Publications

2024

Nguyen, N. and Johnson, D., “The impacts of local wind power objection on the power system of the Midcontinent Independent System Operator area,” Energy, Available online 24 February 2024, 130727.

2023

Staff Report, "Indiana Electricity Projections: The 2023 Forecast," December 2023. Click here to download this report (PDF)

Staff Report"2023 Indiana Renewable Energy Resources Study," September 2023. Click here to download this report (PDF)

Bhattacharyya, A., Hastak, M., “A data-driven approach to quantify disparities in power outages,” Scientific Reports, v. 13, No. 7247, May 2023. Click here to download this paper

2022

Staff Report"2022 Indiana Renewable Energy Resources Study," October 2022. Click here to download this report (PDF)

Atkinson, T., Preckel, P., Gotham, D., “Costs and Trade-offs Associated with Renewable Energy Policies for Small Island Developing States: Case Study for Jamaica,” Socio-Economic Planning Sciences, v. 84, December 2022.

2021

Staff Report, "Indiana Electricity Projections: The 2021 Forecast," December 2021. Click here to download this report (PDF)

Opgrand, J., Preckel, P., Gotham, D., Liu, A., “Price Formation in Auctions for Financial Transmission Rights,” The Energy Journal, v. 43, No. 3, May 2022.

Staff Report"2021 Indiana Renewable Energy Resources Study," October 2021. Click here to download this report (PDF)

Carvallo, J., Bieler, S., Collins, M., Mueller, J., Gehbauer, C., Gotham, D., Larsen, P., “A Framework to Measure the Technical, Economic, and Rate Impacts of Distributed Solar, Electric Vehicles, and Storage,” Applied Energy, v. 297, September 2021.

Atkinson, T., Preckel, P., Gotham, D., “A Mathematical Formulation for Long-Term Infrastructure in Small Island Developing States,” MethodsX, v. 8, September 2021.

Atkinson, T., Preckel, P., Gotham, D., “Long-Term Investment Planning for the Electricity Sector in Small Island Developing States: Case Study for Jamaica,” Energy, v. 228, August 2021.

2020

Staff Report"2020 Indiana Renewable Energy Resources Study," October 2020. Click here to download this report (PDF)

Staff Report"Solar Distributed Energy Resources (DER) Study Report," September 2020. Click here to download this report (PDF)

Staff Report, "Scenario Analyses for IURC Report to the 21st Century Energy Policy Task Force," May 2020. Click here to download this report (PDF)

2019

Staff Report, "Indiana Electricity Projections: The 2019 Forecast," November 2019. Click here to download this report (PDF)

Staff Report"2019 Indiana Renewable Energy Resources Study," September 2019. Click here to download this report (PDF)

Raymond, L., Gotham, D., McClain, W., Mukherjee, S., Nateghi, R., Preckel, P., Schubert, P., Singh, S., Wachs, E., “Projected Climate Change Impacts on Indiana’s Energy Demand and Supply,” Climatic Change, Special Issue on “The Indiana Climate Change Impacts Assessment,” pp. 1-15, January 2019.

2018

Gotham, D., "Indiana Electric Power Sector Emissions Reductions," November 2018. Click here to download this report (PDF)

Staff Report, "Indiana Electricity Projections: The 2018 Forecast Update," October 2018. Click here to download this report (PDF)

Staff Report"2018 Indiana Renewable Energy Resources Study," October 2018. Click here to download this report (PDF)

2017

Staff Report, "Indiana Electricity Projections: The 2017 Forecast," December 2017. Click here to download this report (PDF)

Staff Report"2017 Indiana Renewable Energy Resources Study," October 2017. Click here to download this report (PDF)

Staff Report"Natural Gas Price Report Update," March 2017. Click here to download this report (PDF)

2016

Lu, L., Preckel, P., Gotham, D., Liu, A., “An Assessment of the Efficacy and Cost of Alternative Carbon Mitigation Policies: Case Study for the State of Indiana,Energy Policy, v. 96, pp. 661-672, September 2016.

Staff Report"2016 Indiana Renewable Energy Resources Study," September 2016. Click here to download this report (PDF)

2015

Staff Report, "Indiana Electricity Projections: The 2015 Forecast," November 2015. Click here to download this report (PDF)

Staff Report"2015 Indiana Renewable Energy Resources Study," September 2015. Click here to download this report (PDF)

2014

Hadley, S. W., Gotham, D. J., and Luciani, R. L., “Additional EIPC Study Analysis: Final Report,” Oak Ridge National Laboratory report ORNL/TM-2014/480, December 2014. Click here to download this report (PDF)

Staff Report"2014 Indiana Renewable Energy Resources Study," September 2014. Click here to download this report (PDF)

Nderitu, D.G., Preckel, P.V., Gotham, D., "Assessment of the National Prospects for Electricity Generation from Biomass," April 2014. Click here to download this report (PDF)

Hadley, S. W. and Gotham, D. J., “Additional EIPC Study Analysis: Interim Report on Medium Priority Topics,” Oak Ridge National Laboratory report ORNL/TM-2013/561, March 2014. Click here to download this report (PDF)

2013

Staff Report, "Indiana Electricity Projections: The 2013 Forecast," December 2013. Click here to download this report (PDF)

Staff Report"Natural Gas Market Study," November 2013. Click here to download this report (PDF)

Davis, C. D., Gotham, D. J., Preckel, P. V., Liu, A., Determining the Impact of Wind on System Costs via the Temporal Patterns of Load and Wind Generation,Energy Policy, v. 60, pp. 122-131, September 2013.

Staff Report"2013 Indiana Renewable Energy Resources Study," September 2013. Click here to download this report (PDF)

Davis, C.D., Preckel, P.V., Gotham, D., “Valuation of Energy Storage with Wind Generation,” August 2013. Click here to download this report (PDF)

Giraldo, S.J., Gotham, D., Preckel, P.V., “An Assessment of the Potential for Electricity Generation in Indiana from Biogas Resources,” June 2013. Click here to download this report (PDF)

Staff Report"Utility Scale Energy Storage Systems: Benefits, Applications, and Technologies," June 2013. Click here to download this report (PDF)

Staff Report"The Impact of Wind Capacity on Electricity Generation Costs in Indiana," June 2013. Click here to download this report (PDF)

2012

Staff Report"Fundamentals of Nuclear Power," December 2012. Click here to download this report (PDF)

Staff Report"2012 Indiana Renewable Energy Resources Study," September 2012. Click here to download this report (PDF)

Staff Report"Statewide Database of Energy Efficiency Efforts in Indiana: 2011," June 2012. Click here to download this report (PDF)

Ruangpattana, S., Preckel, P., Gotham, D., Muthuraman, K., Velastegui, M., Morin, T., Uhan, N., Diversification of Fuel Costs Accounting for Load Variation,Energy Policy, v. 42, pp. 400-408, March 2012.

Staff Report"Statewide Database of Energy Efficiency Efforts in Indiana: 2010," January 2012. Click here to download this report (PDF)

Staff Report"The Impacts of Federal Environmental Regulations on Indiana Electricity Prices," January 2012. Click here to download this report (PDF)

2011

Sparrow, F. T., Preckel, P. V., Bowen, B. H., Yu, Z., Gotham, D. J., Regional Electricity Markets and the Cost of Natural Flow Dam Operation,Energy Systems, v. 2, No. 3-4, pp. 325-357, November 2011.

Staff Report, "Indiana Electricity Projections: The 2011 Forecast," September 2011. Click here to download the 2011 Forecast (PDF)

Staff Report"2011 Indiana Renewable Energy Resources Study," September 2011. Click here to download this report (PDF)

Brown, S.V., Nderitu, D.G., Preckel, P.V., Gotham, D., Allen, B.W., "Renewable Power Opportunities for Rural Communities," April 2011. Click here to download this report (PDF)

Staff Report"Wind Generation’s Contribution to the Management of Average Cost and Cost Volatility for Indiana," March 2011. Click here to download this report (PDF)

Davis, C.D., Gotham, D., Preckel, P.V., “Determining the Impact of Wind on System Costs via the Temporal Patterns of Load and Wind Generation,” March 2011. Click here to download this report (PDF)

2010

Staff Report"2010 Indiana Renewable Energy Resources Study," September 2010. Click here to download this report (PDF)

Bowen, B.H., Canchi, D., Lalit, V.A., Preckel, P.V., Sparrow, F.T., and Irwin, M.W., “Planning India’s Long-term Energy Shipment Infrastructures for Electricity and Coal,” Energy Policy, 38:432-444.

2009

Staff Report, "Indiana Electricity Projections: The 2009 Forecast," December 2009. Click here to download the 2009 Forecast (PDF)

Gotham, D., Muthuraman, K., Preckel, P.V., Rardin, R., and Ruangpattana, S., “A Load Factor Based Mean-Variance Analysis for Fuel Diversification,” Energy Economics, 31:249-256.

Lu, L., Preckel, P., and Gotham, D, “Assessment of the Reliability of Indiana's Electricity Generation System,” Proceedings of the 41st Annual North American Power Symposium, Mississippi State University, Starkville, MS, October 4-6, 2009.

Staff Report"2009 Indiana Renewable Energy Resources Study," September 2009. Click here to download this report (PDF)

Preckel, P.V., Sparrow, F.T., Bowen, B.H., Yu, Z., and Gotham, D.J., “Preserving Low Cost Electricity while Improving the Riverine Environment: Part Two – Model Results,” presented at the IEEE Power Engineering Society General Meeting, Calgary, Alberta, July 26-30.

2008

Canchi, D. and Preckel, P.V., "Pricing Financial Transmission Rights in Deregulated Electricity Markets," in Proceedings of POWERCON2008 and 2008 IEEE Power India Conference, New Delhi, India, October 12-15, 2008.

Bowen, B.H., Canchi, D., Preckel, P.V. and F.T. Sparrow, "Options for Strengthening India's National Power Grid Using the Purdue Long-Term, Least Cost, Generation and Transmission Planning Model," in Proceedings of POWERCON2008 and 2008 IEEE Power India Conference, New Delhi, India, October 12-15, 2008.

Staff Report, "2008 Indiana Renewable Energy Resources Study," September 2008. Click here to download this report (PDF)

Yu, Z., Aouam, T. "A Leader-Follower Gaming Model for Analyzing the 21C World Oil Markets," book chapter, OPEC, Oil Prices and LNG, NOVA Scientific Publishing Inc.

Yu, Z., "Sustainability through Use of Seawater for Space Cooling – Applications in California and Florida," 2008 IEEE Power Engineering Society General Meeting, Pittsburgh, PA, July 20-24, 2008.

Yu, Z., Preckel, P., Irwin, M., Bowen, B., "An Enhanced Model of Energy Expansion with CO_2 Cap-and-Trade and EOR CO2 Re-emergence," 2008 IEEE Power Engineering Society General Meeting, Pittsburgh, PA, July 20-24, 2008.

Yu, Z., "Planning Wind Power Considering System Reliability in Peak Demand Time," 2008 IEEE Power Engineering Society General Meeting, Pittsburgh, PA, July 20-24, 2008.

Tuzuner, A., Yu, Z.,"Wind Speed Modeling and Energy Production Simulation with Weibull Sampling," 2008 IEEE Power Engineering Society General Meeting, Pittsburgh, PA, July 20-24, 2008.

Tuzuner, A., Yu, Z., "A Theoretical Analysis on the Parameter Estimated for the Weibull Wind Speed Distribution," 2008 IEEE Power Engineering Society General Meeting, Pittsburgh, PA, July 20-24, 2008.

Preckel, P. V., Sparrow, F. T., Bowen, B. H., Yu, Z., Gotham, D. J., Yang, Z., "Preserving Low Cost Electricity While Improving the Riverine Environment: A Case Study of Ghana's Akosomobo Dam Complex," 2008 IEEE Power Engineering Society General Meeting, Pittsburgh, PA, July 20-24, 2008.

Tyner, W.E., Dooley, F., Gray, A., Preckel, P.V., and Doering II, O.C., “Energy and Biofuels,” Purdue Agricultural Economics Report, July 2008.

Ruangpattana, S., Gotham, D., Muthuraman, K., Preckel, P., and Rardin, R., “Applying Load Factors to the Mean-Variance Analysis for Fuel Diversification,” Proceedings of the 10th International Conference on Probabilistic Methods Applied to Power Systems (PMAPS 2008), Rincon, PR, May 25-29, 2008.

Aouam, T., Yu, Z., "A Multistage Stochastic Hydrothermal Scheduling Model," Proceedings of the IEEE PES eit 2008 Conference, Ames, IA, May 18-21, 2008.

Yu, Z., "Wind Power & Transportation - A Bridge to Energy Security: Part I – The Model ," Proceedings of the IEEE PES eit 2008 Conference, Ames, IA, May 18-21, 2008.

Yu, Z., "Wind Power & Transportation - A Bridge to Energy Security: Part I – Case Studies," Proceedings of the IEEE PES eit 2008 Conference, Ames, IA, May 18-21, 2008.

Gotham, Douglas J., Holland, Forrest D., Nderitu, David G., Preckel, Paul V., Raymond, Leigh S., Shiveley, Gerald E., and Yu, Zuwei, "The Projected Impacts of Carbon Dioxide Emissions Reduction Legislation on Electricity Prices in Indiana," February 2008. Click here to download this report (PDF)

2007

Staff Report, "Indiana Electricity Projections: The 2007 Forecast," December 2007. Click here to download the 2007 Forecast (PDF)

Yu, Z., Bowen, B., "Integrated Energy Resource Planning Approach to the U.S. Energy Security Issues," Oil, Gas, Energy & Law, November 2007.

Yu, Zuwei, "Spatial Energy Market Risk Analysis Using Downside Risk Measures," International Journal of Electric Power and Energy Systems,Vol. 29, No. 8, October 2007.

Staff Report, "2007 Indiana Renewable Energy Resources Study," September 2007. Click here to download this report (PDF)

Preckel, P.V., Yu, Z. (Purdue University), Rupp, J.A., Hieb, F.H. (Indiana Geological Survey), "Synfuel Park/Polygeneration Plant: Feasibility Study for Indiana," prepared for the Indiana Center for Coal Technology Research, September 30, 2007. Click here to download this report (PDF) ~ Click here for Appendices A-D Click here for Appendix E

Staff Report, "Clean Coal Technologies," July 2007. Click here to download this report (PDF).

Staff Report, "Energy Trends Report," July 2007. Click here to download this report (PDF)

Yu, Z., "An MIP Power Portfolio Optimization Model with Partial Movements," International Journal of Electric Power & Energy Systems (IJEPES), July 2007.

Yu, Zuwei, "Issues on Renewable Energy Development in China," Proceedings of the IEEE PES 2007 General Meeting, Tampa FL, June 2007.

Oberbeck, J., Yu, Z., Rardin, R., and Holland, F., "Modeling Regional CO2 Control in Energy Production with Cap & Trade Regulation," Proceedings of the IEEE PES 2007 General Meeting, Tampa FL, June 2007.

Irwin, M.W., Bowen, B.H., Preckel, P.V., Yu, Z., Rupp, J., Hieb, F.H., and Mastalerz, M.,“A Feasibility Study for the Construction of a Fischer-Tropsch Liquid Fuels Production Plant with Power Co-Production at NSA Crane,” Center for Coal Technology Research Report, Energy Center, Discover Park, Purdue University, West Lafayette, IN,  May 2007.

Bowen, B., Irwin, M., Sparrow, F.T., Mastalerz, M.,Yu, Z., and Kramer, R., "Indiana Clean Coal Research Strategies and Programs," International Journal of Energy Sector Management, April 2007.

Gotham, D., Muthuraman, K., Rardin, R., and Ruangpattana, S., "A Load Factor Based Mean-Variance Analysis for Fuel Diversification,” Proceedings of the 3rd Annual Carnegie Mellon Conference on the Electricity Industry, Pittsburgh, PA, March 13-14, 2007.

2006

Staff Report, "2006 Indiana Renewable Energy Resources Study," September 2006. 
Click here to download the 2006 Renewables Study (PDF)

Staff Report, "The Projected Impacts of Mercury Emissions Reductions on Electricity Prices in Indiana," Prepared for the Indiana Utility Regulatory Commission and the Indiana Department of Environmental Management, September 2006.
Click here to download this report (PDF)

Staff Report, "The Projected Impacts of the Clean Air Interstate Rule on Electricity Prices in Indiana," Prepared for the Indiana Utility Regulatory Commission and the Indiana Department of Environmental Management, March 2006.
Click here to download this report (PDF)

Tuzuner, Akiner, and Yu, Zuwei, "A Stochastic Mean-Reversion Model for Analyzing World Energy Markets," Proceedings of the PCC Power Conference, Pittsburgh, PA, September 26-28, 2006.

Yu, Zuwei, "Lessons Learned from the Failed Risk Management for Investing in Natural Gas Fired Power Plants," Proceedings of the IEEE PES 2006 General Meeting, Montreal, Canada, June 2006.

Rardin, R., Yu, Z., Holland, F., Black, A., and Oberbeck, J., "Power CO2 Capture Cost Estimates from a State Perspective: Part I - Technologies," Proceedings of the IEEE PES 2006 General Meeting, Montreal, Canada, June 2006.

Rardin, R., Yu, Z., Holland, F., Black, A., and Oberbeck, J., "CO2 Capture Cost Estimates from a State Perspective: Part II - Electricity Price/Demand Impact on Indiana," Proceedings of the IEEE PES 2006 General Meeting, Montreal, Canada, June 2006.

Rardin, R., Yu, Z., Holland, F., Black, A., and Oberbeck, J., "Factors that Affect the Design and Implementation of Clean Coal Technologies in Indiana," Final Report prepared for the Indiana Center for Coal Technology Research, January 2006.

2005

Yu, Z, Bowen, B.H., Sparrow, F.T., Siriariyaporn, V., and Yu, L., "Integrated Energy Resources Planning for the ASEAN Countries and Southern China," Oil, Gas & Energy Law Intelligence, Vol. 3, Issue 4, December 2005. 
Click here to download this report (PDF)

Staff Report, "Indiana Electricity Projections: The 2005 Forecast," Prepared for the Indiana Utility Regulatory Commission, December 2005.
Click here to download the 2005 Forecast (PDF)

Staff Report, "2005 Indiana Renewable Energy Resources Study," September 2005. 
Click here to download the 2005 Renewables Study (PDF)

Staff Report, "Natural Gas Purchase Incentive Regulation and Benchmarking," Prepared for the Indiana Utility Regulatory Commission, July 2005.
Click here to download the Natural Gas Report (PDF)

Ivanic, R., Preckel, P., and Yu, Z., "Market power and welfare effect in DC power flow electricity models with thermal line losses," Decision Support Systems, 40(2005), pp. 529-542. Available online at http://www.sciencedirect.com/ .

2004

Yu, Z. and Lusan, D., "Optimal Placement of FACTS Devices Considering Losses," J. Electrical Power & Energy Systems, vol. 26(10), Dec. 2004, PP 813-820.

Staff Report, "2004 Indiana Renewable Energy Resources Study," September 2004. 
Click here to download the 2004 Renewables Study (PDF)

Staff Report, "Comparison of Distributed Generation Interconnection Rules in California, Delaware, Michigan, New York, Ohio, Texas and Wisconsin," July 2004. 
Click here to download this document (PDF)

2003

Staff Report, "2003 Indiana Renewable Energy Resources Study," September 2003. 
Click here to download the 2003 Renewables study (PDF)

Staff Report, "Indiana Electricity Projections: The 2003 Forecast," September 2003. 
Click here to download the 2003 Forecast (PDF)

Staff Report, "Indiana Natural Gas Modeling System: A Technical Report," Prepared for the Indiana Utility Regulatory Commission, June 2003. 
Click here to download this report (in Adobe Reader PDF format)

Yu, Z., "An MIP Mean-Variance Method for Energy Market Risk Analysis," Energy Economics, Vol 25(3), pp 455-468, 2003.

Yu, Z., "A Market Power Model with Price Caps and DC Power Flow Constraints," International Journal of Electrical Power & Energy Systems, V. 25(4), pp. 301-307, May 2003.

2002

Yu, Z., "A Theory on the Existence of a Nash Equilibrium," IEEE PES (Power Engineering Society) Letters, IEEE Power Engineering Review, December 2002.

Gotham, D.J., IURC Cause No. 42145, Expert Testimony regarding the need for proposed new capacity from both a statewide and individual utility basis, the appropriateness of the type of proposed new capacity, and the adequacy of the bulk transmission system to transfer the output of the proposed new capacity to the customers, July 2002.

Yu, Z., "Integrated Risk Management Under Deregulation," Proceedings of the IEEE PES Summer Power Meeting 2002, Chicago, IL, July 2002.

Yu, Z., "Avoiding Congestion Charges in Spatial Electricity Competition: Part II - Applications," Proceedings of the IEEE PES Summer Power Meeting 2002, Chicago, IL, July 2002.

Yu, Z., "Avoiding Congestion Charges in Spatial Electricity Competition: Part I - Theoretical Formulation," Proceedings of the IEEE PES Summer Power Meeting 2002, July 2002, Chicago, IL.

Staff Report, "Indiana Electricity Projections: The 2002 Forecast Update," prepared for the Indiana Utility Regulatory Commission, July 2002.
Click here to download this report

Nderitu, D.G., Yu, Z., Gotham, D.J., and Sparrow, F.T., "Quantifying the Benefits of Distributed Generation in Imperfectly Competitive Electricity Markets," Proceedings of the Power System 2002 Conference: Impact of Distributed Generation, Clemson, SC, March 2002.

Yu, Z., Sparrow, F.T., Gotham, D.J., Holland, F.D., Nderitu, D.G., and Morin, T.L., "The Impact of Transmission on Imperfect Electricity Competition," Proceedings of the IEEE PES Winter Power Meeting 2001, New York, NY, January 2002.

Yu, Z., "Spatial Energy Market Risk Analysis Part II: The Spatial Risk Model," Proceedings of the IEEE PES Winter Power Meeting 2001, New York, NY, January 2002.

Yu, Z., "Spatial Energy Market Risk Analysis Part I: An Introduction to Downside Risk Measures," Proceedings of the IEEE PES Winter Power Meeting 2001, New York, NY, January 2002.

2001

Staff Report, "Indiana Electricity Projections: The 2001 Forecast," prepared for the Indiana Utility Regulatory Commission, December 2001.
Click here to download this report

Staff Report, "Factors Affecting Indiana Electricity Prices in Competitive Markets," prepared for the Indiana Utility Regulatory Commission, November 2001.
Click here to download this report

Staff Report, "Sufficiency of Indiana Generating Capacity in NOxRetrofit Outage Periods," prepared for the Indiana Utility Regulatory Commission, November 2001.
Click here to download this report

Yu, Zuwei, "A Proposed CLP Method for Allocating Real Power Losses of Multiple Flows," IEEE PES (Power Engineering Society) Letters, IEEE Power Engineering Review, Vol. 21, No. 11, November 2001.

Sparrow, F.T., Yu, Z., and Preckel, P., "A Locational Gaming Model with CO2 Constraints and Taxes," International Journal of Electrical Power & Energy Systems, July 2001.

Yu, Zuwei, Sparrow, F.T., and Gotham, D., "Evaluating the Effect of Mergers on Deregulated Electricity Markets," Proceedings of the Conference on Large Engineering Systems - Power Engineering, Halifax, Nova Scotia, July 2001.

Yu, Z., Sparrow, F.T., Gotham, D.J., Holland, F.D., Nderitu, D.G. "A Large Oligopoly Competition Model with an Application to the Midwest Electricity Markets," Proceedings of the IEEE PES Summer Power Meeting 2001, Vancouver, BC, July 17, 2001.

Sparrow, F.T., Bowen, B.H., Yu, Z., "Regional Hydropower Policy and Capacity Expansion Modeling for the Countries of Southern Africa," International Water Power & Dam Construction, February 2001.

Yu, Zuwei, "A Strategic Coalition Gaming Model with Spatial Formulation for Pricing Electricity Markets," IEEE PES letters, IEEE Power Engineering Review, February 2001.

2000

Morse, Adair and Yu, Zuwei, "The Effect of Electricity Deregulation on Indiana's Agriculture Economy," Purdue Agriculture Economics Report, September 2000.

Yu, Zuwei, Sparrow, F.T., Bowen, Brian, and Smardo, Frank J., "On the Convexity Issues of Hydrothermal Scheduling," International Journal of Electrical Power and Energy Systems, August 2000.

Yu, Z., Nderitu, D.G., Sparrow, F.T., Gotham, D.J., "Optimal and Reliable Dispatch of Supply and Demand Bids for Competitive Electricity Markets," Proceedings of the IEEE Power Engineering Society Summer Meeting, Seattle, WA, July 16-20, 2000.

Gotham, D.J., Holland, F.D., and Nderitu, D.G., "The Projected Impacts of NOx Emissions Reductions on Electricity Prices: A Case Study for the State of Indiana," Utilities Policy, Vol. 9, No. 2, June 2000.

Gotham, D.J., Holland, F.D., and Nderitu, D.G., "The Projected Impacts of NOx Emissions Reductions on Electricity Prices in Indiana," prepared for the Indiana Utility Regulatory Commission and the Indiana Department of Environmental Management, June 2000.

Yu, Z., Nderitu, G., and Smardo, F.J., "A Proposed LOSBE as a Reliability Index for Deregulated Electricity Markets," Proceedings of the IEEE PES Winter Meeting, Singapore, January 2000.

Yu, Z., Sparrow, F.T., and Morin, T.L., "A Stackelberg Price Leadership Model for Deregulated Electricity Markets," Proceedings of the IEEE PES Winter Meeting, Singapore, January 2000.

1999

Yu, Z., Sparrow, F.T., and Bowen, B.H., "Optimal Placement of FACTS Devices in Multiple Time Periods and Variable Load Conditions," Proceedings of the IASTED International Conference Power and Energy Systems, November 1999.

Staff Report, "Indiana Electricity Projections, The 1999 Forecast Summary," prepared for the Indiana Utility Regulatory Commission, October 1999.

Staff Report, "Indiana Electricity Projections, The 1999 Forecast," prepared for the Indiana Utility Regulatory Commission, October 1999.
Click here to download the 1999 Forecast

Yu, Zuwei, "A Mixed Integer Social Welfare Maximization Model and Optimal Electricity Pricing," IEEE PES Letters, IEEE Power Engineering Review, July 1999.

Yu, Zuwei, Sparrow, F.T., and Lusan, David, "Estimating Conjectural Variations of Deregulated Electricity Prices and Consumers Responses," Proceedings of the 61st American Power Conference, Chicago, V. 61, 1999.

Sparrow, F.T., Yu, Z., and Lusan, D., "Market Gaming and Market Power Mitigation Strategies," Proceedings of the 1999 IEEE PES Winter Meeting, New York, January 1999.

1998

Gotham, D.J., and Heydt, G.T., "Power Flow Control in Systems with FACTS Devices," Journal of Electric Machines and Power Systems, V. 26, No. 9, pp. 951-962, November 1998.

Staff Report, "The Projected Impact of Restructuring on Indiana Electricity Prices: An Interim Report," prepared for the Indiana Utility Regulatory Commission, May 1998.

Sparrow, F.T., Yu, Zuwei, et al., "A Multi-Regional Electricity Trade Study for Southern African Power Pool," Proceedings of the 60th American Power Conference, V. 60, 1998.

Nderitu, G., F.T. Sparrow and Zuwei Yu, "Generation Expansion Considering DC Power Flow Constraints," Proceedings of the 60th American Power ConferenceV. 60, 1998.

Yu, Zuwei, and Sparrow, F.T., "Pricing Risk Analysis for Competitive Electricity Trading in Deregulated and Open Access Environments," Proceedings of the 60th American Power Conference, V. 60, 1998.

Yu, Zuwei, Sparrow, F.T., and Nderitu, G., "Mid/Long-Term Hydrothermal Scheduling Using Composite Thermal and Composite Hydro Representations," The IEE Proceedings on Generation, Transmission and Distribution, March/April, 1998.

Yu, Z., Sparrow, F.T., and Bowen, B.H., "A New Long-Term Hydro Production Scheduling Method for Maximizing the Profit of Hydroelectric Systems," IEEE Transactions on Power Systems, V. 13, No. 1, February 1998.

Gotham, Douglas J., and Heydt, G.T., "Steady State Power Flow Control and Power Flow Studies for Systems with FACTS Devices," The IEEE Transactions on Power Systems, V. 13, No. 1, February 1998.

1997

Gotham, D.J., and Heydt, G.T., "Power Flow in Systems with FACTS Devices," Journal of Electric Machines and Power Systems, 1997.

Sparrow, F.T., Yu, Z., and Bowen, B., "A New Long Term Hydro Production Scheduling Method for Maximizing the Profit of Hydroelectric Systems," IEEE Power Engineering Society Transactions, 1997.

Yu, Z., Sparrow, F.T., and Trafalis, T. "A Fast Algorithm for Security Constrained Dispatch Considering Wheeling and DC Power Flows," Proceedings of the 59th American Power Conference,V. 59-I, 1997.

Sparrow, F.T., Yu, Z., Gotham, D.J., and Gupta, R. "A Linear Mixed Integer Formulation of Multi-Area Energy Production Simulation with Unconditional Constraints," Proceedings of the 59th American Power Conference, Chicago, IL, April 2, 1997.

1996

Staff Report, "1996 Indiana Electricity Projections: An Executive Summary," prepared for the Indiana Utility Regulatory Commission, October 1996.

Staff Report, "1996 Indiana Electricity Projections," prepared for the Indiana Utility Regulatory Commission, October 1996.

Sparrow, F.T. and Stamber, K., "Projected Electricity Use by Indiana's Transportation Industry," April 1996.

Sparrow, F.T., "Competition in Indiana's Electric Industry," preparedfor the Indiana Utility Regulatory Commission, March 21, 1996.

The McKinzie Group, "Scenario-Based Energy Forecasting Model for Indiana's Primary Metals Industries: Iron and Steel Industry," January 1996.

The McKinzie Group, "Scenario-Based Energy Forecasting Model for Indiana's Primary Metals Industries: Aluminum Industry," January 1996.

The McKinzie Group, "Scenario-Based Energy Forecasting Model for Indiana's Primary Metals Industries: Foundry Industry," January 1996.

1995

Gotham, D.J., and Heydt, G.T., "FACTS: Device Models for Power Flow Studies," The Proceedings of the 27th Annual North American Power Symposium, pp. 514-519, Bozeman, Montana, October 1995.

Stamber, K.L., "A Methodology to Estimate the Cost Savings and Benefits of Improved Efficiency in Industrial Capital Motor Stock," Proceedings of the ACEEE 1995 Summer Study on Energy Efficiency in Industry, Grand Island, NY, Vol. II, pp. 389-399, August 1-4, 1995.

Michaelson, D.A., and Sparrow, F.T., "Energy Efficiency in the Metals Fabrication Industries," Proceedings of the ACEEE 1995 Summer Study on Energy Efficiency in Industry, Grand Island, NY, Vol. I, pp. 71-139, August 1-4, 1995.

Staff Report, "The 1994 Indiana Electricity Projections: Executive Summary," prepared for the Indiana Utility Regulatory Commission, May 1995.

Staff Report, "The 1994 Indiana Electricity Projections," prepared for the Indiana Utility Regulatory Commission, May 1995.

1994

Gotham, D.J., and Heydt, G.T., "The Response of Systems under AGC Using Load Forecasting Information," The Proceedings of the 26th Annual North American Power Symposium, Kansas State University, Manhattan, KS, pp. 508-516, September 26-27, 1994.

1993

Heydt, G.T., Gotham, D.J., Cearley, R.W., and Sparrow, F.T., "Tutorial on Electric Power Systems: Basics, Design and Operation," A Workshop prepared for Indiana Utility Regulatory Commission, October 26-27, 1993.

Sparrow, F.T., Haslam, E., and Smolen, H., "Water Resources Issues for the Indiana Electric Power Industry," Indiana Water Resources Research Center (Purdue University) and State Utility Forecasting Group, July 1993.

Staff Report, "Indiana Electricity Demand: Executive Summary," prepared for Indiana Utility Regulatory Commission, June 1993.

Staff Report, "Indiana Electricity Demand: Technical Appendix," prepared for Indiana Utility Regulatory Commission, June 1993.

Staff Report, "Indiana Electricity Demand: The 1993 Forecast," prepared for Indiana Utility Regulatory Commission, June 1993.

Sparrow, F.T., and McKinzie, L., "The Likely Market Potential for Electricity Saving ASD Devices," in Innovative Energy and Environmental Applications, The Fairmont Press, Inc., Chapter 23, pp. 119-126, Lilburn, GA, 1993.

Sparrow, F.T., and Schmidt, P.S., "Demand-Side Management Implications of Electrically-Based Manufacturing Technologies," Energy, Vol. 18, No. 10, pp. 1067-1076, 1993.

Sparrow, F.T., "Review of EIA's Industrial Energy Demand Model," Proceedings of the National Energy Modeling System Conference, Arlington, Virginia, (DOE/EIA-0566, May 1993), pp. 538-550, February 1-2, 1993.

1992

Sparrow, F.T., and McKinzie, L., "The Likely Market Potential for Electricity Saving ASD Device," Proceedings, 15th World Energy Engineering and 1991 World Environmental Engineering Congress, Atlanta, GA, October 28-30, 1992.

Sparrow, F.T., McKinzie, L., Lee, J., Cearley, R., and Holland, F., "The Design of DSM Incentives for the Industrial Sector," Proceedings, 1991 International Energy Efficiency and DSM Conference, Toronto, Canada, October 20-22, 1992.

Sparrow, F.T., and Schmidt, P.S., "Demand-Side Management Implications of Electrically-Based Manufacturing Technologies," Proceedings, 27th Intersociety Energy Conversion Engineering Conference, San Diego, CA, August 3-7, 1992.

Staff Report, "Electricity Demand in PSI Energy, Inc. Service Territory: 1990-2010," prepared for Indiana Utility Regulation Commission, August 1992.

Staff Report, "Electricity Demand in Indianapolis Power and Light Service Area: 1990-2010," prepared for Indiana Utility Regulatory Commission, August 1992.

Sparrow, F.T., Cearley, R., Holland, F., and McKinzie, L., "Equity, Efficiency, and Effectiveness in DSM Rate Design," The Electricity Journal, pp. 25-33, May 1992.

Staff Report, "Electricity Demand in Indianapolis Power & Light Service Area: 1990-2010," March 1992.

Mathews, A., and Randolph, J.C., "Global Climate Change, Electric Utilities and Energy Policy," School of Environmental Affairs, Indiana University, SUFG Technical Report No. 103, January 1992.

1991

Staff Report, "A Comparison of the PSI and SUFG Forecasts," November 1991.

Staff Report, "Electricity Demand in PSI Energy Inc. Service Area: 1990-2010," November 1991.

Sparrow, F.T., Cearley, R., Holland, F., and McKinzie, L., "Demand Side Management (DSM) Rate Design Issues When Utility Prices Exceed Marginal Costs," Technical Report, October 1991.

Sparrow, F.T., Cearley, R.W., Holland, F.D., McKinzie, L., Bubb, S., and Frye, E., "Analyzing Potential Impact and Cost Effectiveness of DSM Strategies for Indiana," Proceedings, EPRI's Eighth Electric Utility Forecasting Symposium: The Foundation of Planning, Baltimore, MD, EPRI TR-100396, p. 17-1 to 17-10, October 23-25, 1991.

Staff Report, "The Future of DSM in Indiana: Indiana Electric Association (IEA)," September 30, 1991.

Sparrow, F.T., Cearley, R.W., McKinzie, L., and Holland, F.D., "Average Cost Pricing, Equity, Efficiency, and DSM," Proceedings, 5th National Demand-Side Management Conference, Boston, MA, July 30-August 1, 1991.

Randolph, J.C., Fasenmaier, J., Sinski, T., Temple, K., and Reininga, K., "A Comparison of Three Emissions Control Strategies in the Electric Utility Industry in Indiana," Indiana University, Bloomington, IN, SUFG Technical Report No. 104, July 1991.

Staff Report, "An Executive Summary of the 1990 Forecast for Electricity Demand in Indiana," February 1991.

Staff Report, "Indiana Electricity Demand, The 1990 Forecast," February 1991.

1990

Sparrow, F.T., "Estimating the Response to Industrial Sector DSM Programs," Proceedings, The Demand-Side Management Conference, Halifax, Nova Scotia, Canada, September 19, 1990.

Farhangi, A., McKinzie, L., and Browsen, B.W., "Factors Affecting Cogeneration of Electricity in Indiana's Iron and Steel Industry," Energy Systems and Policy, Vol. 14, No. 3, pp. 183-194, 1990.

1989

Sparrow, F.T., Cearley, R.W., Doering, O.C., Holland, F.D., McKinzie, L., and Preckel, P., "Strategic Load Growth and Demand-Side Management," Proceedings, Demand-Side Management: Strategies for the 90s, Fourth National Conference on Utility DSM Programs, Cincinnati, OH, May 2-4, 1989.

Doering, O.C., Cearley, R.W., Frye E., Holland, F.D., McKinzie, L., Preckel, P., and Sparrow, F.T., "Assessing Industrial Electrification & Economic Development Pricing Initiatives in the Context of Demand-Side Management Concerns," Proceedings, Demand-Side Management: Strategies for the 90s, Fourth National Conference on Utility DSM Programs, Cincinnati, OH, May 2-4, 1989.

Sparrow, F.T., McKinzie, L., and Farhangi, A., "Least Cost Utility Planning Model for Analysis of Industrial Incentive Electricity Rate -- Impact on the Iron and a Steel Industry. Users Guide," March 15, 1989.

Sparrow, F.T., and Beaver, B.J., "Economic Redevelopment Rates: A Survey," Technical Report, March 1989.

1988

Mathews, A., and Randolph, J.C., "Acid Rain: Science and Public Policy," Indiana University, Bloomington, IN, December 1988.

Staff Report, "Electricity Demand for Indiana. A Summary of the 1988 Forecast of the State Utility Forecasting Group, with Projected Impacts of 'Acid Rain' Legislation," December 1988.

Mathews, A., and Randolph, J.C., "An Analysis of the Significance of Emissions Control Regulations upon the Electrical Utility Industry in the State of Indiana," Indiana University, Bloomington, IN, November 1988.

Staff Report, "Indiana Electricity Demand: The 1988 Forecast," October 1988.

Sparrow, F.T., and McKinzie, L., "Applications of Systems Engineering Principles to the Selection of Industrial Electrotechnologies," Systems Science and Engineering - Proceedings, International Conference on Systems Science and Engineering, July 26-28, 1988, Beijing, China, edited by Cheng Weimin, International Academic Publishers, pp. 543-549, 1988.

1987

Staff Report, "A Summary of the 1987 Forecast of the State Utility Forecasting Group," October 1987.

Staff Report, "Indiana Electricity Demand: The 1987 Forecast," October 1987.

1985

McKinzie, L., and Brady, R., "Indiana Manufacturing Outlook 1989-2006," July 1985.