Machine Learning for Ecology and Sustainable Natural Resource Management

Machine Learning for Ecology and Sustainable Natural Resource Management
Author: Grant Humphries
Publisher: Springer
Total Pages: 442
Release: 2018-11-05
Genre: Science
ISBN: 3319969781

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.

Forestry Economics

Forestry Economics
Author: John E. Wagner
Publisher: Routledge
Total Pages: 409
Release: 2011-07-26
Genre: Business & Economics
ISBN: 1136665773

Forestry Economics introduces students and practitioners to all aspects of the management and economics of forestry. The book adopts the approach of managerial economics textbooks and applies this to the unique processes and problems faced by managers of forests. While most forestry economics books are written by economists for future economists, what many future forest and natural resource managers need is to understand what economic information is and how to use it to make better business and management decisions. John E. Wagner draws on his twenty years of experience teaching and working in the field of forest resource economics to present students with an accessible understanding of the unique production processes and problems faced by forest and other natural resource managers. There are three unique features of this book: The first is its organization. The material is organized around two common economic models used in forest and natural resources management decision making. The second is the use of case studies from various disciplines: Outdoor and Commercial Recreation, Wood Products Engineering, Forest Products, and Forestry. The purpose of these case studies is to provide students with applications of the concepts being discussed within the text. The third is revisiting the question of how to use economic information to make better business decisions at the end of each chapter. This ties each chapter to the preceding ones and reinforces the hypothesis that a solid working knowledge of these economic models and the information they contain are necessary for making better business decisions. This textbook is an invaluable source of clear and accessible information on forestry economics and management for not only economics students, but for students of other disciplines and those already working in forestry and natural resources.

REDD, Forest Governance and Rural Livelihoods

REDD, Forest Governance and Rural Livelihoods
Author: Oliver Springate-Baginski
Publisher: CIFOR
Total Pages: 289
Release: 2010-01-01
Genre: Forest management
ISBN: 6028693154

Experiences from incentive-based forest management are examined for their effects on the livelihoods of local communities. In the second section, country case studies provide a snapshot of REDD developments to date and identify design features for REDD that would support benefits for forest communities.

Forestry Statistics

Forestry Statistics
Author: Comisión Europea
Publisher:
Total Pages: 97
Release: 2007
Genre: Forest products industry
ISBN: 9789279029561

Recoge : 1. General description of forest sector - 2. Production and trade of wood and wood products.

The Dry Forests and Woodlands of Africa

The Dry Forests and Woodlands of Africa
Author: Emmanuel N. Chidumayo
Publisher: Routledge
Total Pages: 294
Release: 2010-09-23
Genre: Technology & Engineering
ISBN: 1136531378

The dry forests and woodlands of Sub-Saharan Africa are major ecosystems, with a broad range of strong economic and cultural incentives for keeping them intact. However, few people are aware of their importance, compared to tropical rainforests, despite them being home to more than half of the continent's population. This unique book brings together scientific knowledge on this topic from East, West, and Southern Africa and describes the relationships between forests, woodlands, people and their livelihoods. Dry forest is defined as vegetation dominated by woody plants, primarily trees, the canopy of which covers more than 10 per cent of the ground surface, occurring in climates with a dry season of three months or more. This broad definition - wider than those used by many authors - incorporates vegetation types commonly termed woodland, shrubland, thicket, savanna, wooded grassland, as well as dry forest in its strict sense. The book provides a comparative analysis of management experiences from the different geographic regions, emphasizing the need to balance the utilization of dry forests and woodland products between current and future human needs. Further, the book explores the techniques and strategies that can be deployed to improve the management of African dry forests and woodlands for the benefit of all, but more importantly, the communities that live off these vegetation formations. Thus, the book lays a foundation for improving the management of dry forests and woodlands for the wide range of products and services they provide.

Realising REDD+

Realising REDD+
Author: Arild Angelsen
Publisher: CIFOR
Total Pages: 390
Release: 2009-01-01
Genre: Climatic changes
ISBN: 6028693030

REDD+ must be transformational. REDD+ requires broad institutional and governance reforms, such as tenure, decentralisation, and corruption control. These reforms will enable departures from business as usual, and involve communities and forest users in making and implementing policies that a ect them. Policies must go beyond forestry. REDD+ strategies must include policies outside the forestry sector narrowly de ned, such as agriculture and energy, and better coordinate across sectors to deal with non-forest drivers of deforestation and degradation. Performance-based payments are key, yet limited. Payments based on performance directly incentivise and compensate forest owners and users. But schemes such as payments for environmental services (PES) depend on conditions, such as secure tenure, solid carbon data and transparent governance, that are often lacking and take time to change. This constraint reinforces the need for broad institutional and policy reforms. We must learn from the past. Many approaches to REDD+ now being considered are similar to previous e orts to conserve and better manage forests, often with limited success. Taking on board lessons learned from past experience will improve the prospects of REDD+ e ectiveness. National circumstances and uncertainty must be factored in. Di erent country contexts will create a variety of REDD+ models with di erent institutional and policy mixes. Uncertainties about the shape of the future global REDD+ system, national readiness and political consensus require  exibility and a phased approach to REDD+ implementation.

The Miombo in Transition

The Miombo in Transition
Author: Bruce Morgan Campbell
Publisher: CIFOR
Total Pages: 273
Release: 1996-01-01
Genre: Forest ecology
ISBN: 9798764072

Miombo woodlands and their use: overview and key issues. The ecology of miombo woodlands. Population biology of miombo tree. Miombo woodlands in the wider context: macro-economic and inter-sectoral influences. Rural households and miombo woodlands: use, value and management. Trade in woodland products from the miombo region. Managing miombo woodland. Institutional arrangements governing the use and the management of miombo woodlands. Miombo woodlands and rural livelihoods: options and opportunities.