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Author anyAaronson, Scott Abhyankar, Nikit Abraham, Sherin Adekanye, Oluwatobi Aden, Nathaniel T.Adhikari, Rajendra Adomatis, Sandra Advocates, National AssociatioAebischer, Bernard Afzal, Asim Agalloco, Adam Agarwal, Shreya Agnew, Kennedy Agwan, Utkarsha Ahlstrom, Mark Ahuja, Deepanshu Aixian, Li Akbari, Hashem Alagappan, Lakshmi Albers, Nathaniel Allen, Riley Alstone, Peter Alvarado, Fernando L.Ambrosini, Andrea Amirebrahimi, Jahon Ancell, Amos Anderson, Karen Anderson, Dennis Anderson, Jeremey Arapogianni, Athanasia Ardani, Kristen Arent, Douglas J.Arora, Siddharth Arreola, Georgina Arvizu, Dan Ashmoore, Olivia Association, National Rural ElecÅstrand, Kerstin Atkinson, Celina S.Atkinson, Barbara A.Atkinson-Palombo, Carol Azevedo, Inês LimaAznar, Alexandra Bachrach, Devra Baggu, Murali Baik, Sunhee Baker, Erin Balash, Peter Baldick, Ross Baldwin, Samuel F.Ballance, John Bandivadekar, Anup Bangviwat, Athikom Baniotopoulos, Charalampos Bansal, Rajni KantBarbato, Kristin Barber, Jamie Barbose, Galen L.Barlow, Jay Barmack, Matthew Barrett, Henry Barrows, Clayton Barth, Stephan Bartholomew, Emily S.Bartoli, Gianni Barua, Priya Bates, Derrick Battaglia, Vincent S.Bauer, Douglas C.Bauer, Gordon S.Bauer, Florian Baylis, Patrick Bazilian, Morgan Beatty, Timothy Beck, Ariane Bedoya, Iván DarioBeecher, Janice Beer, Sebastian Beitel, Annette Beiter, Philipp Beland, Shauna Belden, Andy Belden, Timothy NBeldock, John A.Belford, Brandon Bellis, Elizabeth Belyeu, Kathy Berkhout, Volker Berman, Douglas Berry, Linda Berry, Randy Bertoldi, Paolo Bessette, Doug Best, Carmen Bhandari, Divita Bharvirkar, Ranjit Bhatti, Bilal AhmadBianchi, Carlo Bianco, Emanuele Bie, Zhaohong Bieler, Stephanie Biermayer, Peter J.Billingsley, Megan A.Bird, Lori Birr, David Bistline, John Black, Doug Blair, Nate Blair, Tom Blake, Patrick Blanford, Geoffrey Blansfield, Jonathan Bloom, J. A.Blumstein, Carl Blundell, Marshall Bode, Josh L.Boehlert, Brent Boelman, Elisa C.Boff, Dan Boghosian, Stan Boisvert, Richard Bolinger, Mark Bolinger, Greta Bonugli, Celina Booth, Sam Borenstein, Severin Borgeson, Sam Borgeson, Merrian Borum, Brad Bosco, Jenifer Bosse, Dennis Bottasso, Carlo L.Botterud, Audun Bowen, Thomas Bradbury, Kyle Braithwait, Steven D.Breakman, Paul Breit, Raphael Bressand, Florian Bretz, Sarah E.Brightwell, David Brinkman, Greg L.Brittan, Grace Brockett, Debbie Brockway, Lance R.Broderick, Caitlin Brook, Martha Brooks, Cameron Brower, Michael Brown, Matthew Brown, Marilyn A.Brown, Nancy J.Brown, Richard E.Brown, Jason PBruckner, Thomas Brumsickle, William Brunner, Eric Brutkoski, Donna Buckley, Michael Budhraja, Vikram S.Buen, Odon D.Burdette, Jessica Burkhardt, Jesse Burton, Robin Busch, John F.Bushey, Doug Butkins, Kim Byrnett, Danielle SassCai, Jiaru Cai, Wenjia Callaway, Duncan S.Calwell, Chris Campbell, Allison Canfield, Casey Caponio, Roberto Cappers, Peter Carey, Dave Carlson, Ola Carpenter, Alberta Carr, Tom Carr, Thomas Carroll, Edward Carter, Sheryl Carvallo, Juan PabloCaswell, Heidemarie C.Cates, Sarah Cavanagh, Ralph Ceña, Alberto Chaianong, Aksornchan Chait, Michele Chaitusaney, Surachai Chakraborty, Basab Chalishazar, Vishvas Chan, Peter T.Chandra-Putra, Handi Chang, Audrey Chawla, Kanika Chawla, Kiran Chen, Yidan Chen, Qixin Chen, Cliff Cheng, Jianhong Chernyakhovskiy, Ilya Cherubini, Antonello Chessin, Emily Chinowsky, Paul S.Choi, Jaesik Choi, Jun YoungChojkiewicz, Emilia Chriss, Steve Christensen, John Chum, Helena Chung, Donald Chung, Yunsik Clair, Matt St.Claridge, David Clark, Robin Clark, Roger Clarke, Leon Cleary, Brendan Clements, Allison Clifton, Andrew Cochran, Jaquelin Coddington, Michael Coddington, Mike Cohen, Samuel D.Cohen, Jesse Cohen, Stuart Cole, Wesley Coleman, Philip Collier, Craig Collins, Myles T.Comnes, Alan Constable, Ryan Cooke, Alan Cooper, Adam Cooperman, Aubryn Corneli, Steve Cory, Karlynn Cotton, Will Coughlin, Jason Coughlin, Katie Couture, Toby Cowiestoll, Brady Craig, Paul P.Cramer, Mike Crandall, Geoffrey Crawley, Drury B.Cripps, Molly Croce, Alessandro Cross, John Cullen, Kim Cullicott, Cathy Cutler, Harvey Cutter, Eric Dagle, Jeffery E.Dai, Fan Dale, Larry L.Dalton, Patrick Darghouth, Naïm R.Darlow, Ryan Das, Paritosh Das, Ganesh Davidson, Michael R.Davidson, Carolyn Dayton, David S.de Buen, Odon de la Rue du Can, Stephane de Lucena, André Frossard PDe Martini, Paul De Martini, Paul Deason, Jeff DeForest, Wayne Delurey, Dan DeMeo, Edgar A.Deng, Hao Deng, Zhu Denholm, Paul Dennis, Jeffery S.Denver, Andrea Deorah, Shruti M.Deshmukh, Ranjit Destribats, Alan Devernay, Jean-Michel di Conti, Flavio Diamond, Richard C.Diddi, Saurabh Diffendorfer, James Dillavou, Tyler J.Ding, Chao Ding, Tao Dingguo, Xin DiSanti, Nicholas Divan, Deepak Doane, James Dobson, Patrick Doerrer, Siegfried Donahue, Patricia Dong, Changgui Donohoo-Vallett, Paul Donohue, Stacey Dornfeld, Tera Dubbeling, Timon Dubey, Anamika Duffy, Aidan Duffy, Patrick Dunn, Laurel N.Dupuy, Max Duvall, Andrew Dwivedi, Dipankar Dworkin, Michael Dyer, Jim Dykes, Katherine Dyson, Christopher Earni, Shankar Easler, Jennifer Eckholdt, Haftan Eckman, Tom Edenhofer, Ottmar Edgar, George Edlington, Charles Edmundson, Caitlyn Edwards, Jennifer L.Ehlen, Ali Eide, Anita Ela, Erik Elizondo, Marcelo Elliot, Randolph Elliott, Debi Ellis, Jeffrey Ellis, Abraham Ellison, James Elmallah, Salma Elsworth, James Emmanuel, Michael Energy, U.S. DepartmentEngel, Daniel Ericsson, Karin Eshraghi, Hadi Eto, Joseph HEugeni, Ed Evans, Sam Faaij, Andre Fadrhonc, Emily MartinFaesy, Richard Fagiano, Lorenzo Fakhry, Rachel Fan, Yuqi Fan, Xiaoyuan Fang, Jeff Farber, Mindi J.Farley, Chandra Farnsworth, David Faruqui, Ahmed Faruqui, Ahmad Fazio, John Feldman, David Feng, Wei Fink, Sari Firestone, Jeremy Firestone, Ryan M.Fischedick, Manfred Fisher, Katherine Fisher, Emily Fisher, Diane C.Fitts, Gary A.Fitzgerald, Garrett Fleten, Stein-Erik Flores, Francisco Flores-Espino, Francisco Foley, Craig Fontana, Marco Fontanini, Anthony Forrester, Sydney Forsyth, Trudy Foster, Dale Fowlie, Meredith Fraconi, Ellen Fredman, Daniel Freeman, Lavelle Freeman, Lavelle A. A.Frew, Bethany Frick, Natalie MimsFridley, David Friedman, Barry Fripp, Matthias Frost & SullivanFry, Terry Fu, Ran Fujita, Sydny Fulkerson, William Fuller, Merrian C.Funding, Renewable Funkhouser, Erik Gadgil, Ashok J.Gagliano, Troy Gagnon, Pieter Galawish, Elsia Galbraith, Maury Galitsky, Christina Gallo, Giulia Gambhir, Ashwin Gambier, Adrian Gandhi, Sunita Garber, Bill Garcia, Julio Garcia-Menendez, Fernando Garrity, Chris Garrity, Christopher Gehbauer, Christoph Geller, Howard S.George, Ray Gerke, Brian F.Ghatikar, Girish Ghosez, Ph. Ghosh, Srijay Gielecki, Mark Gill, Carrie Gill, Elizabeth Gilligan, Donald Gillingham, Kenneth Gillingham, Ken Gilman, Megan Gilman, Patrick Ginocchio, Alaine Gkoumas, Konstantinos Glazer, Craig Gleit, A.S. Gokhale-Welch, Carishma Golan, Amos Goldberg, Miriam L.Goldemberg, José Goldman, Charles A.Goldstein, Barry Goldstein, David BGolemboski, Bill Golightly, Christopher Golove, William H.Gómez, Tomás Goodin, John Goodrich, Alan Gopal, Anand R.Gopinathan, Narayan Gordon, Jessica Gordon, Fred Gorman, Will Gotham, Douglas J.Govindarajan, Anand Grace, Robert Graff-Zivin, Joshua Granderson, Jessica Greely, Kathleen M.Green, Peter Green, Johney Greenberg, Steve E.Greenblatt, Jeffery B.Greene, Nathanael Grevatt, Jim Griffin, Dayton Gross, George Group, Electricity Markets anGrue, Nick Guiterman, Tim Gumerman, Etan Haac, Ryan Haeri, Hossein Hafemeister, David Hale, Douglas R.Hale, Elaine Hall, Sarah Hamilton, Sofia D.Hammond, Robert Hand, Maureen Hand, Maureen Hans, Liesel Hansen, Gerrit Hansen, Dana Hanus, Nichole LHarper, John Harris, Tom Harris, Jeffrey P.Harris, Jeff Harris, Chioke B.Harris, Andrew Hart, Olga EpshteinHarte, John Harvey, Hal Hauer, John F.Havumaki, Ben Haya, Barbara He, J.Q. He, Gang Heaney, Mike Heath, Garvin A.Heeter, Jenny Heffner, Grayson C.Heimiller, Donna Heinemeier, Kristin E.Heitz, Eric Heleno, Miguel Hemphill, Ross Henderson, Brian Hennessy, Timothy P.Hershberg, Craig Herter, Karen Hethey, János Hill, Lawrence J.Hinkle, Robert Hirst, Eric Hledik, Ryan Ho, Jonathan Hodge, Bri-Mathias Hoen, Ben Hoesch, Karl Hoff, Tom Hoffman, Ian M.Hoffman, Ron Hoffman, Alex Hoffmeyer, Dale Holland, Christine A.Holt, Edward Holttinen, Hannele Holuj, Brian Homer, Juliet Hong, Tianzhen Hong, Sanghyun Hoover, Fred Hopkins, Mary EllenHopper, Nicole C.Horsey, Henry Horton, Keyle Hoskins, Anne Hostick, Donna J.Hough, Ben Houston, Ashley Howat, John Hoyt, Larry Hu, Wei Hu, Junfeng Huang, Hai Huang, Yu JoeHuang, Bohao Huang, Can Hübner, Gundula Huckerby, John Hummel, Holmes Huneycutt, Joshua Hunt, Hannah Huntington, Tyler Husabø, Lief I.Hyman, Joshua Ing, Edwin Ingram, Michael Initiative, Clinton ClimateInstitute, Edison ElectricIssler, Paulo Iyer, Maithili Jackson, Thomas Jacobs, David Jacobson, Arne Jadun, Paige Jäger-Waldau, Arnulf James, Ted James-Smith, Edward Jamieson, Peter Janda, Kathryn B.Jaramillo, Paulina Jaske, Michael Jayaweera, Tina Jenn, Alan T.Jenni, Karen Jeong, Seongeun Jia, C.L. Jiang, Zhigao Jianhong, Cheng Jin, Ling Johnson, Katie Johnson, Alissa K.Johnson, Brett Johnson, Jeremiah X.Jones, Richard BJones, Philip B.Jones, Evan Jones, Christian BirkJordan, Dirk C.Jordon, Jennifer Joshi, Mohit Joshi, Prateek Juergens, Patricia A.Junquera, J. Kadner, Susanne Kahn, Edward PKahrl, Fredrich Kahrl, Fredrich Kahrl, Fritz Kaldellis, John Kaliski, Ken Kammen, Daniel M.Kang, Hee JeongKao, Shih-Chieh Kar, Bandana Karali, Nihan Karcher, Matthew D.Karlosky, Michael Kates-Garnick, Barbara Kathan, David Katofsky, Ryan Katz, Aaron Kawamoto, Kaoru Kawann, Cornelia Keen, Jeremy Keereepart, Thanawat Kelley, Maxwell Kelly, Suedeen G.Kelly, Henry Kemp, Julie MulvaneyKempton, Willett Kersey, Jessica Keyser, David Khan, Jamil Khan, Kamran Khan, Aamir HussainKhandekar, Aditya Khangura, Jagmeet Khanna, Nina Khare, Amit Khavkin, Mark Kihm, Steve Kikuchi, Yuka Kiliccote, Sila Kim, Eunsung Kim, Taehoon Kim, James HyungkwanKim, Seung WanKim, Janghyun Kim, Dae HoonKim, Y.K. Kintner-Meyer, Michael Kiran, Mariam Kirby, Brendan J.Kirchstetter, Thomas W.Kirshner, Dan Kito, Suzie Kitzing, Lena Klauber, Cecilia Klein, Anne Klise, Geoffrey T.Klucher, Matt Komiyama, Ryoichi Konopacki, Steven J.Koomey, Jonathan G.Koy, Kevin Kozel, Sam Kramer, Chris Kramer, Louisa Krause, Florentin Kreis, Donald Krey, Volker Krishnan, Venkat Krishnarao, P. Krishnaswamy, Nandini Kristov, Lorenzo Kroposki, Benjamin Ku, Jean Y.Kudo, Terence Y.Kumar, Satish Kumar, Arun Kunkel, Cathy Kushler, Martin Kuskova-Burns, Ksenia Kusmardianto, Hari Kuykendall, Olivia Kuzura, Oleksandr Laboratory, Lawrence Berkeley NLacal-Arántegui, Roberto LaCommare, Kristina HamachiLai, Judy Laird, Daniel Laitner, John A.Lam, Long Lamy, Julian V.Landis, Matt Langbein, Peter Langevin, Jared Langner, Rois Langniss, Ole Lantz, Eric Larangeira, Guilherme Larsen, Peter H.Larson, Doug Lasher, Stephen Latour, Mikel IribasLaumas, Rohit Lave, Matthew Lavin, Luke Lawson, Megan Lawton, Leora Lazar, Jim Lazar, Alina Lazo, Jeffery K.Leach, Matt Lebot, Benoit Ledbetter, Marc R.Lee, K. Lee, Ga RickLee, Dongeun Lee, Kevin Lehman, Bryan Lehr, Ronald Lehtomäki, Ville Leibowicz, Benjamin D.Leibowicz, Benjamin Lempert, Robert Lenox, Carl Leow, Woei LingLesieutre, Bernard Lesiw, Mark Lester, James Letschert, Virginie E.Lev, Baruch Leventis, Greg Levin, Todd Levine, Mark D.Levy, Roger Levy, Jonathan Lew, Debra Lew, Debbie Lewis, Lawrence PaulLewis, Joanna I.Lewis, Sarah M.Lewis, Anthony Li, Boning Li, Xiangkun Li, Han Li, Hao Li, Michael Liang, Xi Lieberman, Bob Liew, Lucy Lin, Jieming Lin, Jiang Lin-Powers, Jessica Linvill, Carl Liu, Jingjing Liu, Shiyu Liu, Manzhi Liu, Xu Liu, Yilu Liu, Zhu Londo, Jody Lovins, Amory Lowry, Mark NewtonLu, Hongyou Lu, Hongyou Lucon, Oswaldo Lüers, Silke Lundquist, Julie K.Lunn, Molly Luo, Qian Luong, Thanh Lutzenhiser, Susan Ma, James MinhMa, Ookie MacDonald, Jason S.Macdonald, Andrew Mackin, Peter Macknick, Jordan Macmillan, Madeline Mahler, Susan A.Mai, Trieu Makos, Matthew Malof, Jordan M.Malone, Erin Maloney, Patrick Manwell, James Marengo, Marco Margolis, Robert Maribu, Karl M.Markel, Robert J.Marker, Tony Marnay, Chris Marquis, Melinda Marquis, Caitlin Martin, Nathan C.Martinez, Juan Martinez, Mark S.Martinich, Jeremy Masanet, Eric R.Masters, Gil Mather, Barry Matschoss, Patrick Mattson, William Maurice, Lourdes McBennett, Brendan McCabe, Kevin McCafferty, Max McCall, Margaret McCall, James McDermott, Tom McDermott, Thomas E.McJeon, Haewon McKane, Aimee T.McKellar, Barbara J.McKenna, Killian McLaren, Joyce McMahon, James E.McMenamin, Stuart McMillan, Madeline McNair, Taylor McNeil, Michael A.McRae, Marjorie McWilliams, Jennifer A.Meal, Meg Mégel, Olivier Meier, Alan K.Meissner, Jennifer Melton, Ron Meneveau, Charles Menke, Christoph Menon, Surabi Mercurio, Matthew G.Messenger, Michael Meyer, David H.Michals, Julie Milford, Lewis Milford, James Miller, John Miller, Eric L.Miller, Peter M.Miller, Nicholas Miller, John J.Miller, Chandler Millhone, John Milligan, Michael Mills, Sarah Mills, Evan Mills, Andrew D.Millstein, Dev Milne, Adele Mitchell, Catherine Mitchell-Jackson, Jenn Mobasheri, Fred Moezzi, Mithra M.Mohanty, Priyanka Momber, Ilan Moné, Christopher Montañés, Cristina CrespoMoomaw, William Moon, Hee SeungMorash, Sean Moreira, José Moriarty, Patrick Moro, Alberto Morotomi, Toru Morrison, Jay Morrow, William R.Morse, Susan Mowers, Matthew Mu, Chenlu Mueller, Joscha Mukherjee, P.K. Munduate, Xabier Munoz, Francisco D.Murphy, John Murphy, Sean Murphy, Jimmy Murphy, F.H. Murray, Cathie Murthy, Samanvitha Murtishaw, Scott Muskulus, Michael Nadai, Alain Nadel, Steven M.Nagarajan, V. Nakagami, Hidetoshi Namovicz, Christopher Napoleon, Alice Narang, David Narasimhan, S.R. Nataf, Jean-Michel Naughton, Jonathan Ndhlukula, Kudakwashe Neenan, Bernard Nemet, Gregory Nemtzow, David Neukomm, Monica Newlun, Cody NexantNicholson, Scott Nilson, Robi Nilsson, Lars J.Nordhaus, Robert R.Nordman, Bruce Novianto, Andi Nyboer, John O'Boyle, Mike O'Connell, Ric O'Neil, Rebecca O'Neill, Nicholas F.O'Shaughnessy, Eric Olsen, Arne Olson, Scott Olszewski, Julia Ong, Sean Opdahl, Arie Oren, Shmuel S.Orvis, Robbie Osborn, Julie G.Oteri, Frank Overbye, Thomas J.Ozar, Robert G.O’Boyle, Michael O’Boyle, Mike O’Connell, Ric O’Shaughnessy, Eric Padmanabhan, Srinivasan Page, Janie Pagliano, Lorenzo Pal, Seemita Paladino, Joe Palchak, David Paliwal, Umed Pantell, Susan E.Pao, Lucy Paquette, Joshua Park, Won YoungParker, Andrew Parkinson, Giles Parks, Jim Parmenter, Kelly Parsons, Brian Parsons, Laura Pasek, Ari DarmawanPatel, Siddharth Paulos, Bentham Paulos, Ben Payne, Christopher T.Peinke, Joachim Pender, John Peng, Wei Perry, Michael Peterman, Carla Peters, Jane S.Peters, Kate Peterson, Robert Peterson, Rob Petrini, Francesco Phadke, Amol A.Phillips, Julia A.Pichs-Madruga, Ramon Pickle, Steven J.Piette, Mary AnnPigman, Margaret Pignone, Chris Pigolotti, Luca Pirkey, Diane Pitkin, Jeff Pless, Jacquelyn Plotkin, Steven Pohl, Erik Pohl, Johannes Popovich, Natalie Porro, Gian Porter, Kevin Potter, Jennifer Prahl, Ralph Prapost, Marlena Pratt, Robert G.Pratt, Donna Prause, Elaine Preble, Chelsea V.Present, Elaina Price, Lynn K.Price, Snuller Price, Sarah K.Prifti, Elton Prudencio, Rodrigo Puckett, Curt D.Putra, Handi ChandraQi, Ye Qin, Yining Rabe, K.M. Radojicic, Tijana Raghavan, Shuba V.Rahman, Atiq Rai, Varun Rainer, Leo I.Raitt, Heather Rajagopal, Deepak Rajagopal, Ram Ramesh, Ramamoorthy Rand, Joseph Rao, Poorvi Raoc, Ajith Rasmussen, Flemming Rath, Larry Ratz, Heidi BishopRauner, Sebastian Raymond, Russell Rea, Chuck Reames, Tony G.Reames, Tony Reeves, Cale Regnier, Cynthia Rehfeldt, Knud Reid, Michael Reilly, John Reilly, Jessica Reis, Vera Reis, Fernando BeretaDosReiter, Emerson Relf, Grace Reller, Keith Reneses, Javier Rennels, Lisa Reyna, Janet Reynolds, Arlis Reynolds, Deborah Rhodes, Jill Rich, Katie Richey, Cooper Rickerson, Wilson Riva, Alberto DallaRoberts, Ciaran Robertson, Amy Robson, Dana Rodrigo, Javier SansRodriguez, Pía Roland-Holst, David Romm, Joseph J.Roney, Christopher Rosenfeld, Arthur H.Rosenquist, Gregory J.Ross, Stephanie Ross, Marc Rosser, Carey Rossol, Michael Rothkopf, Michael H.Roughan, Tim Roumpani, Maria Rourke, Stephen J.Royer, Patrick Ruderman, Henry Rufo, Michael Rushton, Josh Ryan, Nancy Rybka, Gregory M.Sabo, Carol Saelim, Supawan Saha, Sujay KumarSahai, Rashmi Sakamoto, Tomoyuki Sanders, Sandy Sandor, Debra Sanstad, Alan H.Saraf, Akash Sarkar, Epica MandalSartono, Edi Satchwell, Andrew Sathaye, Jayant A.Sathaye, Nakul Satheesh, Avanthika Satre-Meloy, Aven Sawin, Janet Saxena, Samveg Saxonis, Bill Sayen, Nick Schaeffer, Roberto Scheer, Rich Scheer, Richard M.Schei, Tormod Schellenberg, Josh A.Schewel, Laura Schild, Philippe Schiller, Steven R.Schipper, Leon J.Schlegel, Jeff Schlömer, Steffen Schlosser, Adam Schmehl, Roland Schneider, Kevin Schneider, Stephen H.Schostek, Tyler Schultz, Donald Schumacher, Allison Schumacher, Katja B.Schwartz, Lisa C.Schwartz, Peter Schwartz, Judith Schweitzer, Martin Scott, Bryan Scown, Corinne D.Sears, James Seaton, Wayne Sedano, Richard Seel, Joachim Sekar, Ashok Sempreviva, Anna MariaSengupta, Manajit Serota, Scott Sethi, Gautam Seyboth, Kristin Sezgen, Osman Shaffie, Ambereen Shah, Nihar Shankle, Steve Shapiro, Ben Sharpe, Ben Shen, Qing Shen, Bo Shenot, John Shephard-Gaw, David Sheppard, Colin Shibata, Yoshiaki Shields, Martin Shields, Matt Shiraishi, Kenji Shirley, Wayne Shoemaker, C. Short, Walter Short, Tom Shown, Leslie J.Shrimali, Gireesh Siddiqui, Afzal S.Siderius, Hans PaulSifuentes, Froylan Sigrin, Ben Sigrin, Benjamin Silva, Tony Silverstein, Alison Sim, Alex Simonot, Emilien Sims, Ralph Singer, Terry E.Singhal, Nikita G.Sinton, Jonathan E.Skumatz, Lisa Sky, Haiku Smith, Kevin J.Smith, Charles Smith, Brian Smith, Sarah Smith, Robert Smith, Aaron Smith, Sarah JosephineSmith, Sarah J.Smith, Douglas W.Sobin, Rodney Socolow, Robert H.Sohn, Michael D.Sokona, Youba Solomon, Michelle Solomon-Culp, Joshua Song, Yong HyunSong, Feng Sonnenblick, Richard Soonee, Sushil KumarSoroye, Katie L.Sosler, Andree Sotkiewicz, Paul M.Spahic, Mersiha Sparti, Chelsi Speake, Andrew Spears, Michael Speckman, Barney Springer, Cecilia Spurlock, Anna Sreedharan, Priya Srinivasan, Venkat Stadler, Michael Stafford, Benjamin States, Organization of MISOStavridou, Nafsika Stefek, Jeremy Stehly, Tyler Stein, Joshua Stem, Rachel E.Stenkvist, Maria Stensson, Sofia Sternfeld, Scott Stewart, Emma M.Stoddard, Michael Stoft, Steven Stoll, Brady Stoughton, Kate McMordieStovall, John P.Stratton, Chris Strauss, Rose Streltsov, Artem Strzepek, Kenneth Stuart, Elizabeth Stuart, Emma Stübs, Marius Stukel, Laura Su, Jean Subramaniam, Ravi Sukenik, Andy Sullivan, Michael J.Sun, Yuge Sutter, Mary Sweeney, James L.Swezey, Blair Szinai, Julia Szum, Carolyn Taft, Jeffrey Tande, John Tarufelli, Brittany Tasar, Elif Taylor, Nigel Taylor, Margaret Taylor-Anyikire, Alyse Tegen, Suzanne Teisberg, Thomas J.Teixeria, Anthony Telsnig, Thomas Teng, Fei Teng, Joseph Thakar, Nidhi Thakur, Jagruti Thatcher, Jonathan Thayer, Mark A.Therkelsen, Peter L.Thompson, Peter J.Thornton, Jane Thorpe, Ann B.Tian, Tian Tian, Xin Tierney, Susan Till, David Ting, Michael K.Todd, Annika Todd-Blick, Annika Tomlinson, Jason Tongia, Rahul Tongsopit, Sopitsuda Townend, Jeanne Treadwell, Timothy Tudini, Angelica Tuohy, Aidan Turiel, Isaac Tusing, Richard Twitchell, Jeremy U.S.-Canada Power System Outage Task ForceUihlein, Andreas Ullrich, Paul Undrill, John Urama, Kevin Urigwe, Daniela Uyterlinde, Martine A.Vaishnav, Parth TValenzuela, Alan Van Alst, John W.van der Linden, Nico H.Van Liere, Kent Veers, Paul Verbruggen, Aviel Verdict, Malcolm Villa, Daniel Vine, Edward L.Vitina, Aisma Voegele, Jonathan von Stechow, Christoph Vorsatz, Diana Vrolijk, Christiaan Wachtel, Amanda Waggoner, Danny Waide, Paul Waldman, Donald M.Walia, Archana Walker, Victor Wallace, Kelly E.Wallace, Nancy Wallasch, Anna-Kathrin Walther, David CharlesWan, Yih-huei Wang, Bo Wang, Zhaohua Wang, Hailin Wang, Meina Wang, Juan Wang, Xin Wang, Can Wang, Xifan Wang, Devra Wang, Joy Wang, Wenjun Wang, Yuhan Wang, Peng Wang, Kitty Warner, Cody Waser, R. Watson, Kevin Watson, Simon Weaver, Samantha Webber, Carrie A.Wei, Max Weinberg, Carl Weir, David E.Weir, David EdwardWeissfeld, Ari Weissman, Steve Weston, Rick White, Philip White, Jake Whited, Melissa Widergren, Steven E.Widiss, Rebecca Wiel, Stephen Wilk, Richard Wilkerson, Jordan Williams, Juliana Wilson, Holly Wilson, John Wilson, Tom Wilson, Eric Wilson, Kyle Wise, Jake Wiser, Ryan H.Wiser, Ryan Witt, Maggie Wodley, Cheryl Wolcott, David R.Wolfram, Catherine Wolske, Kimberly S.Wong-Parodi, Gabrielle Wood, David J.Wood, Lisa Wood, Frances Wooley, David Woolf, Tim Worley, Christopher M.Worrell, Ernst Worthington, Kerry Wu, Manfei Wu, Grace Wu, Kesheng Wu, Jing Xiang, Chenxi Xu, Simin Yamba, Francis Yan, Qingyou Yang, Fuqiang Yang, Haozhe Yang, Rui Yang, Jaemo Yen-Wood, Winifred Yih-Huei, Wan Yin, Rongxin Yin, Shengfei Yoshimura, Jennifer Yourstone, Evelin Yuan, Jiahai Yuan, Mei Yuan, Alexandria Zaelke, Durwood Zayas, Jose Zhai, Pei Zhang, Weirong Zhang, Chao Zhang, Ying Zhang, Bin Zhang, Cong Zhang, Nan Zhang, Jingjing Zhang, Xiang Zhang, Yongsheng Zhang, Wenhua Zhao, T. Zhao, Yinghua Zhao, Alicia Zheng, Xinye Zheng, Nina Zhou, Nan Zhou, Yan Zhou, Zhi Zhu, Xiangqi Zhu, Qianru Zimring, Mark Zinaman, Owen R.Zinaman, Owen Zuboy, Jarett Zuckerman, Gabriel Zumerchik, John Zwickel, Timm

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Term anyOrganization - Battery GroupOrganization - Building and Industrial Applications DepartmentOrganization - Building Technologies DepartmentOrganization - Building Technology and Urban Systems DivisionOrganization - Commercial Building SystemsOrganization - Consortium for Electric Reliability Technology Solutions (CERTS)Organization - Demand Response Research Center (DRRC)Organization - Electricity Markets and Policy GroupOrganization - Electronics, Lighting and NetworksOrganization - Energy Analysis and Environmental Impacts DivisionOrganization - Energy Efficiency Standards GroupOrganization - Energy Storage and Distributed Resources DivisionOrganization - Energy Storage GroupOrganization - Energy Technologies AreaOrganization - Global Cooling Efficiency ProgramOrganization - Grid Integration GroupOrganization - Indoor Environment GroupOrganization - International Energy Analysis DepartmentOrganization - International Energy Studies GroupOrganization - Residential Building SystemsOrganization - Simulation ResearchOrganization - StandbyOrganization - Sustainable Energy DepartmentOrganization - Sustainable Energy Systems GroupOrganization - Sustainable Federal OperationsOrganization - Whole Building Systems DepartmentPublication Keywords - 175GW by 2022Publication Keywords - 2030Publication Keywords - ACPublication Keywords - AdaptationPublication Keywords - advanced metering infrastructurePublication Keywords - AEO99Publication Keywords - Agent-based simulationPublication Keywords - aggregators of retail customersPublication Keywords - Air ConditionersPublication Keywords - air conditioningPublication Keywords - air pollutionPublication Keywords - Air-conditioner energy efficiencyPublication Keywords - airconditioningPublication Keywords - alternative energy technologiesPublication Keywords - Analog switch offPublication Keywords - ancillary servicesPublication Keywords - Ancillary Services Markets in CaliforniaPublication Keywords - Appliance Energy EfficienceyPublication Keywords - appliance energy efficiencyPublication Keywords - Appliance market transformationPublication Keywords - Appliance standards and labelingPublication Keywords - appliancesPublication Keywords - attitudesPublication Keywords - automated demand responsePublication Keywords - automated demand response pilots & implementationPublication Keywords - base rate incentivePublication Keywords - baseline load profilePublication Keywords - Baseline predictionPublication Keywords - BatteryPublication Keywords - battery electric vehiclesPublication Keywords - best practicesPublication Keywords - BiofuelPublication Keywords - biofuelPublication Keywords - bottom up modelingPublication Keywords - bottom-upPublication Keywords - Bottom-up AuctionsPublication Keywords - Bottom-up energy modelingPublication Keywords - BTJRCPublication Keywords - building decarbonizationPublication Keywords - buildingsPublication Keywords - CAISOPublication Keywords - californiaPublication Keywords - california analysisPublication Keywords - 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MicrogridsResearch Areas - ModelingResearch Areas - Modeling and Scenario DevelopmentResearch Areas - MulitlateralResearch Areas - MultilateralResearch Areas - National Reliability TrendsResearch Areas - National Trans StudiesResearch Areas - Off gridResearch Areas - PlanningResearch Areas - Policy StudiesResearch Areas - Power SectorResearch Areas - Program Analysis and AssistanceResearch Areas - R and MResearch Areas - Ramesh LabResearch Areas - Regional PlanningResearch Areas - Renewable EnergyResearch Areas - Renewable Energy: PolicyResearch Areas - Renewable Integration and ValuationResearch Areas - Renewable Portfolio StandardsResearch Areas - Resource PlanningResearch Areas - RTGRMResearch Areas - RTINAResearch Areas - SE AsiaResearch Areas - SEE ActionResearch Areas - Solar DemographicsResearch Areas - space coolingResearch Areas - StandbyResearch Areas - StatesTAResearch Areas - Sustainable Energy SystemsResearch Areas - Sustainable Space CoolingResearch Areas - Testbed, Tools and GuidesResearch Areas - TransmissionResearch Areas - TransportationResearch Areas - Utility Business ModelsResearch Areas - Value of ReliabilityResearch Areas - Varying Value EfficiencyResearch Areas - Vehicle GridResearch Areas - Waste-to-Energy SystemsResearch Areas - WI Trans PlanningResearch Areas - Wind Acceptance

Year any202320222021202020192018201720162015201420132012201120102009200820072006200520042003200220012000199919981997199619951994199319921991199019891988198719861984

Keyword any175GW by 20222030ACAdaptationadvanced metering infrastructureAEO99Agent-based simulationaggregators of retail customersAir Conditionersair conditioningair pollutionAir-conditioner energy efficiencyairconditioningalternative energy technologiesAnalog switch offancillary servicesAncillary Services Markets in CaliforniaAppliance Energy Efficienceyappliance energy efficiencyAppliance market transformationappliancesattitudesautomated demand responseautomated demand response pilots & implementationbase rate incentivebaseline load profileBaseline predictionBatterybattery electric vehiclesbest practicesbiofuelbottom-upBottom-up AuctionsBottom-up energy modelingBTJRCbuilding decarbonizationbuildingsCAISOcaliforniacalifornia analysiscapacity factorcarboncarbon dioxidecarbon dioxide emissionscarbon emissionscase studyCEC-007Ceiling fanCERTS Transmission PlanningCGE modellingCharging infrastructureChinaChina DREAM ModelChina EnergyChina Energy GroupClean energyClean Energy 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solutionsDepreciationderderegulationdeveloping countriesdeveloping country studiesDigital television transitionDispatch modelingdistributed energydistributed energy resources (der)distribution planningdistribution system planningDistributional analysisDOE Electricity StudiesDriving DemandDry anaerobic digestionHigh-solids anaerobic digestioneconomic analysiseconomic comptetitivenesseconomic dispatcheconomic growtheconomic transitioneconomicsEconomics of Demand ResponseefficiencyEfficiency improvementEfficiency standardselasticityElectric and Gas Utility Planning and Ratemakingelectric power qualityelectric utilitieselectric utility regulationelectric vehicleelectric vehicleselectricityelectricity gridElectricity marketelectricity market ruleselectricity marketselectricity markets and policy groupElectricity rateelectricity rate designelectricity reliabilityelectricity reliability trendselectrificationem&vEmission mitigationemission trading schemeemissionsenabling technologyend-use energy modelEnduseEnergy Accessenergy analysis and environmental impacts departmentEnergy Analysis and Environmental Impacts Divisionenergy conservationenergy consumptionEnergy economicsEnergy Efficiecnyenergy efficiencyenergy efficiency resource standard (eers)energy efficiency resource standards (eers)energy efficiency service industryenergy efficiency standardsenergy efficiency standards.energy efficient appliancesEnergy efficient financial incentivesEnergy End-Use Forecastingenergy end-use sectorsenergy intensityenergy intensity reductionEnergy justiceenergy labelenergy managementenergy marketsEnergy modelenergy modellingenergy policyEnergy resourcesenergy savingsenergy savings performance contract (espc)energy savings performance contracting (ESPC or EPC)energy service companies (ESCOs)energy service company (esco)Energy standardsEnergy subsidiesEnergy sustainabilityenergy system decarbonizationEnergy System Planning & Grid IntegrationEnergy transitionsenergy useenergy use, 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labelingstandards and labelsstate renewable energy policiesstoragesubsidiesSuper-efficient appliancessupport and oppositionsustainable coolingSustainable Space Coolingsustainalble space coolingSwitchable polarizationSystem degradationsystem pricingTamil Nadutargettariff designtechnical analysistechnical assistanceTechno-Economic Analysistechnology changeTelevisiontelevisionstest procedurestime-based rateTime-of-use electricity ratetransitiontransmissiontransmission electron microscopytransmission planningtransmission policytransmission reliabilitytransmission system reliabilitytransmission system reliability publicationstransparencytransport policies and measurestransportationTransportation Datatransportation sectorTVTV energy efficiencyUltrathin filmsunited statesurban planningurban transportusutility economicsutility financesutility regulationutility-scalevalue of electricity reliabilityvalue of informationvalue of service reliabilityvariabilityVariable refrigerant flowVariable-resolution climate modelingVehicle to gridVehicleswholesale electricity marketsWildfireswind energywind policywind potentialwind powerWind resource inter-annual variabilitywood, Air quality and air pollutionworkforce development

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Jin, Ling, C. Anna Spurlock, Sam Borgeson, Daniel Fredman, Liesel Hans, Siddharth Patel, and Annika Todd. Load Shape Clustering Using Residential Smart Meter Data: a Technical Memorandum. 2016.

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Cappers, Peter, C. Anna Spurlock, Annika Todd, and Ling Jin. Experiences of Vulnerable Residential Customer Subpopulations with Critical Peak Pricing. 2016. LBNL-1006294.

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   Report PDF (1.77 MB)   Presentation PDF (873.48 KB)

Journal Article

Todd-Blick, Annika, C. Anna Spurlock, Ling Jin, Peter Cappers, Sam Borgeson, Daniel Fredman, and Jarett Zuboy. "Winners are not keepers: Characterizing household engagement, gains, and energy patterns in demand response using machine learning in the United States." Energy Research & Social Science 70 (2020).

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Todd, Annika, Peter Cappers, C. Anna Spurlock, and Ling Jin. "Spillover as a cause of bias in baseline evaluation methods for demand response programs." Applied Energy 250 (2019) 344 - 357.

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Lazar, Alina, Ling Jin, C. Anna Spurlock, Kesheng Wu, Alex Sim, and Annika Todd. "Evaluating the Effects of Missing Values and Mixed Data Types on Social Sequence Clustering Using t-SNE Visualization." Journal of Data and Information Quality 11.2 (2019) 1 - 22.

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Spurlock, C. Anna, James Sears, Gabrielle Wong-Parodi, Victor Walker, Ling Jin, Margaret Taylor, Andrew Duvall, Anand R Gopal, and Annika Todd. "Describing the users: Understanding adoption of and interest in shared, electrified, and automated transportation in the San Francisco Bay Area." Transportation Research Part D: Transport and Environment 71 (2019) 283-301.

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Satchwell, Andrew, Corinne D Scown, Sarah Josephine Smith, Jahon Amirebrahimi, Ling Jin, Thomas W Kirchstetter, Nancy J Brown, and Chelsea V Preble. "Accelerating the Deployment of Anaerobic Digestion to Meet Zero Waste Goals." Environmental Science & Technology 52.23 (2018) 13663–13669.

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Conference Proceedings

Patel, Siddharth, Sam Borgeson, Ram Rajagopal, C. Anna Spurlock, Ling Jin, and Annika Todd. "Time Will Tell: Using Smart Meter Time Series Data to Derive Household Features and Explain Heter ogeneity in Pricing Programs." 2016 ACEEE Summer Study on Energy Efficiency in Buildings 2016.

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Spurlock, C. Anna, Peter Cappers, Ling Jin, Annika Todd, and Patrick Baylis. "Go for the Silver? Evidence from field studies quantifying the difference in evaluation results between “gold standard” randomized controlled trial methods versus quasi-experimental methods." 2016 ACEEE Summer Study on Energy Efficiency in Buildings 2016.

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Conference Paper

Lazar, Alina, Ling Jin, C. Anna Spurlock, Annika Todd, Kesheng Wu, and Alex Sim. "Data quality challenges with missing values and mixed types in joint sequence analysis." 2017 IEEE International Conference on Big Data (Big Data)2017 IEEE International Conference on Big Data (Big Data). Boston, MA, USA: IEEE, 2017.

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