Method to map human and infrastructure vulnerability using CNN land cover: Case study of floating tank explosion at petrochemical plants of LaemChabang,Thailand

Industrial storage tanks, used to store flammable materials in the petrochemical industry, can induce potential fire and explosion under specific conditions. Therefore, it is necessary to map the population and environment vulnerability, and, to develop procedures for emergency responses in order to reduce potential casualties. In order to achieve this, Convolutional Neural Networks (CNN) are used in this study using 6 classes: floating tank, forest, house, road, wasteland and water. Datasets are built for a total of approximately 1.4 million tiles with a resolution of 0.33m/pixel and their size are optimized in function of the class. The 6 associated CNN models are built and optimized to classify each class. The validation of the models shows that, with the exception of road and wasteland where the precision is only 73% and 89% respectively, the other 4 classes have a value higher than 95%. Post-processing is performed on each prediction before aggregating these results to obtain the land cover. For the floating tank class, a 5 step post-processing is used based on a Density-Based Spatial Clustering of Applications with Noise algorithm (DBCAN) after which blast simulation is applied and effects on people, buildings and trees are obtained through 4 steps. Finally, the petrochemical site of LaemChabang in Thailand is used as study case. Except for the road class that is difficult to detect, land cover is well performed. Human casualties and surface of damaged buildings are finally estimated demonstrating the usefulness of the tool to be used for the emergency planning of industrial disasters.     

Environmental Communication: Why This Crisis Discipline Should Facilitate Environmental Democracy

The authors concur with Cox's claim that environmental communication (EC), like conservation biology, is a crisis discipline. Cox's proposed tenets for EC challenge the scientific norm of objectivity that has guided science for centuries, suggesting that today's environmental crisis requires us to travel a different path. The authors take Cox's essay as provocation to radically challenge magical notions of scientific objectivity. They briefly review Platonic contributions to the myth of scientific objectivity and then advocate a nondualistic perspective toward the relationship between humans and nature. They then suggest how this perspective both expands upon and diverges from Cox's vision of political and ethical engagement among EC scholars.     

Just Blowing Smoke? Residents’ Social Construction of Communication about Wildfire

This study uses social constructionism as a basis for understanding the effectiveness of communication about wildfire risk between agency officials and wildland–urban interface (WUI) residents. Risk communication literature demonstrates a well-documented difference in the way land managers and stakeholders conceptualize risk. This is especially true of fire because management of these hazards have changed so drastically in past decades; fire managers have typically struggled to clearly articulate the current management policy to the public or integrate their specific knowledge in the risk management process. This study contributes to an understanding of how WUI residents construct communication about wildland fire and agency effectiveness in communicating the new era of fire inclusion. Specifically, we explore the personal and professional sources of information residents’ use to understand their fire risk and the subjects they would like more information about. We also explore the continued viability of Smokey Bear, the most enduring symbol of fire management.     

Developing indicators for assessing land-use sustainability in a tropical agro-ecosystem: The case of Sakaekrang watershed,Thailand

While the concept of sustainable land management is now widely accepted, there remains considerable scope for developing location-specific land-use indicators for sustainability evaluation. A study was conducted to investigate the indicators of land-use sustainability in the context of tropical agro-ecosystems using the case of Sakaekrang watershed, Thailand. The biophysical data were generated from Geographic Information Systems (GIs) and the socioeconomic data were collected through a field survey. In the light of sustainable land management objectives, a total of 32 criteria were considered in the analysis to determine land-use sustainability and identify indicators that best explain the sustainability level. About one quarter of the agricultural area in the watershed meets the sustainability threshold, indicating a substantial unstable area in the watershed. Among 11 indicators that showed a significant relationship with the computed land-use sustainability, land quality, source of farm income, and evapo transpiration were the most important.     

A multi-scale approach to modelling spatial and dynamic ecological patterns for reservoir's water quality management

With growing levels of urbanization and agriculture throughout the world, it is increasingly important that both research and management efforts take into account the effects of this widespread landscape alteration and its consequences for natural systems. Freshwater ecosystems, namely reservoirs, are particularly sensitive to land use changes. In this context, modelling can be very useful, for decision support, as an investigative tool to forecast the outcome of various scenarios, to guide current management in order to meet future targets and to develop integrated frameworks for management accordingly to the Water Framework Directive (WFD). The present paper examined the applicability of a holistic Stochastic-Dynamic Methodology (StDM), coupled with a Cellular Automata (CA) model, in capturing how expected changes at land use level will alter the ecological status of lentic ecosystems, namely at physicochemical and biological levels. The methodology was applied to Portuguese reservoirs located in the Douro's basin and illustrated with a series of stochastic-dynamic and spatial outputs taking into account expected scenarios regarding land use changes. Overall, the simulation results are encouraging since they seem to demonstrate the tool reliability in capturing the stochastic environmental dynamics of the selected metrics facing spatial explicit scenarios. The ultimate goal was to couple monitoring assessment and the described modelling techniques to ease management and decision making regarding the practical implementation of the WFD, both at the scale of the reservoir body and at the scale of the respective river watershed dynamics.     

平原城市河流面源污染研究范围及方法的选择与效果比较

由于平原城市地貌起伏不大,较难划分城市河流的流域范围,使得与河道面源污染相关的研究范围的边界确定存在一定的困难。针对这一问题,本文对比了基于缓冲区和排水区的两种研究范围及方法。根据遥感影像,利用GIS提取研究区内土地利用信息并与河流水质进行回归分析,对比两种范围及方法所得出的结果,试图为城市河道污染物的研究及管理提供方法支持和理论依据。本文选取了天津滨海地区11条河流进行研究,结果表明：（1）选取城市排水区作为土地利用数据的方法能够与河流中污染物的发生,迁移的真实情况相符合,能够综合考虑不同的景观格局分布对于水质的影响,结合平原城市的特殊性反映土地利用与河流污染物之间的相关关系,在机理严谨性上优于使用缓冲区范围,在整体性上更为完整;（2）基于缓冲区的研究方法能够在一定程度上解释在地表径流作用下,河流近岸不同距离的土地利用类型对河流污染物的影响,如耕地对污染物的影响,河流近岸100 m缓冲区的联合显著性为0.848,300 m缓冲区的仅为0.165;（3）土地利用类型对河流中污染物类型的贡献和消减趋势基本一致,城市居民点与工矿用地是河流当中重金属污染物如铅、汞的主要输入源;耕地对重金属等污染物有一定的截留消减作用,但在面积较大时增加了河流的有机污染物如氨氮;林地、园地、草地和水体对于城市河流污染物有一定的净化作用。两种方法结合起来可以得出更为详尽、客观的研究结果。     

Simulating future land use and ecosystem services in Northern Thailand

Enhancing ecosystem services is important as it provides foundation for the wellbeing of people. This paper presents the future land use simulation for enhancing ecosystem services using CLUMondo dynamic spatial model. The land use change was assessed from 1989 to 2013 in Wang Thong watershed of Northern Thailand using GIS and a set of ecosystem services was assessed using the Integrated Valuation of Ecosystem Services and Tradeoffs (InVEST) model. Future land uses until 2030 were projected for three policy scenarios, namely business-as-usual, integrated land use development, and enhancing environmental services with different levels of emphasis on ecosystem services. In business-as-usual scenario, it was observed that ecosystem services will decline by 2030 from the base year of 2013, whereas in integrated land use development scenario, the ecosystem services will increase by 5% compared to base year due to anticipated effective protection of remaining forests in all existing and proposed protected areas of the study area. In enhancing environmental services scenario, the ecosystem services will increase by 15%. Such results can serve as useful information in policy formulation in developing land use options, which help enhance ecosystem services in future.     

Impacts of vineyard area dynamics on soil erosion in a Mediterranean catchment (1950-2011)

The Mediterranean basin has undergone widespread land cover change. Urbanization of coastal areas, land abandonment of steeper slopes, and agricultural intensification in alluvial plains are recurrent themes. The objective of this study was to examine how vineyard land cover changes have affected agricultural soil erosion in a 50 year period (1950–2011). The study area covers a 235 km² catchment located near the Gulf of St Tropez. Aerial photographs were used to map land cover in 1950, 1982, 2003 and 2011, and the RUSLE soil erosion model was run to estimate soil erosion.

Between 1950 and 2011, vineyard went from about 2,426 ha to 1,561 ha. Mean soil erosion increased as vineyard slopes became steeper (11.8 T ha^?1, 13.2 T ha^?1, 14.4 T ha^?1 and 13.5 T ha^?1 for 1950, 1982, 2003 and 2011). Total erosion decreased after 1982: 28,621 T y^?1 in 1950, 29,030 T y^?1 in 1982, 22,848 T y^?1 in 2003, and 21,074 T y^?1 in 2011. Total soil loss in 2011 is about 75% of values in 1950–1982, so impacts on water pollution and channel dredging have evolved positively over time.     

浑善达克沙地榆树疏林生态系统的空间异质性

榆树疏林生态系统是浑善达克沙地的重要组分之一运用生物统计学(U检验和相关性分析等)和地统计学的方法(半方差分析和空间局部插值),研究了浑善达克沙地榆树疏林生态系统的土壤有机质(SOM)、土壤全氮(STN)、土壤pH(SpH)、土壤含水量(SWC)和草本层盖度(HC)的空间异质性,并探讨了它们之间以及与榆树空间位置的关系.研究结果表明:SOM、STN、SpH、SWC和HC的分布格局均具有明显的空间异质性和空间自相关性,它们的空间格局与榆树的空间分布有明显的相关性.在此基础上,应用空间局部插值法,绘制了各个性状的空间等值分布图.通过等值分布图直观的分析了榆树与各研究性状的空间格局的关系,探讨榆树对疏林生态系统土壤性状和草本层植物分布的空间异质性的影响,以及榆树下成为草原上的沃岛(fertility island)的原因.     

Urbanization reduces resource use efficiency of phytoplankton community by altering the environment and decreasing biodiversity

Urbanization often exerts multiple effects on aquatic and terrestrial organisms, including changes in biodiversity, species composition and ecosystem functions. However, the impacts of urbanization on river phytoplankton in subtropical urbanizing watersheds remain largely unknown. Here, we explored the effects of urbanization on phytoplankton community structure（i.e., biomass, community composition and diversity） and function（i.e., resource use efficiency） in a subtropical river at watershed sca...