Multitemporal remote sensing of landscape dynamics and pattern change: describing natural and anthropogenic trends

Science and reporting information needs for monitoring dynamics in land cover over time have prompted research, and made operational, a wide variety of change detection methods utilizing multiple dates of remotely sensed data. Change detection procedures based upon spectral values are common; however, landscape pattern analysis approaches which utilize spatial information inherent within imagery present opportunities for the generation of unique and ecologically important information. While the use of two images may provide the means to identify change, the use of more than two images for long-term monitoring affords the ability to identify a greater range of processes of landscape change, including rates and dynamics. The main objective of this review is to investigate and summarize the methods and applications of land cover spatial pattern analysis using three or more image dates. The potential and the limitations of landscape pattern indices are identified and discussed to inform application recommendations. The second objective of this review is to make recommendations, including appropriate landscape pattern indices, for the application of landscape pattern analysis of a long time series of remotely sensed data to a case study involving the mountain pine beetle in British Columbia, Canada. The review concludes with recommendations for future research.

[1]  I. Langdale-Brown,et al.  Remote Sensing in Ecology. , 1970 .

[2]  Dennis D. Murphy,et al.  Conservation Strategy: The Effects of Fragmentation on Extinction , 1985, The American Naturalist.

[3]  Ashbindu Singh,et al.  Review Article Digital change detection techniques using remotely-sensed data , 1989 .

[4]  R. Hobbs,et al.  Biological Consequences of Ecosystem Fragmentation: A Review , 1991 .

[5]  George R. Parker,et al.  Using an index of habitat patch proximity for landscape design , 1994 .

[6]  T. O. Crist,et al.  Critical Thresholds in Species' Responses to Landscape Structure , 1995 .

[7]  C. Woodcock,et al.  An assessment of several linear change detection techniques for mapping forest mortality using multitemporal landsat TM data , 1996 .

[8]  C. Woodcock,et al.  The status of agricultural lands in Egypt: The use of multitemporal NDVI features derived from landsat TM☆ , 1996 .

[9]  Kurt H. Riitters,et al.  Sensitivity of selected landscape pattern metrics to land-cover misclassification and differences in land-cover composition , 1997 .

[10]  D. L. Skole,et al.  A land cover change monitoring program: Strategy for an international effort , 1997 .

[11]  Anthony C. Janetos,et al.  A Land Cover Change Monitoring Program: Strategy for an International Effort , 1997 .

[12]  R. K. Dixon,et al.  Mitigation and Adaptation Strategies for Global Change , 1998 .

[13]  W. Cohen,et al.  Detecting landscape changes in the interior of British Columbia from 1975 to 1992 using satellite imagery , 1998 .

[14]  Eric J. Gustafson,et al.  Quantifying Landscape Spatial Pattern: What Is the State of the Art? , 1998, Ecosystems.

[15]  Carlos Davidson,et al.  ISSUES IN MEASURING LANDSCAPE FRAGMENTATION , 1998 .

[16]  A. King,et al.  Extinction Thresholds for Species in Fractal Landscapes , 1999 .

[17]  William F. Laurance,et al.  Reflections on the tropical deforestation crisis , 1999 .

[18]  R. Hietala-Koivu Agricultural landscape change: a case study in Yläne, southwest Finland , 1999 .

[19]  Emilio M. Bruna,et al.  Habitat fragmentation and large‐scale conservation: what do we know for sure? , 1999 .

[20]  Rick L. Lawrence,et al.  Calculating Change Curves for Multitemporal Satellite Imagery: Mount St. Helens 1980–1995 , 1999 .

[21]  R. H. Giles,et al.  An analysis of deforestation: Metrics used to describe pattern change , 1999 .

[22]  Stuart E. Marsh,et al.  A Landscape Approach for Detecting and Evaluating Change in a Semi-Arid Environment , 2000 .

[23]  Kurt H. Riitters,et al.  Global-scale patterns of forest fragmentation , 2000 .

[24]  C. Walters,et al.  Ecosystem Modeling for Evaluation of Adaptive Management Policies in the Grand Canyon , 2000 .

[25]  D. Simberloff Global climate change and introduced species in United States forests. , 2000, The Science of the total environment.

[26]  M. Fortin,et al.  INFLUENCE OF FOREST COVER ON THE MOVEMENTS OF FOREST BIRDS: A HOMING EXPERIMENT , 2001 .

[27]  Darrel L. Williams,et al.  The Landsat 7 mission: terrestrial research and applications for the 21st century , 2001 .

[28]  R. O'Neill,et al.  Landscape Ecology Explained@@@Landscape Ecology in Theory and Practice: Pattern and Process , 2001 .

[29]  Han Olff,et al.  Fragmented nature: consequences for biodiversity , 2002 .

[30]  Geoffrey M. Henebry,et al.  Landscape trajectory analysis: spatio-temporal dynamics from image time series , 2002, IEEE International Geoscience and Remote Sensing Symposium.

[31]  Edward B. Barbier,et al.  Biological invasion risks and the public good: an economic perspective , 2002 .

[32]  Josie Hughes MODELING THE EFFECT OF LANDSCAPE PATTERN ON MOUNTAIN PINE BEETLES , 2002 .

[33]  H. Nagendra,et al.  Fragmentation of a Landscape: Incorporating landscape metrics into satellite analyses of land-cover change , 2002 .

[34]  Garry D. Peterson Estimating Resilience Across Landscapes , 2002 .

[35]  N. Lam,et al.  Spatial methods for characterising land cover and detecting land-cover changes for the tropics , 2002 .

[36]  A. Lausch Applicability of landscape metrics for the monitoring of landscape change: issues of scale, resolution and interpretability , 2002 .

[37]  Lenore Fahrig,et al.  EFFECT OF HABITAT FRAGMENTATION ON THE EXTINCTION THRESHOLD: A SYNTHESIS* , 2002 .

[38]  Stephen V. Stehman,et al.  Detecting trends in landscape pattern metrics over a 20-year period using a sampling-based monitoring programme , 2003 .

[39]  Michael A. Wulder,et al.  Mountain Pine Beetle Red-Attack Forest Damage Classification Using Stratified Landsat TM Data in British Columbia, Canada , 2003 .

[40]  H. Décamps,et al.  Landscape ecology in theory and practice , 2003 .

[41]  Matthew G. Betts,et al.  Interpretation of landscape pattern and habitat change for local indicator species using satellite imagery and geographic information system data in New Brunswick, Canada , 2003 .

[42]  M. Fladeland,et al.  Remote sensing for biodiversity science and conservation , 2003 .

[43]  Michael A. Wulder,et al.  Sensitivity of the thematic mapper enhanced wetness difference index to detect mountain pine beetle red-attack damage , 2003 .

[44]  Spatial and temporal patterns of land cover change in Chengdu, China, 1978-2002 , 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

[45]  Michael A. Wulder,et al.  Remote Sensing Technologies For Mountain Pine Beetle Surveys , 2003 .

[46]  J. Kerr,et al.  From space to species: ecological applications for remote sensing , 2003 .

[47]  Daniel T. Rutledge,et al.  Landscape indices as measures of the effects of fragmentation: can pattern reflect process? , 2003 .

[48]  D. Mishra,et al.  Change detection and landscape metrics for inferring anthropogenic processes in the greater EFMO area , 2004 .

[49]  Spatial-Temporal Analysis of Mountain Pine Beetle Infestations to Characterize Pattern , Risk , and Spread at the Landscape Level , 2004 .

[50]  W. Cohen,et al.  Landsat's Role in Ecological Applications of Remote Sensing , 2004 .

[51]  David M. Johnson,et al.  Impacts of imagery temporal frequency on land-cover change detection monitoring , 2004 .

[52]  D. Fuller,et al.  Forest fragmentation in Loudoun County, Virginia, USA evaluated with multitemporal Landsat imagery , 2001, Landscape Ecology.

[53]  C. S. Holling,et al.  Regime Shifts, Resilience, and Biodiversity in Ecosystem Management , 2004 .

[54]  T. Ricketts,et al.  Confronting a biome crisis: global disparities of habitat loss and protection , 2004 .

[55]  N. Coops,et al.  High Spatial Resolution Remotely Sensed Data for Ecosystem Characterization , 2004 .

[56]  Kevin McGarigal,et al.  Behavior of class-level landscape metrics across gradients of class aggregation and area , 2004, Landscape Ecology.

[57]  Yuanbo Liu,et al.  Analysis of four change detection algorithms in bi-temporal space with a case study , 2004 .

[58]  J. Rogan,et al.  Remote sensing for mapping and monitoring land-cover and land-use change—an introduction , 2004 .

[59]  R. O'Neill,et al.  A factor analysis of landscape pattern and structure metrics , 1995, Landscape Ecology.

[60]  Jochen A. G. Jaeger Landscape division, splitting index, and effective mesh size: new measures of landscape fragmentation , 2000, Landscape Ecology.

[61]  Jianguo Wu,et al.  Use and misuse of landscape indices , 2004, Landscape Ecology.

[62]  D. Lu,et al.  Change detection techniques , 2004 .

[63]  J. Bissonette,et al.  The behavior of landscape metrics commonly used in the study of habitat fragmentation , 1998, Landscape Ecology.

[64]  K. Riitters,et al.  A multi-scale analysis of landscape statistics , 1997, Landscape Ecology.

[65]  Pol Coppin,et al.  Review ArticleDigital change detection methods in ecosystem monitoring: a review , 2004 .

[66]  Bruce T. Milne,et al.  Effects of changing spatial scale on the analysis of landscape pattern , 1989, Landscape Ecology.

[67]  Q. Zhou,et al.  DETECTING AND MODELLING DYNAMIC LANDUSE CHANGE USING MULTITEMPORAL AND MULTI-SENSOR IMAGERY , 2004 .

[68]  Marie-Josée Fortin,et al.  SPATIAL ANALYSIS OF LANDSCAPES: CONCEPTS AND STATISTICS , 2005 .

[69]  Jerry F. Franklin,et al.  Creating landscape patterns by forest cutting: Ecological consequences and principles , 1987, Landscape Ecology.

[70]  Zhixiang Chen,et al.  Study on landscape pattern change of soil erosion in Yellow River Basin, China , 2005, Proceedings. 2005 IEEE International Geoscience and Remote Sensing Symposium, 2005. IGARSS '05..

[71]  Yuehui Li,et al.  The adequacy of different landscape metrics for various landscape patterns , 2005, Pattern Recognit..

[72]  M. Turner Landscape ecology: what is the state of the science? , 2005 .

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

[74]  Thomas G. Dietterich,et al.  Map Misclassification Can Cause Large Errors in Landscape Pattern Indices: Examples from Habitat Fragmentation , 2006, Ecosystems.

[75]  Xiaojun Yang,et al.  Quantifying landscape pattern and its change in an estuarine watershed using satellite imagery and landscape metrics , 2005 .

[76]  F. Huettmann,et al.  Change Detection of Forest and Habitat Resources from 1973 to 2001 in Bach Ma National Park, Vietnam, Using Remote Sensing Imagery , 2005 .

[77]  Joanne C. White,et al.  Remote sensing in the survey of mountain pine beetle impacts: Review and recommendations , 2005 .

[78]  Marc Bélisle,et al.  MEASURING LANDSCAPE CONNECTIVITY: THE CHALLENGE OF BEHAVIORAL LANDSCAPE ECOLOGY , 2005 .

[79]  Remote sensing for cover change assessment in southeast Arizona , 2006 .

[80]  Y. Hao,et al.  Landscape metric performance in analyzing two decades of deforestation in the Amazon Basin of Rondonia, Brazil , 2006 .

[81]  Nicholas C. Coops,et al.  Integrating remotely sensed and ancillary data sources to characterize a mountain pine beetle infestation , 2006 .

[82]  S. Goward,et al.  Characterization of the Landsat-7 ETM Automated Cloud-Cover Assessment (ACCA) Algorithm , 2006 .

[83]  S. Hannon,et al.  Trends in land cover change and isolation of protected areas at the interface of the southern boreal mixedwood and aspen parkland in Alberta, Canada , 2006 .

[84]  Steven E. Franklin,et al.  Understanding Forest Disturbance and Spatial Pattern : Remote Sensing and GIS Approaches , 2006 .

[85]  Brian H. Aukema,et al.  Landscape level analysis of mountain pine beetle in British Columbia, Canada: spatiotemporal development and spatial synchrony within the present outbreak , 2006 .

[86]  R. Lunetta,et al.  Land-cover change detection using multi-temporal MODIS NDVI data , 2006 .

[87]  J. Wickham,et al.  Temporal change in forest fragmentation at multiple scales , 2007, Landscape Ecology.

[88]  S. Gergel New Directions in Landscape Pattern Analysis and Linkages with Remote Sensing , 2006 .

[89]  S. Garman,et al.  Landscape analyses of Douglas-fir beetle populations in northern Idaho , 2006 .

[90]  Cn Ng,et al.  An integrated evaluation of landscape change using remote sensing and landscape metrics: a case study of Panyu, Guangzhou , 2006 .

[91]  Michael A. Wulder,et al.  Surveying mountain pine beetle damage of forests: A review of remote sensing opportunities , 2006 .

[92]  N. Nakagoshi,et al.  Spatial- temporal gradient analysis of urban green spaces in Jinan, China , 2006 .

[93]  Nicholas C. Coops,et al.  Estimating the probability of mountain pine beetle red-attack damage , 2006 .

[94]  T. Ebata,et al.  Augmenting the existing survey hierarchy for mountain pine beetle red-attack damage with satellite remotely sensed data1 , 2006 .

[95]  Bunkei Matsushita,et al.  Characterizing the changes in landscape structure in the Lake Kasumigaura Basin, Japan using a high-quality GIS dataset , 2006 .

[96]  Kirk M. Stueve,et al.  Spatial patterns of ice storm disturbance on a forested landscape in the Appalachian Mountains, Virginia , 2007 .

[97]  Warren B. Cohen,et al.  Patterns of forest regrowth following clearcutting in western Oregon as determined from a Landsat time-series , 2007 .

[98]  Warren B. Cohen,et al.  Trajectory-based change detection for automated characterization of forest disturbance dynamics , 2007 .

[99]  Yen-Chu Weng Spatiotemporal changes of landscape pattern in response to urbanization , 2007 .

[100]  Bruce T. Milne,et al.  Animal movements and population dynamics in heterogeneous landscapes , 1992, Landscape Ecology.

[101]  Monica G. Turner,et al.  Identifying and Quantifying Landscape Patterns in Space and Time , 2007 .

[102]  K. McGarigal,et al.  Multivariate Landscape Trajectory Analysis , 2007 .

[103]  Melissa J Reynolds-Hogland,et al.  Three Axes of Ecological Studies , 2007 .

[104]  G. Shao,et al.  On the accuracy of landscape pattern analysis using remote sensing data , 2008, Landscape Ecology.

[105]  D. Roy,et al.  The availability of cloud-free Landsat ETM+ data over the conterminous United States and globally , 2008 .

[106]  Kevin McGarigal,et al.  Parsimony in landscape metrics: Strength, universality, and consistency , 2008 .

[107]  G. Çakir,et al.  Forest cover change and fragmentation using Landsat data in Maçka State Forest Enterprise in Turkey , 2008, Environmental monitoring and assessment.

[108]  Martha C. Anderson,et al.  Free Access to Landsat Imagery , 2008, Science.

[109]  N. Coops,et al.  Estimation of insect infestation dynamics using a temporal sequence of Landsat data , 2008 .

[110]  D. Roy,et al.  A method for integrating MODIS and Landsat data for systematic monitoring of forest cover and change in the Congo Basin , 2008 .