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J. Pablo Arroyo-Mora

Bio: J. Pablo Arroyo-Mora is an academic researcher from McGill University. The author has contributed to research in topics: Hyperspectral imaging & Deforestation. The author has an hindex of 12, co-authored 27 publications receiving 329 citations.

Papers
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Journal ArticleDOI
TL;DR: To analyze recent tree plantation expansion in northeastern Costa Rica, the potential of combining moderate-resolution hyperspectral imagery with multitemporal, multispectral data (Landsat) to accurately classify tree plantations by species composition was examined.
Abstract: An efficient means to map tree plantations is needed to detect tropical land use change and evaluate reforestation projects. To analyze recent tree plantation expansion in northeastern Costa Rica, we examined the potential of combining moderate-resolution hyperspectral imagery (2005 HyMap mosaic) with multitemporal, multispectral data (Landsat) to accurately classify (1) general forest types and (2) tree plantations by species composition. Following a linear discriminant analysis to reduce data dimensionality, we compared four Random Forest classification models: hyperspectral data (HD) alone; HD plus interannual spectral metrics; HD plus a multitemporal forest regrowth classification; and all three models combined. The fourth, combined model achieved overall accuracy of 88.5%. Adding multitemporal data significantly improved classification accuracy (p less than 0.0001) of all forest types, although the effect on tree plantation accuracy was modest. The hyperspectral data alone classified six species of tree plantations with 75% to 93% producer's accuracy; adding multitemporal spectral data increased accuracy only for two species with dense canopies. Non-native tree species had higher classification accuracy overall and made up the majority of tree plantations in this landscape. Our results indicate that combining occasionally acquired hyperspectral data with widely available multitemporal satellite imagery enhances mapping and monitoring of reforestation in tropical landscapes.

65 citations

Journal ArticleDOI
TL;DR: The International Atmospheric Circulation Reconstructions over the Earth (ACRE) initiative as mentioned in this paper is an example of such an integrated approach, which was originally developed as a response from climate science to the needs of the agricultural sector in Queensland, Australia for a longer, more spatially and temporally complete database of the weather.
Abstract: Climate change has become a key environmental narrative of the 21st century. However, emphasis on the science of climate change has overshadowed studies focusing on human interpretations of climate history, of adaptation and resilience, and of explorations of the institutions and cultural coping strategies that may have helped people adapt to climate changes in the past. Moreover, although the idea of climate change has been subject to considerable scrutiny by the physical sciences, recent climate scholarship has highlighted the need for a re-examination of the cultural and spatial dimensions of climate, with contributions from the humanities and social sciences. Establishing a multidisciplinary dialogue and approach to climate research past, present, and future has arguably never been more important. This article outlines developments in historical climatology research and considers examples of integrated multidisciplinary approaches to climate, climatic variability, and climate change research, conducted across the physical sciences, social sciences, humanities, and the arts. We highlight the international Atmospheric Circulation Reconstructions over the Earth (ACRE) initiative as one example of such an integrated approach. Initially, ACRE began as a response from climate science to the needs of the agricultural sector in Queensland, Australia for a longer, more spatially, and temporally-complete database of the weather. ACRE has now evolved to embrace an international group of researchers working together across disciplines to integrate their efforts into a four-dimensional (4D) dynamical global historical climate-quality reanalysis (reconstruction).

47 citations

Journal ArticleDOI
15 Jan 2019
TL;DR: Overall, it was found that a flight speed of 2.7 m/s, careful mission planning, and the integration of the bundling adjustment were important system characteristics for optimizing the image quality at an ultra-high spatial resolution (3–5 cm).
Abstract: Hyperspectral remote sensing provides a wealth of data essential for vegetation studies encompassing a wide range of applications (e.g., species diversity, ecosystem monitoring, etc.). The development and implementation of UAV-based hyperspectral systems have gained popularity over the last few years with novel efforts to demonstrate their operability. Here we describe the design, implementation, testing, and early results of the UAV-μCASI system, which showcases a relatively new hyperspectral sensor suitable for ecological studies. The μCASI (288 spectral bands) was integrated with a custom IMU-GNSS data recorder built in-house and mounted on a commercially available hexacopter platform with a gimbal to maximize system stability and minimize image distortion. We deployed the UAV-μCASI at three sites with different ecological characteristics across Canada: The Mer Bleue peatland, an abandoned agricultural field on Ile Grosbois, and the Cowichan Garry Oak Preserve meadow. We examined the attitude data from the flight controller to better understand airframe motion and the effectiveness of the integrated Differential Real Time Kinematic (RTK) GNSS. We describe important aspects of mission planning and show the effectiveness of a bundling adjustment to reduce boresight errors as well as the integration of a digital surface model for image geocorrection to account for parallax effects at the Mer Bleue test site. Finally, we assessed the quality of the radiometrically and atmospherically corrected imagery from the UAV-μCASI and found a close agreement (<2%) between the image derived reflectance and in-situ measurements. Overall, we found that a flight speed of 2.7 m/s, careful mission planning, and the integration of the bundling adjustment were important system characteristics for optimizing the image quality at an ultra-high spatial resolution (3–5 cm). Furthermore, environmental considerations such as wind speed (<5 m/s) and solar illumination also play a critical role in determining image quality. With the growing popularity of “turnkey” UAV-hyperspectral systems on the market, we demonstrate the basic requirements and technical challenges for these systems to be fully operational.

46 citations

Journal ArticleDOI
24 Apr 2020
TL;DR: It is found that high positional accuracy is not necessarily related to the platform cost or grade, rather the most important aspect is the use of post-processing kinetic (PPK) or real-time kinetic (RTK) solutions for geotagging the photographs.
Abstract: The rapid increase of low-cost consumer-grade to enterprise-level unmanned aerial systems (UASs) has resulted in the exponential use of these systems in many applications. Structure from motion with multiview stereo (SfM-MVS) photogrammetry is now the baseline for the development of orthoimages and 3D surfaces (e.g., digital elevation models). The horizontal and vertical positional accuracies (x, y and z) of these products in general, rely heavily on the use of ground control points (GCPs). However, for many applications, the use of GCPs is not possible. Here we tested 14 UASs to assess the positional and within-model accuracy of SfM-MVS reconstructions of low-relief landscapes without GCPs ranging from consumer to enterprise-grade vertical takeoff and landing (VTOL) platforms. We found that high positional accuracy is not necessarily related to the platform cost or grade, rather the most important aspect is the use of post-processing kinetic (PPK) or real-time kinetic (RTK) solutions for geotagging the photographs. SfM-MVS products generated from UAS with onboard geotagging, regardless of grade, results in greater positional accuracies and lower within-model errors. We conclude that where repeatability and adherence to a high level of accuracy are needed, only RTK and PPK systems should be used without GCPs.

39 citations

Journal ArticleDOI
TL;DR: In this article, the Peruvian Amazon Rural Livelihoods and Poverty (PARLAP) Project was proposed to identify the factors that contribute to rural poverty among indigenous and folk peoples through the first large scale survey conducted in this data poor region.

31 citations


Cited by
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Journal ArticleDOI
01 Mar 1980-Nature

1,327 citations

23 Mar 2010
TL;DR: In this article, the authors analyse les relations conceptuelles (imprecises) de la vulnerabilite, de la resilience and de la capacite d'adaptation aux changements climatiques selon le systeme socioecologique (socio-ecologigal systems -SES) afin de comprendre and anticiper le comportement des composantes sociales et ecologiques du systeme.
Abstract: Cet article analyse les relations conceptuelles (imprecises) de la vulnerabilite, de la resilience et de la capacite d’adaptation aux changements climatiques selon le systeme socio-ecologique (socio-ecologigal systems – SES) afin de comprendre et anticiper le comportement des composantes sociales et ecologiques du systeme. Une serie de questions est proposee par l’auteur sur la specification de ces termes afin de developper une structure conceptuelle qui inclut les dimensions naturelles et so...

1,133 citations

Book
01 Jan 2009
TL;DR: In this article, a comprehensive review of the function of plantation forests as habitat compared with other land cover, examine the effects on biodiversity at the landscape scale, and synthesise context-specific effects of plantation forestry on biodiversity.
Abstract: Losses of natural and semi-natural forests, mostly to agriculture, are a significant concern for biodiversity. Against this trend, the area of intensively managed plantation forests increases, and there is much debate about the implications for biodiversity. We provide a comprehensive review of the function of plantation forests as habitat compared with other land cover, examine the effects on biodiversity at the landscape scale, and synthesise context-specific effects of plantation forestry on biodiversity. Natural forests are usually more suitable as habitat for a wider range of native forest species than plantation forests but there is abundant evidence that plantation forests can provide valuable habitat, even for some threatened and endangered species, and may contribute to the conservation of biodiversity by various mechanisms. In landscapes where forest is the natural land cover, plantation forests may represent a low-contrast matrix, and afforestation of agricultural land can assist conservation by providing complementary forest habitat, buffering edge effects, and increasing connectivity. In contrast, conversion of natural forests and afforestation of natural non-forest land is detrimental. However, regional deforestation pressure for agricultural development may render plantation forestry a ‘lesser evil’ if forest managers protect indigenous vegetation remnants. We provide numerous context-specific examples and case studies to assist impact assessments of plantation forestry, and we offer a range of management recommendations. This paper also serves as an introduction and background paper to this special issue on the effects of plantation forests on biodiversity.

783 citations

Journal ArticleDOI
01 Aug 2000-Ecology
TL;DR: In this paper, the authors introduce readers to the tropical forest and describe the intricate web of interdependence among the great diversity of tropical plants and animals, and show what Barro Colorado can tell us about other tropical forests.
Abstract: In Tropical Forest Ecology, Egbert G. Leigh, Jr., one of the world's foremost tropical ecologists, introduces readers to the tropical forest and describes the intricate web of interdependence among the great diversity of tropical plants and animals. Focusing on the tropical forest of Barro Colorado Island, Panama, Leigh shows what Barro Colorado can tell us about other tropical forests--and what tropical forests can tell us about Barro Colorado. This book considers three essential questions for understanding the ecological organization of tropical forests. How do they stay green with their abundance of herbivores? Why do they have such a diversity of plants and animals? And what role does mutualism play in the ecology of tropical forests? Beautifully nwritten and abundantly illustrated, Tropical Forest Ecology will certainly appeal to a wide variety of scientists in the fields of evolution, tropical biology, botany, zoology, and natural history. n

463 citations

Journal ArticleDOI
Robin L. Chazdon1, Robin L. Chazdon2, Eben N. Broadbent3, Danaë M. A. Rozendaal4, Danaë M. A. Rozendaal1, Danaë M. A. Rozendaal5, Frans Bongers5, Angelica M. Almeyda Zambrano3, T. Mitchell Aide6, Patricia Balvanera7, Justin M. Becknell8, Vanessa K. Boukili1, Pedro H. S. Brancalion9, Dylan Craven10, Dylan Craven11, Jarcilene S. Almeida-Cortez12, George A. L. Cabral12, Ben de Jong, Julie S. Denslow13, Daisy H. Dent14, Daisy H. Dent10, Saara J. DeWalt15, Juan Manuel Dupuy, Sandra M. Durán16, Mário M. Espírito-Santo, María C. Fandiño, Ricardo Gomes César9, Jefferson S. Hall10, José Luis Hernández-Stefanoni, Catarina C. Jakovac5, Catarina C. Jakovac17, André Braga Junqueira5, André Braga Junqueira17, Deborah K. Kennard18, Susan G. Letcher19, Madelon Lohbeck5, Madelon Lohbeck20, Miguel Martínez-Ramos7, Paulo Eduardo dos Santos Massoca17, Jorge A. Meave7, Rita C. G. Mesquita17, Francisco Mora7, Rodrigo Muñoz7, Robert Muscarella21, Robert Muscarella22, Yule Roberta Ferreira Nunes, Susana Ochoa-Gaona, Edith Orihuela-Belmonte, Marielos Peña-Claros5, Eduardo A. Pérez-García7, Daniel Piotto, Jennifer S. Powers23, Jorge Rodríguez-Velázquez7, Isabel Eunice Romero-Pérez7, Jorge Ruiz24, Jorge Ruiz25, Juan Saldarriaga, Arturo Sanchez-Azofeifa16, Naomi B. Schwartz22, Marc K. Steininger26, Nathan G. Swenson26, María Uriarte22, Michiel van Breugel10, Michiel van Breugel27, Michiel van Breugel28, Hans van der Wal29, Hans van der Wal30, Maria das Dores Magalhães Veloso, Hans F. M. Vester, Ima Célia Guimarães Vieira31, Tony Vizcarra Bentos17, G. Bruce Williamson17, G. Bruce Williamson32, Lourens Poorter5 
TL;DR: This study estimates the age and spatial extent of lowland second-growth forests in the Latin American tropics and model their potential aboveground carbon accumulation over four decades to guide national-level forest-based carbon mitigation plans.
Abstract: Regrowth of tropical secondary forests following complete or nearly complete removal of forest vegetation actively stores carbon in aboveground biomass, partially counterbalancing carbon emissions from deforestation, forest degradation, burning of fossil fuels, and other anthropogenic sources. We estimate the age and spatial extent of lowland second-growth forests in the Latin American tropics and model their potential aboveground carbon accumulation over four decades. Our model shows that, in 2008, second-growth forests (1 to 60 years old) covered 2.4 million km2 of land (28.1% of the total study area). Over 40 years, these lands can potentially accumulate a total aboveground carbon stock of 8.48 Pg C (petagrams of carbon) in aboveground biomass via low-cost natural regeneration or assisted regeneration, corresponding to a total CO2 sequestration of 31.09 Pg CO2. This total is equivalent to carbon emissions from fossil fuel use and industrial processes in all of Latin America and the Caribbean from 1993 to 2014. Ten countries account for 95% of this carbon storage potential, led by Brazil, Colombia, Mexico, and Venezuela. We model future land-use scenarios to guide national carbon mitigation policies. Permitting natural regeneration on 40% of lowland pastures potentially stores an additional 2.0 Pg C over 40 years. Our study provides information and maps to guide national-level forest-based carbon mitigation plans on the basis of estimated rates of natural regeneration and pasture abandonment. Coupled with avoided deforestation and sustainable forest management, natural regeneration of second-growth forests provides a low-cost mechanism that yields a high carbon sequestration potential with multiple benefits for biodiversity and ecosystem services.

419 citations