependent Ecological Data With Remote Sensing. IEEE Transactions on Geoscience and Remote Sensing 59:1, pages 663-674.
Crossref
Jasper A. Slingsby, Glenn R. Moncrieff & Adam M. Wilson. (2020) Near-real time forecasting and change detection for an open ecosystem with complex natural dynamics. ISPRS Journal of Photogrammetry and Remote Sensing 166, pages 15-25.
Crossref
Xiaobin Xu, Cong Teng, Yu Zhao, Ying Du, Chunqi Zhao, Guijun Yang, Xiuliang Jin, Xiaoyu Song, Xiaohe Gu, Raffaele Casa, Liping Chen & Zhenhai Li. (2020) Prediction of Wheat Grain Protein by Coupling Multisource Remote Sensing Imagery and ECMWF Data. Remote Sensing 12:8, pages 1349.
Crossref
Hansraj Gautam, Evangeline Arulmalar, Mihir R. Kulkarni & T. N. C. Vidya. (2019) NDVI is not reliable as a surrogate of forage abundance for a large herbivore in tropical forest habitat. Biotropica 51:3, pages 443-456.
Crossref
Céline Boisvenue & Joanne White. (2019) Information Needs of Next-Generation Forest Carbon Models: Opportunities for Remote Sensing Science. Remote Sensing 11:4, pages 463.
Crossref
Jesús Jiménez López & Margarita Mulero-Pázmány. (2019) Drones for Conservation in Protected Areas: Present and Future. Drones 3:1, pages 10.
Crossref
Xiaohu Zhang, Wenjun Zuo, Shengli Zhao, Li Jiang, Linhai Chen & Yan Zhu. (2018) Uncertainty in Upscaling In Situ Soil Moisture Observations to Multiscale Pixel Estimations with Kriging at the Field Level. ISPRS International Journal of Geo-Information 7:1, pages 33.
Crossref
Alby D. Rocha, Thomas A. Groen, Andrew K. Skidmore, Roshanak Darvishzadeh & Louise Willemen. (2017) The Naïve Overfitting Index Selection (NOIS): A new method to optimize model complexity for hyperspectral data. ISPRS Journal of Photogrammetry and Remote Sensing 133, pages 61-74.
Crossref
Sarah E. McCord, Michaela Buenemann, Jason W. Karl, Dawn M. Browning & Brian C. Hadley. (2017) Integrating Remotely Sensed Imagery and Existing Multiscale Field Data to Derive Rangeland Indicators: Application of Bayesian Additive Regression Trees. Rangeland Ecology & Management 70:5, pages 644-655.
Crossref
Aihua Li, Shital Dhakal, Nancy Glenn, Lucas Spaete, Douglas Shinneman, David Pilliod, Robert Arkle & Susan McIlroy. (2017) Lidar Aboveground Vegetation Biomass Estimates in Shrublands: Prediction, Uncertainties and Application to Coarser Scales. Remote Sensing 9:9, pages 903.
Crossref
Andrew M. Cunliffe, Richard E. Brazier & Karen Anderson. (2016) Ultra-fine grain landscape-scale quantification of dryland vegetation structure with drone-acquired structure-from-motion photogrammetry. Remote Sensing of Environment 183, pages 129-143.
Crossref
Adam M. Wilson, Andrew M. Latimer & John A. SilanderJr.Jr.. (2015) Climatic controls on ecosystem resilience: Postfire regeneration in the Cape Floristic Region of South Africa. Proceedings of the National Academy of Sciences 112:29, pages 9058-9063.
Crossref
Yingying Xie, Kazi F. Ahmed, Jenica M. Allen, Adam M. Wilson & John A. SilanderJr.Jr.. (2014) Green-up of deciduous forest communities of northeastern North America in response to climate variation and climate change. Landscape Ecology 30:1, pages 109-123.
Crossref
J. M. Barbosa, E. N. Broadbent & M. D. Bitencourt. (2014) Remote Sensing of Aboveground Biomass in Tropical Secondary Forests: A Review. International Journal of Forestry Research 2014, pages 1-14.
Crossref
Petr Keil, Jonathan Belmaker, Adam M. Wilson, Philip Unitt & Walter Jetz. (2013) Downscaling of species distribution models: 
a hierarchical approach. Methods in Ecology and Evolution 4:1, pages 82-94.
Crossref
Wei Wu, Patrick D Biber, Mark S Peterson & Chongfeng Gong. (2012) Modeling photosynthesis of Spartina alterniflora (smooth cordgrass) impacted by the Deepwater Horizon oil spill using Bayesian inference . Environmental Research Letters 7:4, pages 045302.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.