High Resolution Interpolation of Climate Scenarios for the Conterminous USA and Alaska Derived from General Circulation Model Simulations

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ISBN 13 :
Total Pages : 87 pages
Book Rating : 4.:/5 (21 download)

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Book Synopsis High Resolution Interpolation of Climate Scenarios for the Conterminous USA and Alaska Derived from General Circulation Model Simulations by :

Download or read book High Resolution Interpolation of Climate Scenarios for the Conterminous USA and Alaska Derived from General Circulation Model Simulations written by and published by . This book was released on 2011 with total page 87 pages. Available in PDF, EPUB and Kindle. Book excerpt: Projections of future climate were selected for four well-established general circulation models (GCM) forced by each of three greenhouse gas (GHG) emissions scenarios, namely A2, A1B, and B1 from the Intergovernmental Panel on Climate Change (IPCC) Special Report on Emissions Scenarios (SRES). Monthly data for the period 1961-2100 were downloaded mainly from the web portal of Third Coupled Model Intercomparison Project (Phase 3) of the Program for Climate Model Diagnosis and Intercomparison (PCMDI) and subsets of data covering North America were extracted. Climate variables included monthly mean daily maximum and minimum temperatures, precipitation, incident surface solar radiation, wind speed, and specific humidity. All variables were expressed as changes relative to the simulated monthly means for 1961-1990, which corrected for GCM bias in reproducing past climate and allowed future projected trends to be compared directly. The downscaling procedure used the ANUSPLIN software package to fit a two-dimensional spline function to each month's change data for each climate variable at a spatial resolution of 5 arcminutes (0.0833o) longitude and latitude. The A2 emission scenario invariably generated the greatest warming by 2100 and the B1 the least. Alaska is projected to undergo the greatest regional increases in temperature and precipitation. Differences across the projections were generally greater from the different GHG forcings than those resulting from the different GCMs, although the consistency varied spatially. Gridded datasets are publicly available. The downscaled change factors from this study are being used with historical climatology developed from the PRISM climate data set to develop the climate projections for the RPA scenarios in the USDA FS RPA assessment. A companion report and data set will be issued by Natural Resources Canada (Canadian Forest Service) for Canada.

High Resolution Interpolation of Climate Scenerios for the Conterminous USA and Alaska Derived from General Circulation Model Simulations

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Publisher : CreateSpace
ISBN 13 : 9781507628010
Total Pages : 96 pages
Book Rating : 4.6/5 (28 download)

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Book Synopsis High Resolution Interpolation of Climate Scenerios for the Conterminous USA and Alaska Derived from General Circulation Model Simulations by : United States Department of Agriculture

Download or read book High Resolution Interpolation of Climate Scenerios for the Conterminous USA and Alaska Derived from General Circulation Model Simulations written by United States Department of Agriculture and published by CreateSpace. This book was released on 2015-02-14 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt: Projections of future climate were selected for four well-established general circulation models (GCM) forced by each of three greenhouse gas (GHG) emissions scenarios, namely A2, A1B, and B1 from the Intergovernmental Panel on Climate Change (IPCC) Special Report on Emissions Scenarios (SRES). Monthly data for the period 1961-2100 were downloaded mainly from the web portal of Third Coupled Model Intercomparison Project (Phase 3) of the Program for Climate Model Diagnosis and Intercomparison (PCMDI) and subsets of data covering North America were extracted. Climate variables included monthly mean daily maximum and minimum temperatures, precipitation, incident surface solar radiation, wind speed, and specific humidity. All variables were expressed as changes relative to the simulated monthly means for 1961-1990, which corrected for GCM bias in reproducing past climate and allowed future projected trends to be compared directly. The downscaling procedure used the ANUSPLIN software package to fit a two-dimensional spline function to each month's change data for each climate variable at a spatial resolution of 5 arcminutes (0.0833 ) longitude and latitude. The A2 emission scenario invariably generated the greatest warming by 2100 and the B1 the least. Alaska is projected to undergo the greatest regional increases in temperature and precipitation. Differences across the projections were generally greater from the different GHG forcings than those resulting from the different GCMs, although the consistency varied spatially. Gridded datasets are publicly available. The downscaled change factors from this study are being used with historical climatology developed from the PRISM climate data set to develop the climate projections for the RPA scenarios in the USDA FS RPA assessment. A companion report and data set will be issued by Natural Resources Canada (Canadian Forest Service) for Canada.

High-resolution Interpolation of Climate Scenarios for Canada Derived from General Circulation Model Simulations

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ISBN 13 :
Total Pages : 130 pages
Book Rating : 4.:/5 (319 download)

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Book Synopsis High-resolution Interpolation of Climate Scenarios for Canada Derived from General Circulation Model Simulations by :

Download or read book High-resolution Interpolation of Climate Scenarios for Canada Derived from General Circulation Model Simulations written by and published by . This book was released on 2011 with total page 130 pages. Available in PDF, EPUB and Kindle. Book excerpt:

U.S. Geological Survey Professional Paper

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ISBN 13 :
Total Pages : 218 pages
Book Rating : 4.3/5 (243 download)

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Book Synopsis U.S. Geological Survey Professional Paper by : Zhiliang Zhu

Download or read book U.S. Geological Survey Professional Paper written by Zhiliang Zhu and published by . This book was released on 1984 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Dynamically Downscaled Climate Simulations Over North America

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Publisher : CreateSpace
ISBN 13 : 9781497353619
Total Pages : 70 pages
Book Rating : 4.3/5 (536 download)

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Book Synopsis Dynamically Downscaled Climate Simulations Over North America by : U.S. Department of the Interior

Download or read book Dynamically Downscaled Climate Simulations Over North America written by U.S. Department of the Interior and published by CreateSpace. This book was released on 2014-03-30 with total page 70 pages. Available in PDF, EPUB and Kindle. Book excerpt: We have completed an array of high-resolution simulations of present and future climate over Western North America (WNA) and Eastern North America (ENA) by dynamically downscaling global climate simulations using a regional climate model, RegCM3. The simulations are intended to provide long time series of internally consistent surface and atmospheric variables for use in climate-related research. In addition to providing high-resolution weather and climate data for the past, present, and future, we have developed an integrated data flow and methodology for processing, summarizing, viewing, and delivering the climate datasets to a wide range of potential users. Our simulations were run over 50- and 15-kilometer model grids in an attempt to capture more of the climatic detail associated with processes such as topographic forcing than can be captured by general circulation models (GCMs). The simulations were run using output from four GCMs.

The United States National Climate Assessment - Alaska Technical Regional Report

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Publisher : CreateSpace
ISBN 13 : 9781511791083
Total Pages : 166 pages
Book Rating : 4.7/5 (91 download)

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Book Synopsis The United States National Climate Assessment - Alaska Technical Regional Report by : U. S. Department Interior

Download or read book The United States National Climate Assessment - Alaska Technical Regional Report written by U. S. Department Interior and published by CreateSpace. This book was released on 2015-04-19 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Alaskan landscape is changing, both in terms of effects of human activities as a consequence of increased population, social and economic development and their effects on the local and broad landscape; and those effects that accompany naturally occurring hazards such as volcanic eruptions, earthquakes, and tsunamis. Some of the most prevalent changes, however, are those resulting from a changing climate, with both near term and potential upcoming effects expected to continue into the future. In 1990, Congress passed Public Law 101-606 (1990), which established the U.S. Global Change Research Program (USGCRP). The purpose of the USGCRP is to provide information that increases the understanding of the cumulative effects of human activities and natural processes on the environment and their response to global change. Section 106 of the Act identifies the requirement for a National Assessment to be delivered to the President of the United States and Congress not less frequently than every 4 years that: Integrates, evaluates, and interprets the findings of the Program and discusses the scientific uncertainties associated with such findings; Analyzes the effects of global change on the natural environment, agriculture, energy production and use, welfare, human social systems, and biological diversity; and Analyzes current trends in global change, both human-induced and natural, and projects major trends for the subsequent 25-100 years (Public Law 101-606, 1990). The National Climate Assessment (NCA) serves as a status report on climate change science and impacts based on observations made across the country. It incorporates advances in the understanding of climate science into larger social, ecological, and policy systems and serves to integrate scientific information from multiple sources and to highlight key findings and significant knowledge gaps. The First National Assessment report was produced in 2000 and a second, Global Climate Change Impacts in the United States, was produced in 2009. This document, The United States National Climate Assessment-Alaska Technical Regional Report, is one of eight regional reports that will provide input to the 2013 National Climate Assessment.

Probabilistic Projections of the Future Climate for the World and the Continental USA

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ISBN 13 :
Total Pages : 15 pages
Book Rating : 4.:/5 (12 download)

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Book Synopsis Probabilistic Projections of the Future Climate for the World and the Continental USA by :

Download or read book Probabilistic Projections of the Future Climate for the World and the Continental USA written by and published by . This book was released on 2017 with total page 15 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this paper, we study possible impacts of anthropogenic greenhouse gas (GHG) emissions on the 21st century climate on the continental USA using the MIT Integrated Global System Model (IGSM) framework. Climate change simulations use an emissions scenario developed with the IGSM's Economic Projection and Policy Analysis (EPPA) Model. The scenario represents a global emission path consistent with the current view on the trajectories of technological and economic development. The estimates of possible changes in climate are based on an ensemble of 400 simulations with the IGSM's MIT Earth System Model (MESM), a model of intermediate complexity. Regional changes over the USA were obtained using statistical downscaling that incorporates results from the simulations with the CMIP5 Atmosphere-Ocean General Circulation Models (AOGCMs). The results show that under the considered emissions scenario, surface air temperature averaged over the continental USA increases by 2.6 to 4.4K by the last decade of the 21st century (90% probability interval) relative to pre-industrial temperatures, compare to 2.3 to 3.4K for the whole globe. Corresponding changes in precipitation are -0.65 to 0.34 mm/day and 0.13 to 0.22 mm/day, respectively. There is significant variation in the geographical distribution of those changes among the ensemble simulations.

Regional Climate Trends and Scenarios for the U. S. National Climate Assessment

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Publisher : CreateSpace
ISBN 13 : 9781514196830
Total Pages : 68 pages
Book Rating : 4.1/5 (968 download)

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Book Synopsis Regional Climate Trends and Scenarios for the U. S. National Climate Assessment by : U. S. Department of Commerce

Download or read book Regional Climate Trends and Scenarios for the U. S. National Climate Assessment written by U. S. Department of Commerce and published by CreateSpace. This book was released on 2015-06-04 with total page 68 pages. Available in PDF, EPUB and Kindle. Book excerpt: This publication is one of series of regional climate descriptions designed to provide input that can be used in the development of the National Climate Assessment (NCA). As part of a sustained assessment approach, it is intended that these publications will be updated as new and well-vetted model results are available and as new climate scenario needs become clear. It is also hoped that these publications (and associated data and resources) are of direct benefit to decision makers and communities seeking to use this information in developing adaptation plans. There are nine reports in this series, one each for eight regions defined by the NCA, and one for the contiguous U.S. The eight NCA regions are the Northeast, Southeast, Midwest, Great Plains, Northwest, Southwest, Alaska, and Hawai'i/Pacific Islands. These publications include a description of the observed historical climate conditions for each region and a set of climate scenarios as plausible futures. There are two components of these descriptions. One component is a description of the historical climate conditions in the region. The other component is a description of the climate conditions associated with two future pathways of greenhouse gas emissions.

Final Report for High Latitude Climate Modeling

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (953 download)

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Book Synopsis Final Report for High Latitude Climate Modeling by :

Download or read book Final Report for High Latitude Climate Modeling written by and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The main thrust of this project was to devise a method by which the majority of North Slope of Alaska (NSA) meteorological and radiometric data, collected on a daily basis, could be used to evaluate and improve global climate model (GCM) simulations and their parameterizations, particularly for cloud microphysics. Although the standard ARM Program sensors for a less complete suite of instruments for cloud and aerosol studies than the instruments on an intensive field program such as the 2008 Indirect and Semi-Direct Aerosol Campaign (ISDAC), the advantage they offer lies in the long time base and large volume of data that covers a wide range of meteorological and climatological conditions. The challenge has been devising a method to interpret the NSA data in a practical way, so that a wide variety of meteorological conditions in all seasons can be examined with climate models. If successful, climate modelers would have a robust alternative to the usual "case study" approach (i.e., from intensive field programs only) for testing and evaluating their parameterizations' performance. Understanding climate change on regional scales requires a broad scientific consideration of anthropogenic influences that goes beyond greenhouse gas emissions to also include aerosol-induced changes in cloud properties. For instance, it is now clear that on small scales, human-induced aerosol plumes can exert microclimatic radiative and hydrologic forcing that rivals that of greenhouse gas-forced warming. This project has made significant scientific progress by investigating what causes successive versions of climate models continue to exhibit errors in cloud amount, cloud microphysical and radiative properties, precipitation, and radiation balance, as compared with observations and, in particular, in Arctic regions. To find out what is going wrong, we have tested the models' cloud representation over the full range of meteorological conditions found in the Arctic using the ARM North Slope of Alaska (NSA) data.

Predictability of Global and Regional Climate Variations. Final Technical Report

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (684 download)

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Book Synopsis Predictability of Global and Regional Climate Variations. Final Technical Report by :

Download or read book Predictability of Global and Regional Climate Variations. Final Technical Report written by and published by . This book was released on 2001 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This project has been concerned with the adequacy of the representation of the earth's mean climate and its variability in low resolution climate models which are typically used for climate change studies. The climate models under scrutiny have included both atmosphere only models, in which the lower boundary conditions of sea surface temperature (SST) and sea ice are specified, and coupled atmosphere-ocean models. In particular, the authors have examined the difference, in the mean climate and fluctuations about the mean in an atmospheric general circulation model (AGCM), between the model simulation at high resolution and at moderate resolution. The authors have also compared and contrasted simulations made with a very low resolution coupled ocean-atmosphere general circulation model (CGCM; integrated for multiple centuries) to those made with a more moderate resolution CGCM. The AGCM integrations used in this study were performed under support from other agencies for the purpose of studying seasonal to interannual predictability. They have examined these integrations with a focus on the high latitudes.

An Evaluation of the Uncertainties in Using General Circulation Models to Assess the Impacts of Global Warming

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ISBN 13 :
Total Pages : 352 pages
Book Rating : 4.:/5 (89 download)

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Book Synopsis An Evaluation of the Uncertainties in Using General Circulation Models to Assess the Impacts of Global Warming by : Karen L. O'Brien

Download or read book An Evaluation of the Uncertainties in Using General Circulation Models to Assess the Impacts of Global Warming written by Karen L. O'Brien and published by . This book was released on 1990 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Global and Local Contributors to the Historical and Projected Regional Climate Change on the North Slope of Alaska

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ISBN 13 :
Total Pages : 316 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis Global and Local Contributors to the Historical and Projected Regional Climate Change on the North Slope of Alaska by : 蔡磊

Download or read book Global and Local Contributors to the Historical and Projected Regional Climate Change on the North Slope of Alaska written by 蔡磊 and published by . This book was released on 2018 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis includes four studies that explore and compare the impacts of four contributing factors resulting in regional climate change on the North Slope of Alaska based on a numerical simulation approach. These four contributing factors include global warming due to changes in radiative forcing, sea ice decline, earlier Arctic lake ice-off, and atmospheric circulation change over the Arctic. A set of dynamically downscaled regional climate products has been developed for the North Slope of Alaska over the period from 1950 up to 2100. A fine grid spacing (10 km) is employed to develop products that resolve detailed mesoscale features in the temperature and precipitation fields on the North Slope of Alaska. Processes resolved include the effects of topography on regional climate and extreme precipitation events. The Representative Concentration Pathway (RCP) 4.5 scenario projects lower rates of precipitation and temperature increase than RCP8.5 compared to the historical product. The increases of precipitation and temperature trends in the RCP8.5 projection are higher in fall and winter compared to the historical product and the RCP4.5 projection. The impacts of sea ice decline are addressed by conducting sensitivity experiments employing both an atmospheric model and a permafrost model. The sea ice decline impacts are most pronounced in late fall and early winter. The near surface atmospheric warming in late spring and early summer due to sea ice decline are projected to be stronger in the 21st century. Such a warming effect also reduces the total cloud cover on the North Slope of Alaska in summer by destabilizing the atmospheric boundary layer. The sea ice decline warms the atmosphere and the permafrost on the North Slope of Alaska less strongly than the global warming does, while it primarily results in higher seasonal variability of the positive temperature trend that is bigger in late fall and early winter than in other seasons. The ongoing and projected earlier melt of the Arctic lake ice also contributes to regional climate change on the Northern coast of Alaska, though only on a local and seasonal scale. Heat and moisture released from the opened lake surface primarily propagate downwind of the lakes. The impacts of the earlier lake ice-off on both the atmosphere and the permafrost underneath are comparable to those of the sea ice decline in late spring and early summer, while they are roughly six times weaker than those of sea ice decline in late fall and early winter. The permafrost warming resulted from the earlier lake ice-off is speculated to be stronger with more snowfall expected in the 21st century, while the overall atmospheric warming of global origin is speculated to continue growing. Two major Arctic summer-time climatic variability patterns, the Arctic Oscillation (AO) and the Arctic Dipole (AD), are evaluated in 12 global climate models in Coupled Model Intercomparison Program Phase 5 (CMIP5). A combined metric ranking approach ranks the models by the Pattern Correlation Coefficients (PCCs) and explained variances calculated from the model-produced summer AO and AD over the historical period. Higher-ranked models more consistently project a positive trend of the summer AO index and a negative trend of summer AD index in their RCP8.5 projections. Such long-term trends of large-scale climate patterns will inhibit the increase in air temperature while favoring the increase in precipitation on the North Slope of Alaska. In summary, this thesis bridges the gaps by quantifying the relative importance of multiple contributing factors to the regional climate change on the North Slope of Alaska. Global warming is the leading contributing factor, while other factors primarily contribute to the spatial and temporal asymmetries of the regional climate change. The results of this thesis lead to a better understanding of the physical mechanisms behind the climatic impacts to the hydrological and ecological changes of the North Slope of Alaska that have been become more severe and more frequent. They, together with the developed downscaling data products, serve as the climatic background information in such fields of study.

Generation of Regional Climate Change Scenarios Using General Circulation Models and Empirical Downscaling

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ISBN 13 :
Total Pages : 596 pages
Book Rating : 4.:/5 (783 download)

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Book Synopsis Generation of Regional Climate Change Scenarios Using General Circulation Models and Empirical Downscaling by : Justin T. Schoof

Download or read book Generation of Regional Climate Change Scenarios Using General Circulation Models and Empirical Downscaling written by Justin T. Schoof and published by . This book was released on 2004 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Preparing for a Changing Climate

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ISBN 13 :
Total Pages : 42 pages
Book Rating : 4.:/5 (457 download)

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Book Synopsis Preparing for a Changing Climate by : University of Alaska Fairbanks. Center for Global Change and Arctic System Research

Download or read book Preparing for a Changing Climate written by University of Alaska Fairbanks. Center for Global Change and Arctic System Research and published by . This book was released on 1999 with total page 42 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Local Climatological Data

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ISBN 13 :
Total Pages : 366 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Local Climatological Data by :

Download or read book Local Climatological Data written by and published by . This book was released on 1977 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Integrated Hydrologic and Societal Impacts of a Warming Climate in Interior Alaska

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ISBN 13 :
Total Pages : 246 pages
Book Rating : 4.:/5 (899 download)

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Book Synopsis The Integrated Hydrologic and Societal Impacts of a Warming Climate in Interior Alaska by : Charles Edward Jones

Download or read book The Integrated Hydrologic and Societal Impacts of a Warming Climate in Interior Alaska written by Charles Edward Jones and published by . This book was released on 2014 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this dissertation, interdisciplinary research methods were used to examine how changes in hydrology associated with climate affect Alaskans. Partnerships were established with residents of Fairbanks and Tanana to develop scientific investigations relevant to rural Alaskans. In chapter 2, local knowledge was incorporated into scientific models to identify a socialecological threshold used to model potential driftwood harvest from the Yukon River. Anecdotal evidence and subsistence calendar records were combined with scientific data to model the harvest rates of driftwood. Modeling results estimate that between 1980 and 2010 hydrologic factors alone were responsible for a 29% decrease in the annual wood harvest, which approximately balanced a 23% reduction in wood demand due to a decline in number of households. The community's installation of wood-fired boilers in 2007 created a threshold increase (76%) in wood demand that is not met by driftwood harvest. Modeling of climatic scenarios illustrates that increased hydrologic variability decreases driftwood harvest and increases the financial or temporal costs for subsistence users. In chapter 3, increased groundwater flow related to permafrost degradation was hypothesized to be affect river ice thickness in sloughs of the Tanana River. A physically-based, numerical model was developed to examine the importance of permafrost degradation in explaining unfrozen river conditions in the winter. Results indicated that ice melt is amplified by increasing groundwater upwelling rates, groundwater temperatures, and snowfall. Modeling results also suggest that permafrost degradation could be a valid explanation of the phenomenon, but does not address the potential drivers (e.g. warming climate, forest fire, etc.) of the permafrost warming. In chapter 4, remote sensing techniques were hypothesized to be useful for mapping dangerous ice conditions on the Tanana River in interior Alaska. Unsupervised classification of high-resolution satellite imagery was used to identify and map open water and degraded ice conditions on the Tanana River. Ninety-five percent of the total river channel surface was classified as "safe" for river travel, while 4% of the channel was mapped as having degraded ice and 0.6% of the channel was classified as open water (overall accuracy of 73%). This research demonstrates that the classification of high-resolution satellite images can be useful for mapping hazardous ice for recreational, transportation, or industrial applications in northern climates. These results are applicable to communities throughout the North. For people that rely upon subsistence activities, increased variability in climate cycles can have substantial financial, cultural, recreational, or even mortal consequences. This research demonstrates how collaborations between scientists and local stakeholders can create tools that help to assess the impacts of increased environmental variability (such as flooding) or to detect or predict unsafe conditions (such as thin or unpredictable ice cover). Based upon this research, I conclude that regional-scale adaptations and technological advances (such as modeling and remote sensing tools) may help to alleviate the effects of environmental variability associated by climate.

Development of a Quantile-based Approach to Statistically Downscale Global Climate Models

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (774 download)

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Book Synopsis Development of a Quantile-based Approach to Statistically Downscale Global Climate Models by : Annemarie K. Stoner

Download or read book Development of a Quantile-based Approach to Statistically Downscale Global Climate Models written by Annemarie K. Stoner and published by . This book was released on 2011 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Large-scale general circulation models give us an idea of how the climate may possibly develop over the future century. These models generally simulate the large-scale and global mean climate well; however, when applied to localized regions their output does not provide sufficient detail to perform local and regional assessments needed for evaluating necessary mitigation steps. To overcome this weakness I here introduce a novel method of statistical downscaling, which bridges the gap between the low-resolution output provided by climate models and the high-resolution data needed to perform local or regional climate assessments. The statistical downscaling method developed here, which is based on quantile regression, can downscale any variable simulated by AOGCMs and observed on a daily basis that has, or can be transformed into, a Gaussian-like or symmetrical distribution. One of the aspects of the quantile regression technique, along with our enhancements, is a high accuracy in projection of extremes, which often is the sole focus of impact studies when applying the downscaled output. Furthermore, the technique is applicable to both station-based as well as high-resolution gridded observations and can be applied to different types of climate anywhere in the world. The method is here evaluated for minimum and maximum temperature as well as precipitation for 20 stations in North America as well as for high-resolution gridded observations over the continental United States and Alaska. Station-based downscaling is evaluated based on seven different versions of the temperature model and eight versions for the precipitation model, each successive version having one added change or improvement to the downscaling process. Each version is evaluated in terms of three different quantities: the PDFs, giving a visual image of the skill each model; the coefficient of determination, R2, which is a measure of the portion of variance in observations that is reproduced by downscaling; and bias in nine quantiles distributed in order to evaluate both the central part of the distribution as well as the extremes.