Evaluating forest policy implementation effectiveness with a cross-scale remote sensing analysis in a priority conservation area of Southwest China

Abstract China's Natural Forest Protection Program (NFPP) and Sloping Land Conversion Program (SLCP), introduced in 1998 and 1999, respectively, are integral parts of the world's largest reforestation effort. State-reported forest cover data indicate effective policy implementation through net forest cover expansion but overlook the scale-dependence of and spatial variation in forest cover change patterns and also lack reliable data on small-scale and illegal logging. As a result, there is considerable uncertainty over the spatial distribution of forest cover change and ultimately the policies' effectiveness at increasing forest cover. This research uses Landsat Thematic Mapper imagery-derived multitemporal Tasseled Cap variables and a decision tree classifier to map short- and long-term forest cover change across three administrative levels in the priority conservation area of Diqing Tibetan Autonomous Prefecture in Yunnan Province. Results indicate a 73% reduction in the rate of forest cover loss and a more than doubled rate of forest cover gain from 1990–1999 to 1999–2009 across the prefecture, both of which support a positive assessment of policy implementation. However, prefectural results are countered by spatially disparate forest cover gain and loss trends at the county- and township-level in the decade following the policies' introductions. Further, more than half of Diqing's townships, mainly those in the prefecture's south where tourism has been rapidly developing, saw continued net forest cover loss attributable to small-scale timber harvesting for tourism-driven construction. This research thus exposes cross-scale spatially disparate forest cover change indicative of highly differentiated policy implementation effectiveness, and shows the pattern by which regional development has redirected, rather than reduced, forest cover loss, contrary to the goals of the NFPP and SLCP.

[1]  J. Mas,et al.  Land tenure and forest cover change. The case of southwestern Beni , 2013 .

[2]  Jian Peng,et al.  Vegetation coverage change and associated driving forces in mountain areas of Northwestern Yunnan, China using RS and GIS , 2012, Environmental Monitoring and Assessment.

[3]  Zhiqiang Yang,et al.  Detecting trends in forest disturbance and recovery using yearly Landsat time series: 1. LandTrendr — Temporal segmentation algorithms , 2010 .

[4]  A. Veldkamp,et al.  Spatial autocorrelation in multi-scale land use models , 2003 .

[5]  Peter F. Fisher,et al.  Spatial analysis of remote sensing image classification accuracy , 2012 .

[6]  T. Hinckley,et al.  Reforestation programs in Southwest China: Reported success, observed failure, and the reasons why , 2007 .

[7]  Piermaria Corona,et al.  VALUTAZIONE DELLE RISORSE FORESTALI A LIVELLO GLOBALE , 2013 .

[8]  K. P. Overmarsa,et al.  Spatial autocorrelation in multi-scale land use models , 2003 .

[9]  Quansheng Ge,et al.  Forest change of China in recent 300 years , 2008 .

[10]  Deyong Yu,et al.  Forest ecosystem restoration due to a national conservation plan in China , 2011 .

[11]  Volker C. Radeloff,et al.  Using Landsat imagery to map forest change in southwest China in response to the national logging ban and ecotourism development , 2012 .

[12]  T. Singh Himalayan perceptions: environmental change and the Well-being of Mountain peoples , 2006 .

[13]  Xinliang Xu,et al.  Biomass carbon sequestration by planted forests in China , 2010 .

[14]  H. Belshaw,et al.  The Food and Agriculture Organization of the United Nations , 1947, International Organization.

[15]  Patrick B. Durst,et al.  Forests out of bounds : impacts and effectiveness of logging bans in natural forests in Asia-Pacific , 2001 .

[16]  G. Shao,et al.  China's Forest Policy for the 21st Century , 2000, Science.

[17]  Paul M. Mather,et al.  An assessment of the effectiveness of decision tree methods for land cover classification , 2003 .

[18]  Xuefei Yang,et al.  Simplification of Pine Forests Due to Utilization by Tibetan Villages in Southwest China , 2007, Environmental management.

[19]  F. DeClerck,et al.  Understanding Spatiotemporal Lags in Ecosystem Services to Improve Incentives , 2013 .

[20]  Jianchu Xu,et al.  China's new forests aren't as green as they seem , 2011, Nature.

[21]  R. Kauth,et al.  The tasselled cap - A graphic description of the spectral-temporal development of agricultural crops as seen by Landsat , 1976 .

[22]  Sean P. Healey,et al.  Application of two regression-based methods to estimate the effects of partial harvest on forest structure using Landsat data , 2006 .

[23]  Fredrich Kahrl,et al.  Local impacts and responses to regional forest conservation and rehabilitation programs in China's northwest Yunnan province , 2005 .

[24]  John B. Vogler,et al.  Household-Parcel Linkages in Nang Rong, Thailand , 2004 .

[25]  Yi Wang,et al.  Alpine ecosystems of northwest Yunnan, China: an initial assessment for conservation , 2007 .

[26]  David L. Hawksworth,et al.  Biodiversity and Conservation , 2007, Biodiversity & Conservation.

[27]  C. Millar Alpine ecosystems , 2015 .

[28]  W. Laurance The Need to Cut China's Illegal Timber Imports , 2008, Science.

[29]  W. Cohen,et al.  Comparison of Tasseled Cap-based Landsat data structures for use in forest disturbance detection , 2005 .

[30]  Justin Zackey Peasant Perspectives on Deforestation in Southwest China , 2007 .

[31]  R. B. Jackson,et al.  A Large and Persistent Carbon Sink in the World’s Forests , 2011, Science.

[32]  W. Cohen,et al.  North American forest disturbance mapped from a decadal Landsat record , 2008 .

[33]  Guangyu Wang,et al.  China's Forestry Reforms , 2007, Science.

[34]  J. Mas,et al.  Land tenure and forest cover change. The case of southwestern Beni, Bolivian Amazon, 1986–2009 , 2013 .

[35]  Wu Yang,et al.  Effects of Conservation Policies on Forest Cover Change in Giant Panda Habitat Regions, China. , 2013, Land use policy.

[36]  J. Sayer,et al.  Impacts of policy reforms on forestry environments and biodiversity , 2003 .

[37]  G. Bonan and the Climate Benefits of Forests Forests and Climate Change: Forcings, Feedbacks, , 2008 .

[38]  C. Song,et al.  Impacts of Afforestation, Deforestation, and Reforestation on Forest Cover in China from 1949 to 2003 , 2006 .

[39]  F. Putz,et al.  Reduced-impact logging : Challenges and opportunities , 2008 .

[40]  L. Anselin Local Indicators of Spatial Association—LISA , 2010 .

[41]  G. S. Dunbar Applied Geography , 1978, Nature.

[42]  M. Fournier,et al.  Forest Protection Policies National guidelines and their local implementation in northern Sichuan , 2005 .

[43]  P. Ho Institutions in Transition: Land Ownership, Property Rights, and Social Conflict in China , 2005 .

[44]  R. West,et al.  Chinese Collective Forestlands: Contributions and Constraints , 2004 .

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

[46]  D. Melick,et al.  Rethinking the Effectiveness of Public Protected Areas in Southwestern China , 2007, Conservation biology : the journal of the Society for Conservation Biology.

[47]  G. Bull,et al.  An Assessment of China's Forest Resources , 2004 .

[48]  Chen Xinyun,et al.  Global Forest Resources Assessment 2010 and Enlightenment to China , 2011 .

[49]  Warren B. Cohen,et al.  Detecting trends in forest disturbance and recovery using yearly Landsat time series: 2. TimeSync — Tools for calibration and validation , 2010 .

[50]  T. Swanson,et al.  Evaluation of the Impact of the Natural Forest Protection Program on Rural Household Livelihoods , 2010, Environmental management.

[51]  Ge Quansheng,et al.  Forest change of China in recent 300 years , 2008 .

[52]  Eric P. Crist,et al.  A Physically-Based Transformation of Thematic Mapper Data---The TM Tasseled Cap , 1984, IEEE Transactions on Geoscience and Remote Sensing.

[53]  Brian E. Robinson,et al.  Does secure land tenure save forests? A meta-analysis of the relationship between land tenure and tropical deforestation , 2014 .

[54]  J. Ross Quinlan,et al.  C4.5: Programs for Machine Learning , 1992 .

[55]  Ye Qi,et al.  China's New Forest Policy , 2000, Science.

[56]  J. Ribot,et al.  Decentralisation and Accountability in Forest Management: A Case from Yunnan, Southwest China , 2004 .

[57]  Jianchu Xu,et al.  Biodiversity impact analysis in northwest Yunnan, southwest China , 2004, Biodiversity & Conservation.

[58]  Ben Hillman China's many Tibets: Diqing as a model for ‘development with Tibetan characteristics?’ , 2010 .

[59]  A. Manica,et al.  A Global Perspective on Trends in Nature-Based Tourism , 2009, PLoS biology.

[60]  Ben Hillman The Poor in Paradise: Tourism Development and Rural Poverty in China's Shangri-la , 2003 .

[61]  Qi Feng,et al.  Impacts of the Natural Forest Conservation Program on the livelihoods of residents of Northwestern China: Perceptions of residents affected by the program , 2010 .

[62]  B. Boots,et al.  A Note on the Extremities of Local Moran's Iis and Their Impact on Global Moran's I , 2010 .

[63]  D. Roberts,et al.  A comparison of methods for monitoring multitemporal vegetation change using Thematic Mapper imagery , 2002 .

[64]  J. Mas,et al.  Land tenure and forest cover change . The case of southwestern Beni , Bolivian Amazon , 1986 e 2009 , 2013 .

[65]  T. Mexia,et al.  Author ' s personal copy , 2009 .

[66]  H. Tian,et al.  China's changing landscape during the 1990s: Large‐scale land transformations estimated with satellite data , 2005 .

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

[68]  A. Willson Forest Conversion and Land Use Change in Rural Northwest Yunnan, China , 2006 .

[69]  S. D. Richardson Forests and forestry in China , 1990 .

[70]  S. Mansourian Overview of Forest Restoration Strategies and Terms , 2005 .

[71]  Jintao Xu,et al.  China ’ s Ecological Rehabilitation : The Unprecedented Efforts and Dramatic Impacts of Reforestation and Slope Protection in Western China , 2005 .

[72]  Jianguo Liu,et al.  Ecological and socioeconomic effects of China's policies for ecosystem services , 2008, Proceedings of the National Academy of Sciences.

[73]  R. Nasi,et al.  Synthesis, part of a Special Feature on Public policies and management of rural forests: lasting alliance or fool's dialogue? The Multiple Dimensions of Rural Forests: Lessons from a Comparative Analysis , 2013 .

[74]  Yaoqi Zhang Deforestation and Forest Transition: Theory and Evidence in China , 2000 .

[75]  S. Walsh,et al.  Approaches for Linking People, Place, and Environment for Human Dimensions Research , 2003 .

[76]  Jan Salick,et al.  Tibetan sacred sites conserve old growth trees and cover in the eastern Himalayas , 2007, Biodiversity and Conservation.

[77]  L. Hens,et al.  Tourism: An Alternative to Development? , 2009 .

[78]  R. Yin,et al.  Assessing China’s Ecological Restoration Programs: What’s Been Done and What Remains to Be Done? , 2010, Environmental management.

[79]  Jianchu Xu,et al.  Seeing the wood for the trees: how conservation policies can place greater pressure on village forests in southwest China , 2007, Biodiversity and Conservation.

[80]  Jintao Xu,et al.  An empirical analysis of China's state-owned forests , 2004 .

[81]  G. Shao,et al.  Logging restrictions in China - A turning point for forest sustainability , 2002 .

[82]  N. Menzies Our Forest, Your Ecosystem, Their Timber: Communities, Conservation, and the State in Community-Based Forest Management , 2007 .

[83]  R. Fisher Unasylva—An International Journal of Forestry and Forest Industries 1947–2000 , 2003 .

[84]  Peter H. Raven,et al.  China's Environmental Challenges and Implications for the World , 2010 .

[85]  J. Puyravaud Standardizing the calculation of the annual rate of deforestation , 2003 .

[86]  L. Anselin Local Indicators of Spatial Association—LISA , 2010 .

[87]  Liu Dachang,et al.  Tenure and Management of Non-State Forests in China since 1950: A Historical Review , 2001, Environmental History.

[88]  D. H. Card Using known map category marginal frequencies to improve estimates of thematic map accuracy , 1982 .

[89]  E. Yeh,et al.  Greening western China: A critical view , 2009 .

[90]  John D. Metz Book review of 'Himalayan Perceptions: Environmental Change and the Well Being of Mountain Peoples' by Jack D. Ives , 2005 .

[91]  David T. Potere,et al.  Multitemporal Kauth-Thomas change detection of the Appalachain Trail Corridor in 17 New England counties , 2004, IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium.

[92]  Wenjun Li,et al.  Ecotourism Management in China's Nature Reserves , 2001 .

[93]  Hanqin Tian,et al.  China's land cover and land use change from 1700 to 2005: Estimations from high‐resolution satellite data and historical archives , 2010 .