scholarly journals Challenges in Estimating Tropical Forest Canopy Height from Planet Dove Imagery

2020 ◽  
Vol 12 (7) ◽  
pp. 1160 ◽  
Author(s):  
Ovidiu Csillik ◽  
Pramukta Kumar ◽  
Gregory P. Asner

Monitoring tropical forests using spaceborne and airborne remote sensing capabilities is important for informing environmental policies and conservation actions. Developing large-scale machine learning estimation models of forest structure is instrumental in bridging the gap between retrospective analysis and near-real-time monitoring. However, most approaches use moderate spatial resolution satellite data with limited capabilities of frequent updating. Here, we take advantage of the high spatial and temporal resolutions of Planet Dove images and aim to automatically estimate top-of-canopy height (TCH) for the biologically diverse country of Peru from satellite imagery at 1 ha spatial resolution by building a model that associates Planet Dove textural features with airborne light detection and ranging (LiDAR) measurements of TCH. We use and modify features derived from Fourier textural ordination (FOTO) of Planet Dove images using spectral projection and train a gradient boosted regression for TCH estimation. We discuss the technical and scientific challenges involved in the generation of reliable mechanisms for estimating TCH from Planet Dove satellite image spectral and textural features. Our developed software toolchain is a robust and generalizable regression model that provides a root mean square error (RMSE) of 4.36 m for Peru. This represents a helpful advancement towards better monitoring of tropical forests and improves efforts in reducing emissions from deforestation and forest degradation (REDD+), an important climate change mitigation approach.

2013 ◽  
Vol 368 (1625) ◽  
pp. 20120306 ◽  
Author(s):  
Salvi Asefi-Najafabady ◽  
Sassan Saatchi

During the last decade, strong negative rainfall anomalies resulting from increased sea surface temperature in the tropical Atlantic have caused extensive droughts in rainforests of western Amazonia, exerting persistent effects on the forest canopy. In contrast, there have been no significant impacts on rainforests of West and Central Africa during the same period, despite large-scale droughts and rainfall anomalies during the same period. Using a combination of rainfall observations from meteorological stations from the Climate Research Unit (CRU; 1950–2009) and satellite observations of the Tropical Rainfall Measuring Mission (TRMM; 1998–2010), we show that West and Central Africa experienced strong negative water deficit (WD) anomalies over the last decade, particularly in 2005, 2006 and 2007. These anomalies were a continuation of an increasing drying trend in the region that started in the 1970s. We monitored the response of forests to extreme rainfall anomalies of the past decade by analysing the microwave scatterometer data from QuickSCAT (1999–2009) sensitive to variations in canopy water content and structure. Unlike in Amazonia, we found no significant impacts of extreme WD events on forests of Central Africa, suggesting potential adaptability of these forests to short-term severe droughts. Only forests near the savanna boundary in West Africa and in fragmented landscapes of the northern Congo Basin responded to extreme droughts with widespread canopy disturbance that lasted only during the period of WD. Time-series analyses of CRU and TRMM data show most regions in Central and West Africa experience seasonal or decadal extreme WDs (less than −600 mm). We hypothesize that the long-term historical extreme WDs with gradual drying trends in the 1970s have increased the adaptability of humid tropical forests in Africa to droughts.


2021 ◽  
Vol 880 (1) ◽  
pp. 012031
Author(s):  
E Adrah ◽  
W S Wan Mohd Jaafar ◽  
S Bajaj ◽  
H Omar ◽  
R V Leite ◽  
...  

Abstract Tropical forests play a significant role in regulating the average global atmospheric temperature encompassing 25 % of the carbon present in the terrestrial biosphere. However, the rapid change in climate, arising from unsustainable human practices, can significantly affect their carbon uptake capability in the future. For understanding these deviations, it is important to identify and quantify the large-scale canopy height variations arising from previous anthropogenic disturbances. With the advent of NASA GEDI spaceborne LiDAR (light detection and ranging), it is now possible to acquire three-dimensional vertical structural data of forests globally. In this study, we evaluate the applicability of GEDI for analyzing relative canopy height variations of secondary tropical forests of different age groups located across multiple geographical regions of peninsular Malaysia. The results for RH98 GEDI metric trends for the lowland and hill forests category across 4 different disturbance groups show a positive correlation between mean relative height and secondary forest ages. The consistency of these findings with previous studies in the region indicate the usefulness of GEDI to provide valuable insights into the patterns and drivers of forest height variation. Thus, this study contributes toward the operationalization of spaceborne LiDAR technology for monitoring forest disturbances and measuring biomass recovery rates and should help support large-scale sustainable forest management initiatives with respect to the tropical forests of Malaysia.


2005 ◽  
Vol 9 (22) ◽  
pp. 1-18 ◽  
Author(s):  
Cuizhen Wang ◽  
Jiaguo Qi ◽  
Mark Cochrane

Abstract Tropical forests are being subjected to a wide array of disturbances in addition to outright deforestation. Selective logging is one of the most common disturbances ongoing in the Amazon, which results in significant changes in forest structure and canopy integrity. Assessing forest canopy fractional cover (fc) is one way of measuring forest degradation caused by selective logging. In this study we applied a linear mixture model to a vegetation index domain to map canopy fractional cover in tropical forests in the Amazonian state of Mato Grosso, Brazil. The modified soil adjusted vegetation index (MSAVI) was selected as the optimal vegetation index in the model because it is most linearly related to green canopy abundance up to leaf area index = 4.0. In the canopy fc map derived from the Landsat Enhanced Thematic Mapper Plus (ETM+) image, the fc distribution ranged from 0 to 0.4 in clear-cut areas, higher than 0.8 in undisturbed forests, and a wider range of 0.3–1.0 in degraded forests. The fc map was validated with the 1-m panchromatic sharpened IKONOS image. In the logged forests the ETM+ estimated fc values were clustered along the 1:1 line in the scatterplot with the IKONOS estimated fc and had a squared correlation coefficient (R2) of 0.8.


2021 ◽  
Vol 13 (9) ◽  
pp. 1722
Author(s):  
Nian-Wei Ku ◽  
Sorin Popescu ◽  
Marian Eriksson

A large-scale global canopy height map (GCHM) is essential for global forest aboveground biomass estimation. Four GCHMs have recently been built using data from the Geoscience Laser Altimeter System (GLAS) sensor aboard the Ice, Cloud, and land Elevation Satellite (ICESat), along with auxiliary spatial and climate information. The main objectives of this research were to find out how well a selected GCHM agrees with airborne lidar data from locations in the southern United States and to recalibrate that GCHM to more closely match the forest canopy heights found in the region. The airborne lidar resource was built from data collected between 2010 and 2012, available from in-house and publicly available sources, for sites that included a variety of vegetation types across the southern United States. EPA ecoregions were used to provide ecosystem information for the southern United States. The airborne lidar data were pre-processed to provide lidar-derived metrics, and assigned to four height categories—namely, returns from above 0 m, 1 m, 3 m, and 5 m. The assessment phase results indicated that the 90th and 95th percentiles of the airborne lidar height values were well-suited for use in the recalibration phase of the study. Simple linear regression was used to generate a new, recalibrated GCHM. It was concluded that the characterization of the agreement of a selected GCHM with local data, followed by the recalibration of the existing GCHM to the local region, is both viable and essential for future GCHMs in studies conducted at large scales.


Author(s):  
Cornelius Senf ◽  
Julius Sebald ◽  
Rupert Seidl

AbstractPulses of tree mortality have been reported for many ecosystems across the globe recently. Yet, large-scale trends in tree mortality remain poorly quantified. Manually analyzing more than 680,000 satellite image chips at 19,896 plot locations, we here show that forest canopy mortality in Europe has continuously increased since 1985 (+1.5 ± 0.28 % yr-1), with the highest canopy mortality rate of the past 34 years observed in 2018 (1.14 ± 0.16 %). Using simulations, we demonstrate that a continued increase in canopy mortality will strongly alter forest demography, with the median forest age falling below 30 years in more than 50% of Europe’s countries by 2050. These demographic changes can have substantial cascading effects on forest regeneration, biodiversity, and carbon storage. The current trend of increasing canopy mortality is thus challenging the future of Europe’s forests, and should be a key priority of forest policy and management.


Biologia ◽  
2009 ◽  
Vol 64 (3) ◽  
Author(s):  
Manoel Cardoso ◽  
Carlos Nobre ◽  
Gilvan Sampaio ◽  
Marina Hirota ◽  
Dalton Valeriano ◽  
...  

AbstractBiome models of the global climate-vegetation relationships indicate that most of the Brazilian Amazon has potential for being covered by tropical forests. From current land-use processes observed in the region, however, substantial deforestation and fire activity have been verified in large portions of the region, particularly along the Arc of Deforestation. In a first attempt to evaluate the long-term potential for tropical-forest degradation due to deforestation and fires in the Brazilian Amazon, we analysed large-scale data on fire activity and climate factors that drive the distribution of tropical forests in the region. The initial analyses and results from this study lead to important details on the relations between these quantities and have important implications for building future parameterizations of the vulnerability of tropical forests in the region.


2019 ◽  
Vol 11 (18) ◽  
pp. 2105 ◽  
Author(s):  
Berninger ◽  
Lohberger ◽  
Zhang ◽  
Siegert

Globally available high-resolution information about canopy height and AGB is important for carbon accounting. The present study showed that Pol-InSAR data from TS-X and RS-2 could be used together with field inventories and high-resolution data such as drone or LiDAR data to support the carbon accounting in the context of REDD+ (Reducing Emissions from Deforestation and Forest Degradation) projects.


2019 ◽  
Vol 21 (2) ◽  
pp. 205-217
Author(s):  
Nádson Ricardo Leite de Souza ◽  
Vanessa Vasconcelos da Silva ◽  
Edson Henrique Almeida de Andrade ◽  
Valéria Raquel Porto de Lima

A Mata do Buraquinho consiste no maior remanescente de Mata Atlântica em área urbana do país, é cortada pelo Rio Jaguaribe, um dos afluentes do Rio Paraíba e maior rio urbano de João Pessoa/PB que, represado, forma o Açude do Buraquinho, de onde provém parte da água potável da capital paraibana. O local é declarado uma Área de Preservação Permanente desde 1989, devido à importância ambiental e, desde o ano de 2000, abriga o Jardim Botânico Benjamin Maranhão, que ocupa mais de 65% da área total, criado com a missão de fortalecer as ações de preservação e promover a intensificação dos estudos no representativo ambiente, todavia, a existência de trilhas em seu interior possibilita maior vulnerabilidade à degeneração ecossistêmica, somada aos efeitos de borda no contato com a densa urbanização do entorno. Com o objetivo de analisar os impactos ambientais negativos ocasionados por tais bordas, foram realizadas observações in loco, por meio de inventariações de parcelas concretizadas ao longo das trilhas mais frequentadas, onde se apurou diversos indicativos de degradação florestal. A partir disso, confirmou-se a autenticidade das teorias empregadas sobre os impactos ambientais negativos e a degeneração das espécies habituais, resultantes das ações de caráter antrópico, concluindo-se que a propagação dos efeitos de borda originada pela abertura de trilhas que favorecem o avanço da degradação e fazem-se necessárias ações de conservação mais rigorosas do que as em vigor, mesmo se tratando de uma área legalmente protegida.Palavras-chave: Efeitos de borda; Degeneração ecossistêmica; Mata do Buraquinho. ABSTRACTMata do Buraquinho is the largest remnant of Mata Atlântica in an urban area of the country. It is cut by the Jaguaribe River, - one of the tributaries of the Paraíba River and the largest urban river of João Pessoa/PB – which was dammed up forming the Açude do Buraquinho, from where comes part of the potable water of the capital of Paraíba. The place has been declared a Permanent Preservation Area since 1989. Due to its environmental importance and, since the year of 2000, it has sheltered the Benjamin Maranhão Botanical Garden, which occupies more than 65% of the total area. This garden was created with the mission of strengthening actions of preservation and to promote the intensification of studies in the representative environment. However, the existence of trails inside of it, allows greater vulnerability to the ecosystem degeneration, and combined with effects of border in the contact with the dense urbanization of the surrounding area. In order to analyze the negative environmental impacts caused by such edges, some observations were made in loco, through inventories of concretized plots along the most frequented trails, where several indications of forest degradation were obtained. From this, the authenticity of the theories used on the negative environmental impacts and the degeneration of the habitual species was confirmed. And resulting from actions of anthropic character, it was concluded that the propagation of the edge effects originated by the opening of tracks, favors the advance of the degradation and becomes necessary conservation actions more stringent than those in force, even in the case of a legally protected area. Keywords: Edge effects; Ecosystem Degeneration; Mata do Buraquinho. RESUMENLa “Mata do Buraquinho” es el testimonio más grande del bosque Atlántico en el área urbana de Brasil, es cortado por el Río Jaguaribe, uno de los tributarios del Río Paraíba, además, es el río urbano más grande de João Pessoa/PB, que forma la presa del “Buraquinho”, de donde proviene el suministro de agua potable para la capital del Estado de Paraíba. Esta zona es declarada un Área de Preservación Permanente desde 1989, debido a su importancia ambiental, y desde el año 2000, acoge el Jardín Botánico Benjamin Maranhão, que ocupa más de 65% del área total, creado con la misión de fortalecer las acciones de preservación y promover la intensificación de los estudios en el representativo de ambiente, sin embargo, la existencia de rutas en el interior aumenta la vulnerabilidad a la degeneración ecosistémica, añadidos a los efectos de borde que tienen contacto directo con la densa urbanización de los alrededores. Con el propósito de analizar los impactos ambientales negativos ocasionados por estos bordes, han sido realizadas observaciones "In loco", a través de inventariaciones de parcelas implementadas a lo largo de las rutas más frecuentadas, donde se ha detectado indicios de degradación forestal. Con eso, se ha confirmado la autenticidad de las teorías utilizadas sobre los impactos ambientales negativos y la degeneración de especies habituales, resultantes de acciones antrópicas, se concluye que la propagación de los efectos de borde originada por la apertura de rutas ha favorecido el avance de la degradación, con eso, son necesarias acciones de conservación todavía más estrictas de que las que existen, aún que ya sea un área protegida por la ley.Palabras-clave: Efectos de borde; Degeneración ecosistémica; Mata do Buraquinho.


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