A National, Detailed Map of Forest Aboveground Carbon Stocks in Mexico

A spatially explicit map of aboveground carbon stored in Mexico’s forests was generated from empirical modeling on forest inventory and spaceborne optical and radar data. Between 2004 and 2007, the Mexican National Forestry Commission (CONAFOR) established a network of ~26,000 permanent inventory pl...

Full description

Bibliographic Details
Main Authors: Oliver Cartus, Josef Kellndorfer, Wayne Walker, Carol Franco, Jesse Bishop, Lucio Santos, José María Michel Fuentes
Format: Article
Language:English
Published: MDPI AG 2014-06-01
Series:Remote Sensing
Subjects:
Online Access:http://www.mdpi.com/2072-4292/6/6/5559
id doaj-7d74ae64a6914f7886ad121ceb9a6e2c
record_format Article
spelling doaj-7d74ae64a6914f7886ad121ceb9a6e2c2020-11-24T22:12:54ZengMDPI AGRemote Sensing2072-42922014-06-01665559558810.3390/rs6065559rs6065559A National, Detailed Map of Forest Aboveground Carbon Stocks in MexicoOliver Cartus0Josef Kellndorfer1Wayne Walker2Carol Franco3Jesse Bishop4Lucio Santos5José María Michel Fuentes6Woods Hole Research Center, 149 Woods Hole Road, Falmouth, MA 02556, USAWoods Hole Research Center, 149 Woods Hole Road, Falmouth, MA 02556, USAWoods Hole Research Center, 149 Woods Hole Road, Falmouth, MA 02556, USAWoods Hole Research Center, 149 Woods Hole Road, Falmouth, MA 02556, USAWoods Hole Research Center, 149 Woods Hole Road, Falmouth, MA 02556, USANational Forestry Commission (CONAFOR), Periférico Poniente 5360, San Juan de Ocotán, Zapopan, Jalisco 45019, MexicoNational Forestry Commission (CONAFOR), Periférico Poniente 5360, San Juan de Ocotán, Zapopan, Jalisco 45019, MexicoA spatially explicit map of aboveground carbon stored in Mexico’s forests was generated from empirical modeling on forest inventory and spaceborne optical and radar data. Between 2004 and 2007, the Mexican National Forestry Commission (CONAFOR) established a network of ~26,000 permanent inventory plots in the frame of their national inventory program, the Inventario Nacional Forestal y de Suelos (INFyS). INFyS data served as model response for spatially extending the field-based estimates of carbon stored in the aboveground live dry biomass to a wall-to-wall map, with 30 × 30 m2 pixel posting using canopy density estimates derived from Landsat, L-Band radar data from ALOS PALSAR, as well as elevation information derived from the Shuttle Radar Topography Mission (SRTM) data set. Validation against an independent set of INFyS plots resulted in a coefficient of determination (R2) of 0.5 with a root mean square error (RMSE) of 14 t∙C/ha in the case of flat terrain. The validation for different forest types showed a consistently low estimation bias (<3 t∙C/ha) and R2s in the range of 0.5 except for mangroves (R2 = 0.2). Lower accuracies were achieved for forests located on steep slopes (>15°) with an R2 of 0.34. A comparison of the average carbon stocks computed from: (a) the map; and (b) statistical estimates from INFyS, at the scale of ~650 km2 large hexagons (R2 of 0.78, RMSE of 5 t∙C/ha) and Mexican states (R2 of 0.98, RMSE of 1.4 t∙C/ha), showed strong agreement.http://www.mdpi.com/2072-4292/6/6/5559Mexicoaboveground biomasscarbonALOS PALSARLandsatNational Forest Inventory
collection DOAJ
language English
format Article
sources DOAJ
author Oliver Cartus
Josef Kellndorfer
Wayne Walker
Carol Franco
Jesse Bishop
Lucio Santos
José María Michel Fuentes
spellingShingle Oliver Cartus
Josef Kellndorfer
Wayne Walker
Carol Franco
Jesse Bishop
Lucio Santos
José María Michel Fuentes
A National, Detailed Map of Forest Aboveground Carbon Stocks in Mexico
Remote Sensing
Mexico
aboveground biomass
carbon
ALOS PALSAR
Landsat
National Forest Inventory
author_facet Oliver Cartus
Josef Kellndorfer
Wayne Walker
Carol Franco
Jesse Bishop
Lucio Santos
José María Michel Fuentes
author_sort Oliver Cartus
title A National, Detailed Map of Forest Aboveground Carbon Stocks in Mexico
title_short A National, Detailed Map of Forest Aboveground Carbon Stocks in Mexico
title_full A National, Detailed Map of Forest Aboveground Carbon Stocks in Mexico
title_fullStr A National, Detailed Map of Forest Aboveground Carbon Stocks in Mexico
title_full_unstemmed A National, Detailed Map of Forest Aboveground Carbon Stocks in Mexico
title_sort national, detailed map of forest aboveground carbon stocks in mexico
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2014-06-01
description A spatially explicit map of aboveground carbon stored in Mexico’s forests was generated from empirical modeling on forest inventory and spaceborne optical and radar data. Between 2004 and 2007, the Mexican National Forestry Commission (CONAFOR) established a network of ~26,000 permanent inventory plots in the frame of their national inventory program, the Inventario Nacional Forestal y de Suelos (INFyS). INFyS data served as model response for spatially extending the field-based estimates of carbon stored in the aboveground live dry biomass to a wall-to-wall map, with 30 × 30 m2 pixel posting using canopy density estimates derived from Landsat, L-Band radar data from ALOS PALSAR, as well as elevation information derived from the Shuttle Radar Topography Mission (SRTM) data set. Validation against an independent set of INFyS plots resulted in a coefficient of determination (R2) of 0.5 with a root mean square error (RMSE) of 14 t∙C/ha in the case of flat terrain. The validation for different forest types showed a consistently low estimation bias (<3 t∙C/ha) and R2s in the range of 0.5 except for mangroves (R2 = 0.2). Lower accuracies were achieved for forests located on steep slopes (>15°) with an R2 of 0.34. A comparison of the average carbon stocks computed from: (a) the map; and (b) statistical estimates from INFyS, at the scale of ~650 km2 large hexagons (R2 of 0.78, RMSE of 5 t∙C/ha) and Mexican states (R2 of 0.98, RMSE of 1.4 t∙C/ha), showed strong agreement.
topic Mexico
aboveground biomass
carbon
ALOS PALSAR
Landsat
National Forest Inventory
url http://www.mdpi.com/2072-4292/6/6/5559
work_keys_str_mv AT olivercartus anationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT josefkellndorfer anationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT waynewalker anationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT carolfranco anationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT jessebishop anationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT luciosantos anationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT josemariamichelfuentes anationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT olivercartus nationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT josefkellndorfer nationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT waynewalker nationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT carolfranco nationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT jessebishop nationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT luciosantos nationaldetailedmapofforestabovegroundcarbonstocksinmexico
AT josemariamichelfuentes nationaldetailedmapofforestabovegroundcarbonstocksinmexico
_version_ 1725801916207726592