Patch dynamics and the development of structural and spatial heterogeneity in Pacific Northwest forests

Over time, chronic small-scale disturbances within forests should create distinct stand structures and spatial pat- terns. We tested this hypothesis by measuring the structure and spatial arrangement of gaps and canopy patches. We used airborne LiDAR data from 100 sites (cumulative 11.2 km 2 ) in the Pacific Northwest, USA, across a 643 year chronose- quence to measure canopy structure, patch and gap diversity, and scales of variance. We used airborne LiDAR's ability to identify strata in canopy surface height to distinguish patch spatial structures as homogeneous canopy structure, matrix- patch structures, or patch mosaics. We identified six distinct stand structure classes that were associated with the canopy closure, competitive exclusion, maturation, and three patch mosaics stages of late seral forest development. Structural var- iance peaked in all classes at the tree-to-tree and tree-to-gap scales (10-15 m), but many sites maintained high variance at scales >30 m and up to 200 m, emphasizing the high patch-to-patch heterogeneity. The time required to develop complex patch and gap structures was highly variable and was likely linked to individual site circumstances. The high variance at larger scales appears to be an emergent property that is not a simple propagation of processes observed at smaller spatial scales.

[1]  F. Hall,et al.  Importance of structure and its measurement in quantifying function of forest ecosystems , 2010 .

[2]  G. Likens,et al.  Pattern and process in a forested ecosystem. , 1979 .

[3]  J. Franklin,et al.  Potential site productivity influences the rate of forest structural development. , 2008, Ecological applications : a publication of the Ecological Society of America.

[4]  Dazhong Wen Land Mosaics: The Ecology of Landscapes and Regions , 1997 .

[5]  Glenn D. Sutherland,et al.  Canopy Gaps and the Landscape Mosaic in a Coastal Temperate Rain Forest , 1996 .

[6]  Within-stand spatial structure and relation of boreal canopy and understorey vegetation , 2006 .

[7]  Herman H. Shugart,et al.  Computer Models of Forest Succession , 1984 .

[8]  R. Forman Land Mosaics: The Ecology of Landscapes and Regions , 1995 .

[9]  Arthur S. Lieberman,et al.  Landscape Ecology , 1994, Springer New York.

[10]  W. Keeton,et al.  Emulating Natural Disturbance Regimes: an Emerging Approach for Sustainable Forest Management , 2008 .

[11]  S. Acker,et al.  Development of old-growth structure and timber volume growth trends in maturing Douglas-fir stands , 1998 .

[12]  D. C. Shaw,et al.  Field guide to the forested plant associations of the Mt. Baker-Snoqualmie National Forest , 2010 .

[13]  John A. Wiens,et al.  Landscape mosaics and ecological theory , 1995 .

[14]  Daniel Kneeshaw,et al.  Response of a boreal forest to canopy opening: assessing vertical and lateral tree growth with multi-temporal lidar data. , 2011, Ecological applications : a publication of the Ecological Society of America.

[15]  George Alan Blackburn,et al.  Quantifying the spatial properties of forest canopy gaps using LiDAR imagery and GIS , 2004 .

[16]  Jerry F. Franklin,et al.  The Structure of Natural Young , Mature , and Old-Growth Douglas-Fir Forests in Oregon and Washington , 2010 .

[17]  P. Birnbaum Canopy surface topography in a French Guiana forest and the folded forest theory , 2001, Plant Ecology.

[18]  P. Gessler,et al.  Characterizing forest succession with lidar data: An evaluation for the Inland Northwest, USA , 2009 .

[19]  Alain Baccini,et al.  yaImpute: An R Package for kNN Imputation , 2007 .

[20]  Jessica D. Lundquist,et al.  Using Fiber-Optic Distributed Temperature Sensing to Measure Ground Surface Temperature in Thinned and Unthinned Forests , 2012 .

[21]  T. Spies,et al.  Characterizing canopy gap structure in forests using wavelet analysis , 1992 .

[22]  K. P. Reese,et al.  LANDSCAPE CHANGES WITHIN THE HISTORICAL DISTRIBUTION OF COLUMBIAN SHARP-TAILED GROUSE IN EASTERN WASHINGTON : IS THERE HOPE? , 1998 .

[23]  E. Zenner Does old-growth condition imply high live-tree structural complexity? , 2004 .

[24]  Matti Maltamo,et al.  Using airborne laser scanning data for detecting canopy gaps and their understory type in mature boreal forest , 2011, Annals of Forest Science.

[25]  Jerry F. Franklin,et al.  Spatial Aspects of Structural Complexity in Old-Growth Forests , 2004, Journal of Forestry.

[26]  D. Lindenmayer,et al.  Conserving Forest Biodiversity: A Comprehensive, Multiscaled Approach , 2002 .

[27]  Craig G. Lorimer,et al.  Natural Disturbance Regimes in Hemlock-Hardwood Forests of the Upper Great Lakes Region , 1991 .

[28]  Charles B. Halpern,et al.  TREE MORTALITY DURING EARLY FOREST DEVELOPMENT: A LONG-TERM STUDY OF RATES, CAUSES, AND CONSEQUENCES , 2006 .

[29]  H. Shugart A Theory of Forest Dynamics , 1984 .

[30]  Michael S. Rosenberg,et al.  PASSaGE: Pattern Analysis, Spatial Statistics and Geographic Exegesis. Version 2 , 2011 .

[31]  E. Zenner Investigating scale-dependent stand heterogeneity with structure-area-curves , 2005 .

[32]  J. Franklin,et al.  The tree mortality regime in temperate old-growth coniferous forests: the role of physical damage , 2010 .

[33]  N. Nadkarni,et al.  Development of Canopy Structure in Pseudotsuga menziesii Forests in the Southern Washington Cascades , 2004 .

[34]  J. Franklin,et al.  Fire and Other Disturbances of the Forests in Mount Rainier National Park , 1982, Quaternary Research.

[35]  Phillip B. Gibbons,et al.  Forest and woodland stand structural complexity: Its definition and measurement , 2005 .

[36]  Eliot J. B. McIntire,et al.  Beyond description: the active and effective way to infer processes from spatial patterns. , 2009, Ecology.

[37]  Benoît St-Onge,et al.  Spatially explicit characterization of boreal forest gap dynamics using multi-temporal lidar data , 2008 .

[38]  Thomas T. Veblen,et al.  Structure and tree‐fall gap dynamics of old‐growth Nothofagus forests in Tierra del Fuego, Argentina , 1993 .

[39]  Julia A. Jones,et al.  Windthrow disturbance, forest composition, and structure in the Bull Run basin, Oregon , 2000 .

[40]  Peter B. Reich,et al.  Spatial Patterns and Succession in a Minnesota Southern‐Boreal Forest , 1995 .

[41]  Jiquan Chen,et al.  Vegetation responses to landscape structure at multiple scales across a Northern Wisconsin, USA, pine barrens landscape , 1999, Plant Ecology.

[42]  R. Parish,et al.  Slow growth, long-lived trees, and minimal disturbance characterize the dynamics of an ancient, montane forest in coastal British Columbia , 2006 .

[43]  J. Connell Some Processes Affecting the Species Composition in Forest Gaps , 1989 .

[44]  Robert J. Pabst,et al.  Multi-scale Drivers of Spatial Variation in Old-Growth Forest Carbon Density Disentangled with Lidar and an Individual-Based Landscape Model , 2012, Ecosystems.

[45]  S. Fraver,et al.  Natural disturbance in an old‐growth landscape of northern Maine, USA , 2009 .

[46]  Thomas M. Smith,et al.  Scale and resolution of forest structural pattern , 1988, Vegetatio.

[47]  A. MacKinnon Forest Structure : A Key to the Ecosystem , 2012 .

[48]  L. Fahrig,et al.  Mosaic Landscapes and Ecological Processes , 1995, Springer Netherlands.

[49]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[50]  B. Biswell,et al.  Ecological scale and forest development: squirrels, dietary fungi, and vascular plants in managed and unmanaged forests. , 1999 .

[51]  James R. Runkle,et al.  Guidelines and sample protocol for sampling forest gaps. , 1992 .

[52]  A. Watt,et al.  Pattern and process in the plant community , 1947 .

[53]  Mark R. T. Dale,et al.  The use of wavelets for spatial pattern analysis in ecology , 1998 .

[54]  Jerry F. Franklin,et al.  Comparisons between field- and LiDAR-based measures of stand structural complexity , 2010 .

[55]  James R. Runkle,et al.  PATTERNS OF DISTURBANCE IN SOME OLD-GROWTH MESIC FORESTS OF EASTERN NORTH AMERICA' , 1982 .

[56]  Benoît St-Onge,et al.  Interactions of multiple disturbances in shaping boreal forest dynamics: a spatially explicit analysis using multi‐temporal lidar data and high‐resolution imagery , 2010 .

[57]  Marie-Josée Fortin,et al.  Spatial contiguity and continuity of canopy gaps in mixed wood boreal forests: persistence, expansion, shrinkage and displacement , 2012 .

[58]  P. White,et al.  Scale, the dynamic stability of forest ecosystems, and the persistence of biodiversity , 2002 .

[59]  Bruce C. Larson,et al.  Forest Stand Dynamics , 1990 .

[60]  G. Parker,et al.  CHAPTER 5 – Age-Related Development of Canopy Structure and Its Ecological Functions , 2004 .

[61]  C. T. Dyrness,et al.  Natural Vegetation of Oregon and Washington , 1988 .

[62]  W. Keeton,et al.  Disturbances and structural development of natural forest ecosystems with silvicultural implications, using Douglas-fir forests as an example , 2002 .

[63]  David B. Lindenmayer,et al.  Conserving Forest Biodiversity , 2002 .

[64]  Robert J. McGaughey,et al.  Landscape-scale effects of fire severity on mixed-conifer and red fir forest structure in Yosemite National Park , 2013 .

[65]  Andrew B. Carey,et al.  Wildlife and vegetation of unmanaged Douglas-Fir forests , 1991 .

[66]  R. McGaughey,et al.  Examining conifer canopy structural complexity across forest ages and elevations with LiDAR data , 2010 .

[67]  P. Legendre,et al.  Developments in Numerical Ecology , 1988 .

[68]  J. Franklin,et al.  Canopy disturbances over the five-century lifetime of an old-growth Douglas-fir stand in the Pacific Northwest , 2002 .

[69]  M. Fortin,et al.  Spatial Analysis: A Guide for Ecologists 1st edition , 2005 .

[70]  K. McGarigal,et al.  FRAGSTATS: spatial pattern analysis program for quantifying landscape structure. , 1995 .

[71]  G. Asner,et al.  Convergent structural responses of tropical forests to diverse disturbance regimes. , 2009, Ecology letters.

[72]  C. Oliver,et al.  Forest stand dynamics: updated edition. , 1996 .

[73]  Timothy H. Keitt,et al.  SCALE‐SPECIFIC INFERENCE USING WAVELETS , 2005 .

[74]  Jerry F. Franklin,et al.  Canopy gaps in Douglas-fir forests of the Cascade Mountains , 1990 .