US 8,712,590 B2 Page 2 (56) References Cited US. PATENT DQCUMENTS 7,356,384 B2 4/2008 Gull et al. 7,483,964 B1 1/2009 Jackson et al. 7,644,869 7,784,704 7,848,900 7,894,943 B2 B2 B2 B2 1/2010 8/2010 12/2010 2/2011 3/2011 Hogiund et a1. Harter Steinberg et n1 SlenP et n1 Steinberg et al. 5,244,146 A 5,270,952 A 5 314 004 A 9/1993 Jefferson er nl. 12/1993 Adnrns er nl. 5/1994 Strand et a13 534623225 A 111/1995 Massam 611113 7,908,117 B2 3/2011 Steinberg er nl. 5 544 036 A 8/1996 Brown eta13 7,983,795 B2 7/2011 5555927 A 535723438 A 5,682,949 A 9/1996 Shah 11/1996 13h1ers et a13 11/1997 Rnrolirre er nl. 8,010,237 B2 8,019,567 B2 8,090,477 B1 8/2011 Cheung er nl. 9/2011 Steinberg et al. 1/2012 Steinberg 537173609 A 538183347 A 2/1998 Pacha et a13 10/1998 Do1an et a13 8,131,497 B2 8,131,506 B2 3/2012 Steinberg et al. 3/2012 Steinberg et al. 5,839,654 A 11/1998 Weber ........................... .. 236/47 8,180,492 B2 5/2012 Sternberg 5,977,964 A 11/1999 Willinrns er nl. 8,340,826 B2 12/2012 Sternberg 7,908,116 B2 Josephson et al. .......... .. 700/276 6 115 713 A 9/2000 Posonooi er ai. 8,423,322 B2 4/2013 Sternberg et n1 63145751 A 631783362 B1 11 /2000 Ahmed 1/2001 Woo1ard et a13 8,457,797 B2 2003/0040934 A1 6/2013 rnres er nl. 2/2003 Skidmore et al. 6 260 765 B1 7/2001 Nata1e et a13 2004/0011878 A1 633513693 B1 634003956 B1 6,400,996 B1 2/2002 Monie 6/2002 Riohton 6/2002 Horrberg er nl. 2004/0176880 A1 2005/0222889 A1 2005/0288822 A1 1/2004 Rotondo ..................... .. 236/1 C 9/2004 Obradovich et al. 10/2005 Lai et al. 12/2005 Rnybnrn 6 437 692 B1 8/2002 Petite et ai 2006/0045105 A1 3/2006 DObOSZ et a1. 634783233 B1 63480803 B1 11/2002 Shah 11 /2002 P1611e1e1a1 2006/0214014 A1 2007/0043477 A1 9/2006 Bash et al. 2/2007 Ehlers er ai. 634833906 B1 11/2002 nguhien et a13 2007/0045431 A1 3/2007 Chapman et al. 6,536,675 B1 3/2003 Pesko er nl. 2007/0146126 A1 6/2007 Wang 6 542 076 B1 4/2003 Joao 2008/0083234 A1 4/2008 Krebs et al. 6’549’136 B1 472663 Joao 2008/0198549 A1 8/2008 Rnsnrnssen er nl. 635743537 B2 6/2003 Kipersztok et a1 2008/0221737 A1 9/2008 Josephson et al. .......... .. 700/276 635803950 B1 635943825 B1 6 595 430 B1 6/2003 Johnson 7/2003 Go1dsehmidt1ki et a13 7/2003 Shah 2008/0281472 A1 2009/0052859 A1 2009/0099699 A1 6’598’056 636193555 636223097 6,622,115 7/2003 9/2003 9/2003 9/2003 2009/0125151 2009/0240381 2009/0281667 2010/0019052 B1 B2 B2 B1 6 622 925 B2 6’622’926 6’628’997 6’633’823 636433567 636713586 6,695,218 6 726 113 B1 B1 B2 B2 B2 B2 B2 H1111 61111 Rosen Hunter Brown er nl. 9/2003 Carner et a13 972663 9/2003 111/2003 1172663 12/2003 2/2004 4/2004 3111111111 61,113 FOX 61111 B11111511e 61111 165111 61,113 DaViS et a13 Fleckensrein Guo A1 A1 A1 A1 2010/0070086 A1 2010/0070089 2010/0070093 2010/0156608 2010/0162285 2010/0211224 2010/0235004 2010/0282857 A1 A1 A1 A1 A1 A1 A1 11/2008 2/2009 4/2009 5/2009 Podgorny et al. Greenberger et al. Steinberg et al. Steinberg er nl. 9/2009 Lnne 11/2009 Masui et al. 1/2010 YrP 3/2010 Harrod et al. 3/2010 3/2010 6/2010 6/2010 8/2010 9/2010 11/2010 Harrod er nl. Harrod er nl. Bae er nl. Cohen er nl. Keeling et al. T11rnC1 Steinberg 637313992 B1 637343806 B1 572664 2162161 5/2004 Crats1ey 2010/0289643 A1 2010/0308119 A1 11/2010 Trnndle er nl. 12/2010 Steinberg et al. 6 772 052 B1 8/2004 Arnundsen 2010/0318227 A1 12/2010 Steinberg et al. 6’785592 6’785630 6’786’421 637893739 872664 8/2004 9/2004 9/2004 2011/0031323 2011/0046792 2011/0046798 2011/0046799 B1 B2 B2 B2 31111111 166111 Rosen Rosen A1 A1 A1 A1 2/2011 2/2011 2/2011 2/2011 Nold er nl. rnres er nl. rnres er nl. rnres er nl. IrneS et n1 6,845,918 B2 1/2005 Rotondo ................... .. 236/46 R 2011/0046800 A1 2/2011 6 853 959 B2 2/2005 Ikeda et a13 2011/0046801 A1 2/2011 Imes et al. 638683293 638683319 638823712 638893908 3/2005 3/2005 4/2005 5/2005 2011/0051823 2011/0054699 2011/0054710 2011/0173542 3/2011 3/2011 3/2011 7/2011 B1 B2 B1 B2 Sehurr KiperSZtok et a13 6 891 838 B1 Igguhien et a13 Crippen et a13 5/2005 Petite et ai 639123429 B1 6/2005 Bi1ger A1 A1 A1 A1 Imes et al. Imes et al. Imes et al. Imes et al. 2011/0202185 A1 8/2011 Imes et a1. 2011/0214060 A1 9/2011 Imes et al. 6 991 029 B2 1/2006 Ornehi et a13 2011/0224838 A1 9/2011 Imes et al. 730093493 B2 730313880 B1 730393532 B2 3/2006 Howard 4/2006 Seem et ai 5/2006 Hunter 2011/0246898 A1 2011/0290893 A1 2011/0307101 A1 10/2011 Imes et al. 12/2011 Steinberg 12/2011 Imes et al. 730613393 B2 6/2006 Buokingham et a13 2011/0307103 A1 12/2011 Cheung et al. 730893088 7 130 719 731303832 H2176 B2 B2 B2 H 8/2006 10/2006 10/2006 12/2006 Terry et a13 13h1ers et a13 Bannai et a13 Meyer et a13 2012/0023225 2012/0046859 2012/0064923 2012/0065935 A1 A1 A1 A1 1/2012 Imes et a1. 2/2012 Imes et al. 7,167,079 B2 1/2007 Smyth 9131, 2012/0086562 A1 3/2012 Imes et al. 3/2012 Steinberg et al. 4/2012 Steinberg 7,187,986 7,205,892 7,215,746 7,216,015 7,231,424 3/2007 4/2007 5/2007 5/2007 6/2007 2012/0093141 2012/0101637 2012/0135759 2012/0158350 2012/0215725 4/2012 4/2012 5/2012 6/2012 8/2012 B2 B2 B2 B2 B2 Johnson et al. Luebke et a1. Iggulden et a1. Poth Bodin et a1. A1 A1 A1 A1 A1 Imes et al. Imes et a1. Imes et a1. Steinberg et a1. Imes et a1. 7,232,075 B1 7,242,988 B1 6/2007 Rosen 7/2007 Hofiberg et a1. 2012/0221151 A1 2012/0221294 A1 8/2012 Steinberg 8/2012 Steinberg et a1. 7,260,823 B2 8/2007 Schlack et a1. 2012/0221718 A1 8/2012 Imes et a1. US 8,712,590 B2 Page 3 (56) References Cited U.S. PATENT DOCUMENTS Johnson Controls, “T600HCX-3 Single-Stage Thermostats”, 2006. Johnson Controls, Touch4 building automation system brochure, 2007. Kilicotte, et al., “Dynamic Controls for Energy Efficiency and 2012/0252430 2012/0324119 2013/0053054 2013/0054758 2013/0054863 2013/0060387 2013/0144453 2013/0167035 A1 A1 A1 A1 A1 A1 A1 A1 10/2012 12/2012 2/ 2013 2/2013 2/2013 3/2013 6/ 2013 6/2013 Imes et al. Imes et al. Lovitt et al. Imes et al. Imes et al. Imes et al. Subbloie Imes et al. FOREIGN PATENT DOCUMENTS JP JP KR KR KR WO WO 2010-038377 2010-286218 10-1994-0011902 10-1999-0070368 10-2000-0059532 WO 2011/149600 WO 2012/024534 2/2010 12/2010 6/1994 9/1999 10/2000 12/2011 2/2012 OTHER PUBLICATIONS U.S. Appl. No. 13/725,447, filed Dec. 21, 2012, Steinberg, John Douglas. Arens, et al., “How Ambient Intelligence Will Improve Habitability and Energy Efficiency in Buildings”, 2005, research paper, Center for the Built Environment, Controls and Information Technology. Bourhan, et al., “Cynamic model of an HVAC system for control analysis”, Elsevier 2004. Comverge SuperStat Flyer, prior to Jun. 28, 2007. Control4 Wireless Thermostat Brochure, 2006. Cooper Power Systems Web Page, 2000-2009. Emerson Climate Technologies, “Network Thermostat for E2 Build ing Controller Installation and Operation Manual”, 2007. Enernoc Web Page, 2004-2009. Enerwise Website, 1999-2009. Honeywell Programmable Thermo stat Owner’s Guide, www. honeywell.com/yourhome, 2004. Honeywell, W7600/W7620 Controller Reference Manual, HW0021207, Oct. 1992. Demand Response: Framework Concepts and a New Construction Study Case in NewYor ”, Proceedings ofthe 2006 ACEEE Summer Study of Energy Efficiency in Buildings, Pacific Grove. CA, Aug. 13-18, 2006. Lin, et al., “Multi-Sensor Single-Actuator Control of HVAC Sys tems”, 2002. Pier, Southern California Edison, Demand Responsive Control of Air Conditioning via Programmable Communicating Thermostats Draft Report, 2006. ProliphiX Thermostat Brochure, prior to Jun. 2007. Raji, “Smart Networks for Control”, IEEE Spectrum, Jun. 1994. Wang, et al., “Opportunities to Save Energy and Improve Comfort by Using Wireless Sensor Networks in Buildings,” (2003), Center for Environmental Design Research. Wetter, et al., A comparison of deterministic and probabilistic opti miZation algorithms for nonsmooth simulation-based optimization., Building and Environment 39, 2004, pp. 989-999. Written Opinion and Search Report for PCT/U S201 1/ 032537, dated Dec. 12, 2011. U.S. Appl. No. 13/858,710, filed Sep. 5, 2013, Steinberg et al. U.S. Appl. No. 13/861,189, filed Apr. 11,2013, Steinberg et al. Brush, et al., Preheat%ontrolling Home Heating with Occupancy Prediction, 2013. Gupta, Adding GPS-Control to Traditional Thermostats: An EXplo ration of Potential Energy Savings and Design Challenges, MIT, 2009. Gupta, et al., A Persuasive GPS -Controlled Thermostat System, MIT, 2008. Krumm, et al., Learning Time-Based Presence Probabilities, Jun. 201 1. Scott, et al., Home Heating Using GPS-Based Arrival Prediction, 2010. International Search Report and Written Opinion for PCT/U S2013/ 035726, dated Aug. 6, 2013. * cited by examiner U.S. Patent Apr. 29, 2014 Sheet 1 0f 47 US 8,712,590 B2 U.S. Patent Apr. 29, 2014 sheer 2 0f 47 US 8,712,590 B2 „nu ...... .. um: ' :um O 105 /ÜÄ fs, E ï DATABASE ’05 120 UTILITY U.S. Patent Apr. 29, 2014 sheer 3 0f 47 US 8,712,590 B2 x@ 270 «È wà F/GÍ 35 U.S. Patent Apr. 29, 2014 »Emu Sheet 4 0f 47 US 8,712,590 B2 EN@w U.S. Patent Apr. 29, 2014 sheer 5 0f 47 US 8,712,590 B2 .500 40H C TEMPERATURE C D/fpp C THERMOSTAT SETTINGS C D ¿w C ENERGY BILLS C 700 C HvAC HARDWARE C 7) ¿w C WEATHER C D ya@ C USER C TRANSACTION C Í) l,” C PRODUCT af SERVICE C È ,2W C LOCATION C C í man U.S. Patent Apr. 29, 2014 US 8,712,590 B2 Sheet 6 0f 47 @we_o w n@w \,f, É5co5ä2mœ 0H #www N. §M@0hEkz2Qm6U;âa9w:Oá.ÉXHn0522:0581 EU / NN@l! 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YES f /5/4 SET 'VI' TO APPROPRIATE SETBACK SCHEDULE SWITCH TIME DETERMINE ST FOR JIT EVENT f /5/5 START JIT EVENT AT ST f 1520 SCHEDULE SETPOINT CHANGES AT THERMOSTAT (gelb) Í/ÖÍ ÍÚ US 8,712,590 B2 U.S. Patent Apr. 29, 2014 sheer 13 0f 47 T ,f 1552 VALIDATE PARAMETERS TT, TEMP(TT). ETC. /534 REQUIRED DATA (ALD, WFD, ETC.) AVAILABLE? lf /556' CREATE TEMPERATURE CHANGE RATE MATRICES f /555 CALCULATE PTI f /540 PTI > MTI? YES No f /542 g CALCULATE RAMPED sETPolNTs f /544 OUTPUT RAMPED SETPCINT VALUES US 8,712,590 B2 U.S. Patent Apr. 29, 2014 Sheet 14 0f 47 US 8,712,590 B2 „WQNP\N elmeiedwal U.S. Patent Apr. 29, 2014 sheer 15 0f 47 US 8,712,590 B2 (TemTp) TT 1215’ ’1WMTI Time eJmeJadLuel U.S. Patent Apr. 29, 2014 US 8,712,590 B2 Sheet 16 0f 47 S%N\ .„_W.nE_F. NS @wÉlîcìh w E m 1il n mwm Gl ì, U.S. Patent Apr. 29, 2014 US 8,712,590 B2 Sheet 17 0f 47 É. QN [Il[ OI eJnleJaduJel U.S. Patent Apr. 29, 2014 Sheet 18 0f 47 US 8,712,590 B2