Enhanced Forest Inventories for Habitat Mapping: A Case Study in the Sierra Nevada Mountains of California

TL;DR

This study develops an Enhanced Forest Inventory combining remote sensing and ground data to create high-resolution habitat maps for wildlife conservation in California's Sierra Nevada.

Contribution

It introduces a novel EFI methodology that integrates multi-modal remote sensing with ground plots for detailed habitat mapping.

Findings

Mapped habitat suitability for California Spotted Owl and Pacific Fisher.

Identified over 25,000 acres of critical nesting and foraging habitat.

Demonstrated EFI's utility for ecosystem health monitoring and conservation planning.

Abstract

Traditional forest inventory systems, originally designed to quantify merchantable timber volume, often lack the spatial resolution and structural detail required for modern multi-resource ecosystem management. In this manuscript, we present an Enhanced Forest Inventory (EFI) and demonstrate its utility for high-resolution wildlife habitat mapping. The project area covers 270,000 acres of the Eldorado National Forest in California's Sierra Nevada. By integrating 118 ground-truth Forest Inventory and Analysis (FIA) plots with multi-modal remote sensing data (LiDAR, aerial photography, and Sentinel-2 satellite imagery), we developed predictive models for key forest attributes. Our methodology employed a two-tier segmentation approach, partitioning the landscape into approximately 575,000 reporting units with an average size of 0.5 acre to capture forest heterogeneity. We utilized an Elastic-Net Regression framework and automated feature selection to relate remote sensing metrics to ground-measured variables such as basal area, stems per acre, and canopy cover. These physical metrics were translated into functional habitat attributes to evaluate suitability for two focal species: the California Spotted Owl (Strix occidentalis occidentalis) and the Pacific Fisher (Pekania pennanti). Our analysis identified 25,630 acres of nesting and 26,622 acres of foraging habitat for the owl, and 25,636 acres of likely habitat for the fisher based on structural requirements like large-diameter trees and high canopy closure. The results demonstrate that EFIs provide a critical bridge between forestry and conservation ecology, offering forest managers a spatially explicit tool to monitor ecosystem health and manage vulnerable species in complex environments.