Modeling individual tree growth by fusing diameter tape and increment core data
- 16 December 2014
- journal article
- research article
- Published by Wiley in Environmetrics
- Vol. 25 (8) , 610-620
Abstract
Tree growth estimation is a challenging task as difficulties associated with data collection and inference often result in inaccurate estimates. Two main methods for tree growth estimation are diameter tape measurements and increment cores. The former involves repeatedly measuring tree diameters with a cloth or metal tape whose scale has been adjusted to give diameter readings directly. This approach has the advantage that diameters can be measured rapidly. However, because of the substantial error involved during tape measurements, negative diameter increments are often observed. Alternatively, annual radius increment data can be obtained by taking tree cores and averaging repeated measurements of the ring widths. Acquiring and analyzing tree cores is a time‐consuming process, and taking multiple cores may have adverse effects on tree health. Therefore, radius increment data are typically only available for a subset of trees within a stand. We offer a fusion of the data sources, which enables us to accommodate missingness and to borrow strength across individuals. It enables individual tree‐level inference as well as average or stand level inference. Our model recognizes that tree growth in a given year depends upon tree size at the start of the year as well as levels of appropriate covariates operating in that year. We apply our modeling to a fairly large dataset taken from two forest stands at Coweeta Hydrologic Laboratory in the southern Appalachians collected from 1991 to 2011. Copyright © 2014 John Wiley & Sons, Ltd.Keywords
Funding Information
- Division of Environmental Biology (0842465)
This publication has 24 references indexed in Scilit:
- A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forestsForest Ecology and Management, 2010
- Strictly Proper Scoring Rules, Prediction, and EstimationJournal of the American Statistical Association, 2007
- Temperate forest trees and stands under severe drought: a review of ecophysiological responses, adaptation processes and long-term consequencesAnnals of Forest Science, 2006
- Fertilization effects on forest carbon storage and exchange, and net primary production: A new hybrid process model for stand managementForest Ecology and Management, 2006
- A long-term study of tree seedling recruitment in southern Appalachian forests: the effects of canopy gaps and shrub understoriesCanadian Journal of Forest Research, 2000
- COMPARING TREE-RING CHRONOLOGIES AND REPEATED TIMBER INVENTORIES AS FOREST MONITORING TOOLSEcological Applications, 1999
- Estimating the ages of successional stands of tropical trees from growth incrementsJournal of Tropical Ecology, 1997
- Identifying fast-growing native trees from the neotropics using data from a large, permanent census plotForest Ecology and Management, 1993
- A Monte Carlo Approach to Nonnormal and Nonlinear State-Space ModelingJournal of the American Statistical Association, 1992
- Subalpine Tree Growth, Climate, and Increasing CO_2: An Assessment of Recent Growth TrendsEcology, 1991