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Ecologists and natural resource managers are charged with making complex management decisions in the face of a rapidly changing environment resulting from climate change, energy development, urban sprawl, invasive species and globalization. Advances in Geographic Information System (GIS) technology, digitization, online data availability, historic legacy datasets, remote sensors and the ability to collect data on animal movements via satellite and GPS have given rise to large, highly complex datasets. These datasets could be utilized for making critical management decisions, but are often “messy” and difficult to interpret. Basic artificial intelligence algorithms (i.e., machine learning) are powerful tools that are shaping the world and must be taken advantage of in the life sciences. In ecology, machine learning algorithms are critical to helping resource managers synthesize information to better understand complex ecological systems. Machine Learning has a wide variety of powerful applications, with three general uses that are of particular interest to ecologists: (1) data exploration to gain system knowledge and generate new hypotheses, (2) predicting ecological patterns in space and time, and (3) pattern recognition for ecological sampling. Machine learning can be used to make predictive assessments even when relationships between variables are poorly understood. When traditional techniques fail to capture the relationship between variables, effective use of machine learning can unearth and capture previously unattainable insights into an ecosystem's complexity. Currently, many ecologists do not utilize machine learning as a part of the scientific process. This volume highlights how machine learning techniques can complement the traditional methodologies currently applied in this field.
Biomass Supply Chains for Bioenergy and Biorefining highlights the emergence of energy generation through the use of biomass and the ways it is becoming more widely used. The supply chains that produce the feedstocks, harvest, transport, store, and prepare them for combustion or refinement into other forms of fuel are long and complex, often differing from feedstock to feedstock. Biomass Supply Chains for Bioenergy and Biorefining considers every aspect of these supply chains, including their design, management, socioeconomic, and environmental impacts. The first part of the book introduces supply chains, biomass feedstocks, and their analysis, while the second part looks at the harvesting, handling, storage, and transportation of biomass. The third part studies the modeling of supply chains and their management, with the final section discussing, in minute detail, the supply chains involved in the production and usage of individual feedstocks, such as wood and sugar starches, oil crops, industrial biomass wastes, and municipal sewage stocks. - Focuses on the complex supply chains of the various potential feedstocks for biomass energy generation - Studies a wide range of biomass feedstocks, including woody energy crops, sugar and starch crops, lignocellulosic crops, oil crops, grass crops, algae, and biomass waste - Reviews the modeling and optimization, standards, quality control and traceability, socioeconomic, and environmental impacts of supply chains
Woody biomass utilization is critical to resolving forest health issues in Wyoming and Colorado. This paper discusses technical assistance site visits conducted to help address the effects of insect infestation and excessively high forest fuel loading. It provides a thought-provoking look at the issues and opportunities for utilizing small-diameter wood and woody biomass to help reduce widespread risk of insect infestation such as the mountain pine beetle (Dendroctonus ponderosae) and risk of catastrophic wildfire. Many questions and uncertainties have yet to be addressed as to how to achieve sustainable forests. Several critical factors and opportunities are considered for utilizing small-diameter material and woody biomass. The scope of this technical assistance visit to Wyoming and Colorado is applicable throughout the Western United States. Keywords: Woody biomass, sort yards, feasibility, mountain pine beetle, hazardous fuels, Colorado, Wyoming, markets, forest products, biomass energy.
This reference book describes how bioprocessing and biotechnology could enhance the value extracted from wood-based lignocellulosic fiber by employing both biochemical and thermochemical conversion processes. It documents recent accomplishments and suggests future prospects for research and development of integrated forest biorefineries (IFBR) as the path forward for the pulp, paper and other fiber-processing industries. This is the only book to cover this area of high economic, social, and environmental importance. It is aimed at industrialists and academics from diverse science and engineering backgrounds including chemical and biotechnology companies, governmental and professional bodies, and scholarly societies. The Editor and contributors are internationally recognized scientists and many are leaders in their respective fields. The book starts with an introductory overview of the current state of biorefining and a justification for future developments. The next four chapters deal with social, economic and environmental issues related to regulations, biomass production and supply, process modelling, and life cycle analysis. Subsequent chapters focus on the extraction of biochemicals from biomass and their potential utilization to add value to the IFBR prior to pulping. The book then presents, compares and evaluates two types of forest biorefineries based on kraft and organosolv pulping. Finally, the book assess the potential of waste biomass and streams, such paper mill sludge and black liquor, to serve as feedstock for biofuel production and value-added biomaterials through both the biochemical and thermochemical routes of biomass bioprocessing. The economics of the described IFBR processes and products, and their environmental impact, is a major focus in most of the chapters. Practical examples are presented where relevant and applicable.
This book, which contains 8 chapters, provides a framework for the general public, forest managers and policy makers to understand what factors need to be included when working towards using and protecting the world's forests so that they can be sustained. Topics covered include: historical perceptions and use of forests; the creation of today's forest landscapes by global societies; decision making related to forests becoming democratic and globalized; changing views about the ecology and conservation of forests; the historical and continuing impacts of human disturbances (i.e., air pollution, climatic change, salt injury, introduced plants, introduced insects, introduced pathogens, forest management activities and wars) on forests; the relevance of natural disturbances (i.e., wildfires, wind, extreme temperature and moisture, volcanic eruptions, pathogens, and insect and vertebrate pests) in maintaining sustainable forests; the relationship of human health to forest management; and the relationship among forests, humans and the carbon cycle. Case studies from Australia, Bolivia, Botswana, China, Iceland, India, Indonesia, Mexico, Nepal, Peru, the Philippines, Puerto Rico and the USA, are also included.