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University of Montana

Assessing Efficacy of Restoration Treatments in Juniper Savannas using Spatial Wavelets and Dot Grids on Aerial Photography

Abstract

dc:description.abstract

Across much of their diverse natural range in the Western US, species of the genus juniperus are expanding onto open grass and shrublands and infilling open woodland areas. In Southern Arizona’s Clifton Ranger District, landscape-scale restoration treatments have been used to stall this expansion and reduce canopy-cover. This study utilizes and compares two techniques – dot- grid sampling and spatial wavelet analysis (SWA) – to estimate the efficacy of these treatments by measuring canopy-cover change pre-and post-treatment. Further, using the SWA dataset, the study explores the potential of SWA for landscape-scale ecological attribute estimation. This study found that restoration treatments significantly reduced canopy-cover with 18% and 42% mean reductions (p < 0.001), depending on treatment. The ability of SWA to estimate canopy- cover, and crown diameter was good in open canopy-cover (EF values up to 0.587 for canopy- cover estimation and 0.558 for crown diameter estimation), but diminished as canopy-cover increased, and systematically under-estimated as canopy-cover and crown diameter increased. Further, SWA showed that the potential for legacy tree and juniper expansion mapping was promising (68 to 79% of legacy trees correctly identified). Huge quantities of data and high technical complexity make SWA unsuitable for widespread adoption without addition of user- friendly interface, but the quantity and quality of data suggests a vast utility in future forest and rangeland research and management.

Degree

thesis:*
Name thesis:degree_name
Master of Science (MS)
Grantor dc:publisher
University of Montana
Year
2011

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Apland, Erik James

Subjects

dc:subject × 3

Identifiers

dc:identifier.*
Repository record dc:identifier
https://scholarworks.umt.edu/etd/60
OAI identifier oai:identifier
oai:scholarworks.umt.edu:etd-1079

Chain of custody

source
Harvested from
University of Montana
Base URL
scholarworks.umt.edu/do/oai/
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
citation

Apland, Erik James. Assessing Efficacy of Restoration Treatments in Juniper Savannas using Spatial Wavelets and Dot Grids on Aerial Photography. University of Montana, 2011. https://scholarworks.umt.edu/etd/60