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Book Chapters and Magazine Articles (*Senior Author, † Student/Intern, ‡ Postdoc):

1. Yingchen Zhang, Rui Yang, Jie Zhang, Yang Weng, Bri-Mathias Hodge: “Predictive Analytics for Comprehensive Energy Systems State Estimation”, in: Big Data Application in Power Systems, R. Arghandeh, Y. Zhou (Eds.), Elsevier, 2018.

2. Benjamin Kroposki, Brian Johnson, Yingchen Zhang, Vahan Gevorgian, Paul Deholm, Bri- Mathias Hodge, Bryan Hannegan: “Achieving 100% Renewable Grids – Operating Electric Power Systems with Extremely High Levels of Variable Renewable Energy”, IEEE Power & Energy Magazine, Vol. 15, Issue 2, March/April 2017.

3. Brady Stoll, Rishabh Jain†, Carlo Brancucci Martinez-Anido, Eduardo Ibanez, Anthony Florita, Bri-Mathias Hodge*: “Reserve Estimation in Renewable Integration Studies”, in: Integration of Large Scale Renewable Energy into Bulk Power System: From Planning to Operation, P. Du, A. Tuohy (Eds.), Springer, 2017

4. Jason Ganley, Jie Zhang‡, Bri-Mathias Hodge*: “Wind Energy”, in: Alternative Energy Sources and Technologies: Process Design and Operations, M. Martin (Ed.), Springer, 2016.

5. Mohit Singh, Alicia Allen‡, Bri-Mathias Hodge*: “Grid Connection and Power Conditioning of Wind Farms”, in: Handbook of Clean Energy Systems, R. Boehm, H. Yang, J. Yan (Eds.), Wiley, 2015.

6. Bri-Mathias Hodge, Erik Ela, Paul Denholm: “Integration of Renewable Generation”, in: Encyclopedia of Sustainability Science and Technology, R. Meyers (Ed.), Springer, 2012.

Journal Publications (*Senior Author, † Student/Intern, ‡ Postdoc):

1. Xin Fang, Bri-Mathias Hodge*, Fangxing Li, Ershun Du†, Chongqing Kang, Fangxing Li: “Modelling Wind Power Spatial-Temporal Correlation in Multi-Interval Optimal Power Flow: A Sparse Correlation Matrix Approach”, Accepted for Applied Energy

2. Cong Feng, Mucun Sun, Mingjian Cui, Erol Chartan, Bri-Mathias Hodge, Jie Zhang: “Characterizing Forecastability of Wind Sites in the United States”, Accepted for Renewable Energy.

3. Xin Fang, Bri-Mathias Hodge, Linquan Bai, Hantao Cui, Fangxing Li: “Mean-Variance Optimization-Based Energy Storage Scheduling Considering Day-Ahead and Ral-Time LMP Uncertainties”, Accepted for IEEE Power Engineering Letters.

4. Xin Fang, Venkat Krishnan, Bri-Mathias Hodge*: “Strategic Offering for Wind Power Producers Considering Energy and Flexible Ramping Products”, Accepted for Energies.

5. Xinmin Zhang, Yuan Li, Siyuan Lu, Hendrik Hamann, Bri-Mathias Hodge, Brad Lehman: “A Solar Time-based Analog Ensemble Method for Regional Solar Power Forecasting”, Accepted for IEEE Transactions on Sustainable Energy.

6. Xin Fang, Linquan Bai, Fangxing Li, Bri-Mathias Hodge: “Hybrid Component and Configuration Model for Combined-Cycle Units in the Unit Commitment Problem”, Accepted for the Journal of Modern Power Systems and Clean Energy.

7. Mingjian Cui, Venkat Krishnan, Bri-Mathias Hodge, Jie Zhang: “A Copula-Based Conditional Probabilistic Forecast Model for Wind Power Ramps”, IEEE Transactions on Smart Grid, In Press.

8. Ershun Du†, Ning Zhang, Qin Wang, Bri-Mathias Hodge, Chongqing Kang, Benjamin Kroposki: “The Role of Concentrating Solar Power Towards High Renewable Energy Penetrated Power Systems”, IEEE Transactions on Power Systems, In Press.

9. Mingjian Cui, Jie Zhang, Bri-Mathias Hodge, Siyuan Lu, Hendrik Hamann: “A Methodology for Quantifying Reliability Benefits from Improved Solar Power Forecasting in Multi- Timescale Power System Operations”, IEEE Transactions on Smart Grid, In Press.

10. Mingjian Cui, Jie Zhang, Qin Wang, Venkat Krishnan, Bri-Mathias Hodge*: “A Data-Driven Methodology for Probabilistic Wind Power Ramp Forecasting”, IEEE Transactions on Smart Grid, In Press.

11. Dominik Dominković†, Greg Stark, Bri-Mathias Hodge, Allan Schrøder Pedersen: “Integrated energy planning with a high share of variable renewable energy sources for a Caribbean island”, Energies, Vol. 11, Iss. 9, 2018.

12. Michael Craig, Paulina Jaramillo, Bri-Mathias Hodge, Nathaniel Williams, Edson Severnini: “A Retrospective Analysis of the Market Price Response to Distributed Photovoltaic Generation in California”, Energy Policy, Vol. 121, 2018.

13. Steven Davis, Nathan Lewis, Matthew Shaner, Sonia Aggarwal, Doug Arent, Ines Azevedo, Sally Benson, Thomas Bradley, Jack Brouwer, Yet-Ming Chiang, Christopher Clack, Armond Cohen, Stephen Doig, Jae Edmonds, Paul Fennell, Christopher Field, Bryan Hannegan, Bri- Mathias Hodge, Martin Hoffert, Eric Ingersoll, Paulina Jaramillo, Klaus Lackner, Katharine Mach, Michael Mastrandrea, Joan Ogden, Per Peterson, Daniel Sanchez, Daniel Sperling, Joseph Stagner, Jessika Trancik, Chi-Jen Yang, Ken Calderia: “Net-zero emissions energy systems”, Science, Vol. 360 Iss. 6396, 2018.

14. Kwabena Pambour, Rostand Sopgwi, Bri-Mathias Hodge, Carlo Brancucci: “The value of day- ahead coordination of power and natural gas network operations”, Energies, Vol. 11, Iss. 7, 2018.

15. Fei Wang, Kangping Li, Neven Duic, Zengqiang Mi, Bri-Mathias Hodge, Miadreza Shafie- khah, João Catalão: “Association rule mining based quantitative analysis approach of household characteristics impacts on residential electricity consumption patterns”, Energy Conversion and Management, Vol. 171, 2018.

16. Richard Bryce†, Ignacio Losada Carreno†, Andrew Kumler, Bri-Mathias Hodge, Billy Roberts, Carlo Brancucci Martinez-Anido: “Consequences of Neglecting the Interannual Variability of the Solar Resource: A Case Study of Photovoltaic Power Among the Hawaiian Islands”, Solar Energy, Vol. 167, 2018.

17. Ershun Du†, Ning Zhang, Bri-Mathias Hodge, Chongqing Kang, Benjamin Kroposki, Qing Xia: “Economic justification of concentrating solar power in high renewable energy penetrated power systems”, Applied Energy, Vol. 222, 2018.

18. Jianhua Zhang‡, Adarsh Hasandka†, Jin Wei, S M Shafiul Alam‡, Tarek Elgindy, Anthony Florita, Bri-Mathias Hodge*: “Simulating Hybrid Communications for Distributed Smart Grid Applications”, Energies, Vol. 11, Iss. 4, 2018.

19. Bri-Mathias Hodge*, Carlo Brancucci Martinez-Andio, Qin Wang, Erol Chartan, Anthony Florita, Juha Kiviluoma: “The Combined Value of Wind and Solar Power Forecasting Improvements and Electricity Storage”, Applied Energy, Vol. 214, 2018.

20. Andrew Clifton, Bri-Mathias Hodge*, Caroline Draxl, Jake Badger, Aron Habte: “Wind and Solar Resource Data Sets”, WIRES Energy and Environment, Vol. 7, Iss. 2, 2018.

21. Michael Craig, Paulina Jaramillo, Bri-Mathias Hodge: “Carbon Dioxide Emissions Effects of Grid-Scale Electricity Storage in a Decarbonizing Power System”, Environmental Research Letters, Vol. 13, No. 1, 2018.

22. Fei Wang, Zhao Zhen, Chun Liu, Zengqian Mi, Bri-Mathias Hodge, Miadreza Shafie-khah, João Catalão: “Image phase shift invariance based cloud motion displacement vector calculation method for ultra-short-term solar PV power forecasting”, Energy Conversion and Management, Vol. 157, pp. 123 – 135, 2018.

23. Ivonne Peña†, Carlo Brancucci Martinez-Anido‡, Bri-Mathias Hodge*: “An Extended IEEE 118-bus Test System with High Renewable Penetration”, IEEE Transactions on Power Systems, Vol. 33, Iss. 1, pp. 281 – 289, 2018.

24. Fernando Postigo Marcos, Carlos Mateo Domingo, Tomas Gomez San Roman, Bryan Palmintier, Bri-Mathias Hodge, Venkat Krishnan, Fernando de Cuadra Garcia, and Barry Mather: “A review of power distribution test feeders in the United States and the need for synthetic representative networks”, Energies, Vol. 10, Issue 11, 2017.

25. Ricardo Bessa, Corinna Möhrlen, Vanessa Fundel, Malte Siefert, Jethro Browell, Sebastian Haglund El Gaidi, Bri-Mathias Hodge, Umit Cali, George Kariniotakis: “Towards Improved Understanding of the Applicability of Uncertainty Forecasts in the Electric Power Industry”, Energies, Vol. 10, Issue 9, 2017.

26. Qifang Chen, Fei Wang, Bri-Mathias Hodge, Zhigang Li, Miadreza Shafie-khah, Joao Catalao: “Dynamic Price Vector Formation Model Based Automatic Demand Response Strategy for PV-assisted EV Charging Stations”, IEEE Transactions on Smart Grid, Vol. 8, Issue 6, pp. 1949 - 3061, 2017.

27. Qin Wang‡, Bri-Mathias Hodge*: “Enhancing Power System Operational Flexibility with Flexible Ramping Products: A Review”, IEEE Transactions on Industrial Informatics, Vol. 13, Issue 4, pp. 1652 – 1664, 2017.

28. Hongyu Wu, Ibrahim Krad, Erik Ela, Anthony Florita, Eduardo Ibanez, Jie Zhang‡, Bri- Mathias Hodge*: “Stochastic Multi-Timescale Power Systems Operation with Variable Wind Generation”, IEEE Transactions on Power Systems, Vol. 32, Issue 5, pp. 3325 - 3337, 2017.

29. Mingjian Cui†, Jie Zhang‡, Hongyu Wu, Bri-Mathias Hodge*: “Wind-Friendly Flexible Ramping Product Design in Multi-Timescale Power System Operations”, IEEE Transactions on Sustainable Energy, Vol. 8, pp. 1064 – 1075, 2017.

30. Mingjian Cui†, Jie Zhang‡, Cong Feng, Anthony Florita, Yuanzhang Sun, Bri-Mathias Hodge*: “Characterizing and Analyzing Ramping Events in Wind Power, Solar Power, Load, and Netload”, Renewable Energy, Vol. 11, pp. 227 – 244, 2017.

31. Jie Zhang‡, Mingjian Cui†, Bri-Mathias Hodge*, Anthony Florita, Jeffrey Friedman: “Ramp Forecasting Performance from Improved Short-Term Wind Power Forecasting Over Multiple Spatial and Temporal Scales”, Energy, Vol. 122, pp. 528-541, 2017.

32. Cong Feng, Mingjian Cui, Bri-Mathias Hodge, Jie Zhang: “A Data-Driven Multi-Model Methodology with Deep Feature Selection for Short-Term Wind Forecasting”, Applied Energy, Vol. 190, pp. 1245 – 1257, 2017.

33. Bryan Palmintier, Elaine Hale, Timothy Hansen†, Wesley Jones, David Biagioni, Harry Sorensen, Hongyu Wu, Bri-Mathias Hodge*: “IGMS: An Integrated ISO-to-Appliance Scale Grid Modeling System”, IEEE Transactions on Smart Grid, Vol. 8, Iss. 3, pp. 1525 – 1534, 2016.

34. Qin Wang‡, Hongyu Wu, Anthony Florita, Carlo Brancucci Martinez-Anido, Bri-Mathias Hodge*: “The Value of Improved Wind Power Forecasting: Grid Flexibility Quantification, Ramp Capability Analysis, and Impacts of Electricity Market Operation Timescales”, Applied Energy, Vol. 184, pp. 696 – 713, 2016.

35. Jie Zhang‡, Risabh Jain†, Bri-Mathias Hodge*: “A Data-Driven Method to Characterize Turbulence-Caused Uncertainty in Wind Power Generation”, Energy, Vol. 112, pp. 1139 – 1152, 2016.

36. Qin Wang‡, Carlo Brancucci Martinez-Anido‡, Hongyu Wu, Anthony Florita, Bri-Mathias Hodge*: “Quantifying the Economic and Grid Reliability Impacts of Improved Wind Power Forecasting”, IEEE Transactions on Sustainable Energy, Vol. 7, Iss. 4, pp. 1525 – 1537, 2016.

37. Carlo Brancucci Martinez-Anido‡, Gregory Brinkman, Bri-Mathias Hodge*: “The Impact of Wind Power on Electricity Prices”, Renewable Energy, Vol. 94, pp. 474 – 487, 2016.

38. Carlo Brancucci Martinez-Anido‡, Benjamin Botor†, Anthony Florita, Siyuan Lu, Hendrik F. Hamann, Bri-Mathias Hodge*: “The Value of Day-Ahead Solar Forecasting Improvement”, Solar Energy, Vol. 129, pp. 192 – 203, 2016.

39. Emilio Gomez-Lazaro, M. Carmen Bueso, Mathieu Kessler, Sergio Martin-Martinez, Jie Zhang, Bri-Mathias Hodge, Angel Molina-Garcia: “Characterization of Aggregated Large-Scale Wind Power with Weibull Mixtures”, Energies, Vol. 9, Iss. 2, 2016.

40. Mingjian Cui†, Jie Zhang‡, Anthony Florita, Bri-Mathias Hodge, Deping Ke, Yuanzhang Sun: “An Optimized Swinging Door Algorithm for Identifying Wind Ramping Events”, IEEE Transactions on Sustainable Energy, Vol. 7, Iss. 1, pp. 150 – 162, 2016.

41. Jie Zhang‡, Bri-Mathias Hodge*, Siyuan Lu, Hendrik F. Hamann, Brad Lehman, Joseph Simmons, Edwin Campos, Venkat Banunarayanan: “Baseline and Target for Regional and Point Solar Power Forecasts: Toward Improved Solar Power Forecasting”, Solar Energy, Vol 122, pp. 804 – 819, 2015.

42. Jie Zhang‡, Caroline Draxl, Thomas Hopson, Luca Delle Monache, Emilie Vanvyve, Bri- Mathias Hodge*: “Comparison of Numerical Weather Prediction Based Deterministic and Probabilistic Wind Resource Assessment Methods”, Applied Energy, Vol. 156, pp. 528 – 541, 2015.

43. Caroline Draxl, Andrew Clifton, Bri-Mathias Hodge*, James McCaa: “The Wind Integration National Dataset (WIND) Toolkit”, Applied Energy, Vol. 151, pp. 355 – 366, 2015.

44. Kirsten Orwig, Mark Ahlstrom, Venkat Banunarayanan, Justin Sharp, James Wilczak, Jeffrey Freedman, Sue Ellen Haupt, Joel Cline, Obadiah Bartholomy, Hendrik Hamann, Bri-Mathias Hodge, Catherine Finley, Dora Nakafuji, Jack Peterson, David Maggio, Melinda Marquis: “Recent Trends in Variable Generation Forecasting and Its Value to the Power System”, IEEE Transactions on Sustainable Energy, Vol. 6, Iss. 3, pp. 924 – 933, 2015.

45. Jing Wu, Audun Botterud, Andrew Mills, Zhe Zhou, Bri-Mathias Hodge, Michael Heaney: “Integrating Solar PV in Utility System Operations: Analytical Framework and Arizona Case Study”, Energy, Vol. 85, pp. 1 – 9, 2015.

46. Mingjian Cui†, Deping Ke, Yuanzhang Sun, Di Gan, Jie Zhang‡, Bri-Mathias Hodge*: “Wind Power Ramp Event Forecasting Using a Stochastic Scenario Generation Method”, IEEE Transactions on Sustainable Energy, Vol. 6, Iss. 2, pp. 422 – 433, 2015.

47. Angela Cifor, Paul Denholm, Erik Ela, Bri-Mathias Hodge*, Adam Reed: “The Policy and Instiutional Challenges of Grid Integration of Renewable Energy in the Western United States”, Utilities Policy, Vol. 33, pp. 34 – 41, 2015.

48. Jie Zhang‡, Bri-Mathias Hodge*, Anthony Florita: “Joint Probability Distribution and Correlation Analysis of Wind and Solar Power Forecast Errors in the Western Interconnection”, Journal of Energy Engineering, Special Issue on Smart Grid and Emerging Technology Integration, Vol 141, Iss. 1, 2015.

49. Jie Zhang‡, Anthony Florita, Bri-Mathias Hodge*, Siyuan Lu, Hendrik F. Hamann, Venkat Banunarayanan, Anna Brockway: “A Suite of Metrics for Assessing the Performance of Solar Power Forecasting”, Solar Energy, Vol. 111, pp. 157 – 175, 2015.

50. Jie Zhang‡, Souma Chowdhury, Achille Messac, Bri-Mathias Hodge: “A Hybrid Measure- Correlate-Predict Method for Long-Term Wind Condition Assessment”, Energy Conversion and Management, Vol. 87, pp. 697 – 710, 2014.

51. Bri-Mathias Hodge*, Erik Ela, Michael Milligan: “Characterizing and Modeling Wind Power Forecast Errors from Operational Systems for Use in Wind Integration Planning Studies”, Wind Engineering, Vol 36, Iss. 5, pp. 509 – 524, 2012.

52. Shisheng Huang, Hameed Safiullah, Jingjie Xiao, Bri-Mathias Hodge, Ray Hoffman, Joan Soller, Doug Jones, Dennis Dininger, Wallace Tyner, Andrew Liu, Joseph Pekny: “The Effects of Electric Vehicles in the City of Indianapolis”, Energy Policy, Vol. 49, pp. 442 – 455, 2012.

53. Bri-Mathias Hodge, Shisheng Huang, Aviral Shukla, Joseph F. Pekny, Venkat Venkatasubramanian, Gintaras V. Reklaitis: “The Effects of Vehicle-to-Grid Systems on Wind Power Integration”, Wind Energy, Vol. 15, Iss. 7, pp. 903 – 914, 2012.

54. Michael Milligan, Erik Ela, Debra Lew, David Corbus, Yih-huei Wan, Bri-Mathias Hodge: “Assessment of Simulated Wind Data Requirements for Wind Integration Studies”, IEEE Transactions on Sustainable Energy, Vol. 3, Iss. 4, pp. 620 – 626, 2012.

55. Michael Milligan, Erik Ela, Debra Lew, David Corbus, Yih-huei Wan, Bri-Mathias Hodge, Brendan Kirby: “Operational Analysis and Methods for Wind Integration Studies”, IEEE Transactions on Sustainable Energy, Vol. 3, Iss. 4, pp. 612 – 619, 2012.

56. Michael Milligan, Erik Ela, Bri-Mathias Hodge, Brendan Kirby, Debra Lew, Charlton Clark, Jennifer DeCesaro, Kevin Lynn: “Integration of Variable Generation, Cost-Causation, and Integration Costs”, The Electricity Journal, Vo. 24, Iss. 9, pp. 51 – 63, 2011.

57. Bri-Mathias Hodge, Shisheng Huang, John Siirola, Joseph Pekny, Gintaras Reklaitis: “A Multi- Paradigm Modeling Framework for Energy Systems Modeling, Simulation and Analysis”, Computers & Chemical Engineering, Vol. 35, Iss. 9, pp. 1725 – 1737, 2011.

58. Jingjie Xiao, Bri-Mathias Hodge, Joseph Pekny, Gintaras Reklaitis: “Operating Reserve Policies with High Wind Power Penetration”, Computers & Chemical Engineering, Vol. 35, Iss. 9, pp. 1876 – 1885, 2011.

59. Bri-Mathias Hodge, Aviral Shukla, Shisheng Huang, Gintaras Reklaitis, Venkat Venkatasubramanian, Joseph Pekny: “Multi-Paradigm Modeling of the Effects of PHEV Adoption on Electric Utility Usage Levels and Emissions”, Industrial & Engineering Chemistry Research, Special Issue in Honor of Professor Luis Puigjaner, Vol. 50, Iss. 9, pp. 5191 – 5203, 2011.

60. Shisheng Huang, Bri-Mathias Hodge, Farzad Taheripour, Joseph Pekny, Gintaras Reklaitis, Wallace Tyner: “The Effects of Electricity Pricing on PHEV Competitiveness”, Energy Policy, Vol. 39, Iss. 3, pp. 1552 – 1561, 2011.

61. J. Camilo Zapata, Bri-Mathias Hodge, Gintaras Reklaitis: “The Multi-mode Resource Constrained Multi-project Scheduling Problem: Alternative Formulations”, AIChE Journal, Vol. 54, Iss. 8, pp. 2101-2119, 2008.

62. Bri-Mathias Hodge, Frank Pettersson, Nirupam Chakraborti: “Re-evaluation of the Optimal Operating Conditions for the Primary End of an Integrated Steel Plant using Multi-objective Genetic Algorithms and Nash Equilibrium”, Steel Research International, Vol. 77, Iss. 7, pp. 459 – 461, 2006.