Mapping site index and volume increment from forest inventory, Landsat, and ecological variables in Tahoe National Forest, California, USA

Author:

Huang Shengli1,Ramirez Carlos1,Conway Scott2,Kennedy Kama1,Kohler Tanya1,Liu Jinxun3

Affiliation:

1. USDA Forest Service, Region 5, Remote Sensing Lab, 3237 Peacekeeper Way, Suite 201, McClellan, CA 95652, USA.

2. USDA Forest Service, Tahoe National Forest, 10811 Stockrest Springs Rd., Truckee, CA 96161, USA.

3. USGS Western Geographic Science Center, 345 Middlefield Rd., Menlo Park, CA 94025, USA.

Abstract

High-resolution site index (SI) and mean annual increment (MAI) maps are desired for local forest management. We integrated field inventory, Landsat, and ecological variables to produce 30 m SI and MAI maps for the Tahoe National Forest (TNF) where different tree species coexist. We converted species-specific SI using adjustment factors. Then, the SI map was produced by (i) intensifying plots to expand the training sets to more climatic, topographic, soil, and forest reflective classes, (ii) using results from a stepwise regression to enable a weighted imputation that minimized the effects of outlier plots within classes, and (iii) local interpolation and strata median filling to assign values to pixels without direct imputations. The SI (reference age is 50 years) map had an R2 of 0.7637, a root-mean-square error (RMSE) of 3.60, and a mean absolute error (MAE) of 3.07 m. The MAI map was similarly produced with an R2 of 0.6882, an RMSE of 1.73, and a MAE of 1.20 m3·ha−1·year−1. Spatial patterns and trends of SI and MAI were analyzed to be related to elevation, aspect, slope, soil productivity, and forest type. The 30 m SI and MAI maps can be used to support decisions on fire, plantation, biodiversity, and carbon.

Publisher

Canadian Science Publishing

Subject

Ecology,Forestry,Global and Planetary Change

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