An integrated approach for climate-change impact analysis and adaptation planning under multi-level uncertainties. Part II. Case study

In this study, a large-scale integrated modeling system (IMS) was developed for supporting climate-change impact analysis and adaptation planning under multi-level uncertainties. A number of methodologies were seamlessly incorporated within IMS, including fuzzy-interval inference method (FIIM), inexact energy model (IEM), and uncertainty analysis. The system could (i) encompass multiple technologies, energy resources, and sub-sectors, and climate change impact analysis into a general modeling framework, (ii) address interactions of climate change impacts on multiple energy sub-sectors and resources within an EMS, (iii) identify optimal adaptation strategies of an EMS to climate change impact through a two-step procedure, (iv) deal with multiple levels of uncertain information associated with processes of climate change impact analysis and adaptation planning, and (v) seamlessly combine climate change impact analysis results with inexact adaptation planning. It could provide decision makers a comprehensive view on the EMS as well as the corresponding adaptation schemes under climate change, greatly improving the robustness and completeness of the decision-making processes. The generated solutions can provide desired energy resource/service allocation with a minimized system cost, a maximized system reliability and a maximized energy security under varied climate change impact levels, as well as multiple levels of uncertainties. In a companion paper, the developed method is applied to a real case for the long-term planning of waste management in the Province of Manitoba, Canada.

[1]  Rob C. de Loë,et al.  Adaptation options for the near term: climate change and the Canadian water sector , 2001 .

[2]  Mark Howells,et al.  Nuclear power and post-2012 energy and climate change policies , 2008 .

[3]  T. Cannon,et al.  Community level adaptation to climate change: The potential role of participatory community risk assessment , 2008 .

[4]  Q. G. Lin,et al.  An optimization-model-based interactive decision support system for regional energy management systems planning under uncertainty , 2009, Expert Syst. Appl..

[5]  X. P. Yan,et al.  An Inexact Transportation Planning Model for Supporting Vehicle Emissions Management , 2010 .

[6]  E. Mansur,et al.  Climate change adaptation: A study of fuel choice and consumption in the US energy sector , 2008 .

[7]  Jouni Paavola,et al.  Livelihoods, vulnerability and adaptation to climate change in Morogoro, Tanzania , 2008 .

[8]  Guohe Huang,et al.  A GREY LINEAR PROGRAMMING APPROACH FOR MUNICIPAL SOLID WASTE MANAGEMENT PLANNING UNDER UNCERTAINTY , 1992 .

[9]  J. B. Li,et al.  Integration of Stochastic Programming and Factorial Design for Optimal Reservoir Operation , 2003 .

[10]  A. Patt,et al.  Adaptive capacity and human cognition: The process of individual adaptation to climate change , 2005 .

[11]  David S.-K. Ting,et al.  Current utilization and future prospects of emerging renewable energy applications in Canada , 2004 .

[12]  Stuart N. Lane,et al.  Climate change and energy policy: The impacts and implications of aerosols , 1997 .

[13]  J. A. Laurmann Impacts of CO2-induced climate change: Strategic issues and their treatment , 1983 .

[14]  G H Huang,et al.  Waste management with recourse: an inexact dynamic programming model containing fuzzy boundary intervals in objectives and constraints. , 2010, Journal of environmental management.

[15]  Jonathan I. Matondo,et al.  Estimation of the Impact of Climate Change on Hydrology and Water Resources in Swaziland , 2001 .

[16]  A. Mohamed,et al.  Decision analysis of polluted sites — a fuzzy set approach , 1999 .

[17]  Jeroen C. J. H. Aerts,et al.  Adaptation strategies to climate change and climate variability: A comparative study between seven contrasting river basins , 2005 .

[18]  S. Bhartendu,et al.  Impact of CO2-induced climate change on residential heating and cooling energy requirements in Ontario, Canada , 1987 .

[19]  Giacomo Capizzi,et al.  Long-term operation optimization of integrated generation systems by fuzzy logic-based management , 2007 .

[20]  Andreas R. Ziegler,et al.  Determinants of corporate adaptation to climate change in winter tourism: An econometric analysis , 2009 .

[21]  Amit Kanudia,et al.  The Kyoto Protocol, Inter-Provincial Cooperation, and Energy Trading: A Systems Analysis with integrated MARKAL Models , 1998 .

[22]  Bhanu Duggirala,et al.  The feasibility of renewable energies at an off-grid community in Canada , 2009 .

[23]  Myles R. Allen,et al.  Climate change and the need for a new energy agenda , 1990 .

[24]  Colette Mortreux,et al.  Climate change, migration and adaptation in Funafuti, Tuvalu , 2009 .

[25]  T. Frank,et al.  Climate change impacts on building heating and cooling energy demand in Switzerland , 2005 .

[26]  Yuri Sinyak Global climate and energy systems , 1994 .

[27]  Elisabeth M. Hamin,et al.  Urban form and climate change: Balancing adaptation and mitigation in the U.S. and Australia , 2009 .

[28]  C. Ringler,et al.  Adaptation to climate change in Ethiopia and South Africa: options and constraints. , 2009 .

[29]  Enli Wang,et al.  Adaptation to climate change of wheat growing in South Australia: Analysis of management and breeding strategies , 2014 .

[30]  Richard J. T. Klein,et al.  Integrating mitigation and adaptation into climate and development policy: three research questions , 2005 .

[31]  Mark Gaterell,et al.  The impact of energy externalities on the cost effectiveness of energy efficiency measures applied to dwellings , 2005 .

[32]  Kamil Kaygusuz,et al.  Energy policy and climate change in Turkey , 2003 .

[33]  W. Adger,et al.  Effective livelihood adaptation to climate change disturbance: Scale dimensions of practice in Mozambique , 2008 .

[34]  Jonathan I. Matondo,et al.  Evaluation of the impact of climate change on hydrology and water resources in Swaziland: Part I , 2004 .

[35]  Claudia Ringler,et al.  Determinants of farmers’ choice of adaptation methods to climate change in the Nile Basin of Ethiopia , 2009 .

[36]  L. Whitmarsh Behavioural responses to climate change: Asymmetry of intentions and impacts , 2009 .

[37]  Guohe Huang,et al.  GREY QUADRATIC PROGRAMMING AND ITS APPLICATION TO MUNICIPAL SOLID WASTE MANAGEMENT PLANNING UNDER UNCERTAINTY , 1995 .

[38]  Ching-Lai Hwang,et al.  Fuzzy Multiple Attribute Decision Making - Methods and Applications , 1992, Lecture Notes in Economics and Mathematical Systems.

[39]  B. Cavrić,et al.  Combining climate change adaptation and mitigation measures at the local level , 2009 .

[40]  Richard S. J. Tol,et al.  The scope for adaptation to climate change: what can we learn from the impact literature? , 1998 .

[41]  Gordon H. Huang,et al.  Identification of optimal strategies for energy management systems planning under multiple uncertainties , 2009 .

[42]  Kristie L. Ebi,et al.  Identifying practical adaptation options: an approach to address climate change-related health risks , 2008 .

[43]  Andrew Peacock,et al.  Climatic and internal factors affecting future UK office heating and cooling energy consumptions , 2008 .

[44]  Guohe Huang,et al.  Grey fuzzy integer programming: An application to regional waste management planning under uncertainty , 1995 .

[45]  Lars Otto Naess,et al.  Institutional adaptation to climate change: Flood responses at the municipal level in Norway , 2005 .

[46]  Matthew E. Kahn Two measures of progress in adapting to climate change , 2003 .

[47]  R. Barthelmie,et al.  Climate change impacts on wind energy: A review , 2010 .

[48]  James M. Gibbons,et al.  Integrated modelling of farm adaptation to climate change in East Anglia, UK : Scaling and farmer decision making , 2008 .

[49]  R. Heltberg,et al.  Addressing Human Vulnerability to Climate Change: Toward a 'No Regrets' Approach , 2008 .

[50]  Ronald J. Sutherland The impact of potential climate change commitments on six industries in the United States , 1998 .

[51]  David J. Sailor,et al.  Vulnerability of wind power resources to climate change in the continental United States , 2002 .

[52]  Pete Falloon,et al.  Climate impacts on European agriculture and water management in the context of adaptation and mitigation--the importance of an integrated approach. , 2010, The Science of the total environment.

[53]  J. Barnett Adapting to Climate Change in Pacific Island Countries: The Problem of Uncertainty , 2001 .

[54]  Terry Barker,et al.  Representing global climate change, adaptation and mitigation , 2003 .

[55]  T. B. Peramunetilleke Climate defeats energy planners in Sri Lanka , 1982 .

[56]  C. J. Stigter,et al.  Agrometeorological adaptation strategies to increasing climate variability and climate change , 2000 .

[57]  J. A. Laurman Climate change from fossil fuel generated CO2 and energy policy , 1979 .

[58]  Guohe Huang,et al.  I-VFRP: An interval-valued fuzzy robust programming approach for municipal waste-management planning under uncertainty , 2009 .

[59]  W. Neil Adger,et al.  Using expert elicitation to define successful adaptation to climate change , 2009 .

[60]  Jill Williams Climatic impact of alternative energy sources , 1979 .

[61]  A. Ingham,et al.  Climate change, mitigation and adaptation with uncertainty and learning , 2007 .

[62]  A. Jordan,et al.  Does public policy support or undermine climate change adaptation? Exploring policy interplay across different scales of governance , 2008 .

[63]  Katja Simeonova Policies and measures to address climate change in Central and Eastern European Countries , 1997 .

[64]  Can Wang,et al.  Analysis of the economic impact of different Chinese climate policy options based on a CGE model incorporating endogenous technological change , 2009 .

[65]  Guohe Huang,et al.  A dynamic optimization approach for nonrenewable energy resources management under uncertainty , 2000 .

[66]  Guohe Huang,et al.  Community-scale renewable energy systems planning under uncertainty—An interval chance-constrained programming approach , 2009 .

[67]  Lisa Guan,et al.  Preparation of future weather data to study the impact of climate change on buildings , 2009 .

[68]  W. Easterling,et al.  Adaptation to climate variability and change in the US Great Plains:: A multi-scale analysis of Ricardian climate sensitivities , 2001 .

[69]  Anthony Patt,et al.  Perceptions of climate risk in Mozambique: Implications for the success of adaptation strategies , 2008 .

[70]  David S. G. Thomas,et al.  Equity and justice in climate change adaptation amongst natural-resource-dependent societies , 2005 .

[71]  W. C. Huang Development of a Systematic Object-Event Data Model of the Database System for Industrial Wastewater Treatment Plant Management , 2010 .

[72]  Steven L. Chown,et al.  Climate change and its impacts in South Africa , 2001 .

[73]  S. Becken Harmonising climate change adaptation and mitigation: The case of tourist resorts in Fiji , 2005, Global Environmental Change.

[74]  Gordon H. Huang,et al.  A Superiority-Inferiority-Based Inexact Fuzzy Stochastic Programming Approach for Solid Waste Management Under Uncertainty , 2010 .

[75]  G. Huang,et al.  Grey integer programming: An application to waste management planning under uncertainty , 1995 .

[76]  Ming Yang,et al.  Climate change and energy policies, coal and coalmine methane in China , 2009 .

[77]  D. Vuuren,et al.  Modeling global residential sector energy demand for heating and air conditioning in the context of climate change , 2009 .

[78]  M. Hulme,et al.  Assessing the robustness of adaptation decisions to climate change uncertainties: A case study on water resources management in the East of England , 2007 .

[79]  Gordon H. Huang,et al.  An integrated fuzzy-stochastic modeling approach for risk assessment of groundwater contamination. , 2007, Journal of environmental management.

[80]  Eugene Z. Stakhiv,et al.  Policy implications of climate change impacts on water resources management , 1998 .

[81]  Lindsay C. Stringer,et al.  Adaptations to climate change, drought and desertification: local insights to enhance policy in southern Africa , 2009 .

[82]  S. Gao,et al.  Network Environ Analysis of Spatial Arrangement for Reserves in Wuyishan Nature Reserve, China , 2010 .

[83]  Guohe Huang,et al.  Land resources adaptation planning under changing climate - a study for the Mackenzie Basin. , 1998 .

[84]  Andrea M. Bassi,et al.  Quantifying cross-sectoral impacts of investments in climate change mitigation in Ecuador , 2009 .

[85]  R. Leemans,et al.  Adaptation to climate change and climate variability in European agriculture: The importance of farm level responses , 2010 .

[86]  S. Mirasgedis,et al.  Modeling framework for estimating impacts of climate change on electricity demand at regional level: Case of Greece , 2007 .

[87]  J. Smithers,et al.  Technology innovation as a strategy for climate adaptation in agriculture , 2001 .

[88]  D. Gyalistras,et al.  Climate warming impact on degree-days and building energy demand in Switzerland , 2006 .

[89]  Guohe Huang,et al.  Identification of optimal plans for municipal solid waste management in an environment of fuzziness and two-layer randomness , 2010 .

[90]  M. Ruth,et al.  Regional energy demand and adaptations to climate change: Methodology and application to the state of Maryland, USA , 2006 .