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(12) United States Patent (10) Patent No.: US 8,892.495 B2 Hoffberg Et Al

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(12) United States Patent (10) Patent No.: US 8,892.495 B2 Hoffberg Et Al US008892495 B2 (12) United States Patent (10) Patent No.: US 8,892.495 B2 Hoffberg et al. (45) Date of Patent: Nov. 18, 2014 (54) ADAPTIVE PATTERN RECOGNITION BASED (58) Field of Classification Search CONTROLLERAPPARATUS AND METHOD CPC ..................... F24F 11/0034; G05B 2219/2642 AND HUMAN-INTERFACE THEREFORE USPC ................... 706/11, 12, 14, 48: 700/276-278 See application file for complete search history. (71) Applicants: Steven M. Hoffberg, West Harrison, NY (US); Linda I. Hoffberg-Borghesani, (56) References Cited Acton, MA (US) U.S. PATENT DOCUMENTS (72) Inventors: Steven M. Hoffberg, West Harrison, NY 312,516 A 2/1885 Schilling (US); Linda I. Hoffberg-Borghesani, 2,819,020 A 1/1958 Baer et al. Acton, MA (US) (Continued) (73) Assignee: Blanding Hovenweep, LLC, Las Vegas, FOREIGN PATENT DOCUMENTS NV (US) CA 2009171 8, 1990 (*) Notice: Subject to any disclaimer, the term of this CA 1298.387 3, 1992 patent is extended or adjusted under 35 (Continued) U.S.C. 154(b) by 0 days. OTHER PUBLICATIONS (21) Appl. No.: 13/736,509 Green, Lee, “Thermo Tech: Here's a common sense guide to the new thinking thermostats'. Popular Mechanics, Oct. 1985, 155-159. (22) Filed: Jan. 8, 2013 (Continued) (65) Prior Publication Data Primary Examiner — Jeffrey A Gaffin US 2013/O147598A1 Jun. 13, 2013 Assistant Examiner — Benjamin Buss (74) Attorney, Agent, or Firm — Steven M. Hoffberg; Related U.S. Application Data Ostrolenk Faber LLP (60) Continuation of application No. 13/244,152, filed on (57) ABSTRACT Sep. 23, 2011, now Pat. No. 8,352,400, which is a A system and method of predicting items likely to appeal to a user, based on data received from a remote site. One or more (Continued) local systems are provided, along with a remote system, said (51) Int. C. local systems communicating with said remote system over a F24F II/00 (2006.01) network connection. Each local system maintains a set of G06F 7702 (2006.01) characterized items. A local processor predicts an appeal of G06N 7/06 (2006.01) an item to a user based on the comparison with the set of (52) U.S. C. characterized items with, e.g., userpreferences. The user may CPC ............ F24F II/0034 (2013.01); G06F 7/023 interact through graphical user interface. At least one user (2013.01); G06N 7/06 (2013.01); G05B preference predictive algorithm may be employed to present 2219/2642 (2013.01) items predicted to appeal to the user. USPC ............................................. 706/48; 700/276 27 Claims, 19 Drawing Sheets 23O3 23 O. 23O2 23 O6 Microprocessor Control Plant Data Serializer Pattern Interface & Recognition Programming System Console 23O4 2305 US 8,892.495 B2 Page 2 Related U.S. Application Data 4,077,005 2, 1978 Bishop 4,081,753 3, 1978 Miller division of application No. 10/389,865, filed on Mar. 14, 4,084.323 4, 1978 McMurtry 2003, now Pat. No. 8,032,477, which is a continuation 4,100,370 7, 1978 Suzuki et al. in-part of application No. 09/304,536, filed on May 4, 4,114,155 9, 1978 Raab 4,114,453 9, 1978 Sandler 1999, now Pat. No. 6,418,424, and a continuation-in 4,117,511 9, 1978 Baer et al. part of application No. 10/162,079, filed on Jun. 3, 2002, 4,118,730 10, 1978 Lemelson now Pat. No. 6,640,145, and a continuation-in-part of 4,123,097 10, 1978 Allemann application No. 09/497,071, filed on Feb. 2, 2000, and a 4,135,791 1/1979 Govignon 4,138,726 2, 1979 Girault et al. continuation of application No. 10/189,832, filed on Jul. 4,139,889 2, 1979 Ingels 3, 2002, now abandoned, which is a continuation of 4,146,892 3, 1979 Overman et al. application No. 09/241,135, filed on Feb. 1, 1999, now 4,148,061 4, 1979 Lemelson Pat. No. 6,400.996, application No. 10/389,865, which 4,152,693 5, 1979 Ashworth, Jr. is a continuation-in-part of application No. 09/260,802, 4,155,042 5, 1979 Permut et al. 4,162.377 7, 1979 Mearns filed on Mar. 2, 1999, now Pat. No. 7,242.988, and a 4,168,499 9, 1979 Matsumura et al. continuation-in-part of application No. 09/680,049, 4,168,576 9, 1979 McMurtry filed on Oct. 5, 2000, now Pat. No. 6,850,252, applica 4,170,782 10, 1979 Miller tion No. 10/162,079, which is a continuation of applica 4,185,265 1, 1980 Griffin et al. tion No. 09/241,135, filed on Feb. 1, 1999, now Pat. No. 4,186,413 1, 1980 Mortimer 4, 187492 2, 1980 Delignieres 6,400,996. 4,200,770 4, 1980 Hellman et al. 4,203,076 5, 1980 Yamashita (60) Provisional application No. 60/157,829, filed on Oct. 5, 4,208,652 6, 1980 Marshall 1999. 4,213, 183 T. 1980 Barron et al. 4,218,582 8, 1980 Hellman et al. References Cited 4,221,975 9, 1980 Ledniczki et al. (56) 4,224,644 9, 1980 Lewis et al. 4,225,850 9, 1980 Chang et al. U.S. PATENT DOCUMENTS 4,228.421 10, 1980 Asada 4,229,620 10, 1980 Schaible 2.918,846 12, 1959 Poter 4,229,737 10, 1980 Heldwein et al. 2.956,114 10, 1960 Ginsburg et al. 4,230,990 10, 1980 Lert, Jr. et al. 3,310,111 3, 1967 Pavlich et al. 4,235,441 11, 1980 Ciccarello 3,325,810 6, 1967 Frank et al. 4,237.987 12, 1980 Sherman 3.419,156 12, 1968 Mork 4,239,415 12, 1980 Blikken 3,567,115 3, 1971 Nelson .................... 2361 B 4,240,079 12, 1980 Zhilin 3,609.684 9, 1971 Lipp 4,244,043 1, 1981 Fujita et al. 3,621,263 11, 1971 Gilson et al. 4,244,123 1, 1981 Lazure et al. 3,745,462 7, 1973 Trimble 4,245.245 1, 1981 Matsumoto et al. 3,769,710 11, 1973 Reister 4,254,474 3, 1981 Cooper et al. 3,771,483 11, 1973 Bond 4.264,924 4, 1981 Freeman 3,772,688 11, 1973 Smit et al. 4.264,925 4, 1981 Freeman et al. 3,774,215 11, 1973 Reed 4,271,532 6, 1981 Wine 3,793,635 2, 1974 Potter 4,280,148 T. 1981 Saxena 3,796,433 3, 1974 Fraley et al. 4,283,709 8, 1981 Lucero et al. 3,828.306 8, 1974 Angeloni 4,287,592 9, 1981 Paulish et al. 3,848, 193 11, 1974 Martin et al. 4,288.809 9, 1981 Yabe 3,848,254 11, 1974 Drebinger et al. 4,298,889 11, 1981 Burianek et al. 3,849,760 11, 1974 Endou et al. 4,300,040 11, 1981 Gould et al. 3,899,687 8, 1975 Jones 4,301.506 11, 1981 Turco 3,914,692 10, 1975 Seaborn, Jr. 4,303,978 12, 1981 Shaw et al. 3,917,317 11, 1975 Ryan 4,305,101 12, 1981 Yarbrough et al. 3,922,673 11, 1975 Bishop 4,305,131 12, 1981 Best 3,928,719 12, 1975 Sasabe et al. 4,307.446 12, 1981 Barton et al. 3,950,733 4, 1976 Cooper et al. 4,311,876 1, 1982 Endo et al. 3,953,669 4, 1976 Saccomani et al. 4.323,921 4, 1982 Guillou 3,967.241 6, 1976 Kawa 4.326,259 4, 1982 Cooper et al. 3,980,948 9, 1976 Olive 4.331,974 5, 1982 Cogswell et al. 3,984,638 10, 1976 Carrouge 4,337,529 6, 1982 Morokawa 3,986,119 10, 1976 Hemmer, Jr. et al. 4.338492 7, 1982 Snopko 3,987,398 10, 1976 Fung 4.338,626 7, 1982 Lemelson 3,993,955 11, 1976 Belcher et al. 4.338,644 7, 1982 Staar 3,993,976 11, 1976 Ginsburg 4,339,798 7, 1982 Hedges et al. 4,002.983 1, 1977 Kavalir et al. 4,345,315 8, 1982 Cadotte et al. 4,008,376 2, 1977 Flanagan et al. 4,346.407 8, 1982 Baer et al. 4,010,619 3, 1977 Hightower et al. 4,347,498 8, 1982 Lee et al. 4,013,994 3, 1977 Ragano et al. 9, 1982 Snopko 4,024.382 5, 1977 Fowler 4,349,701 4,024.401 5, 1977 Bernstein et al. 4,349,823 9, 1982 Tagami et al. 4,025,851 5, 1977 Haselwood et al. 4,350,970 9, 1982 von Tomkewitsch 4,025,920 5, 1977 Reitboeck et al. 4,355,415 10, 1982 George et al. 4,028,662 6, 1977 Young 4,355,806 10, 1982 Bucket al. 4,035,979 7, 1977 Koreska 4,356,509 10, 1982 Skerlos et al. 4,044,243 8, 1977 Cooper et al. 4,358,824 11, 1982 Glickman et al. 4,052,058 10, 1977 Hintz 4,359,733 11, 1982 O'Neill 4,065,778 12, 1977 Harvey 4,363,108 12, 1982 Lange et al. 4,067,411 1, 1978 Conley et al. 4,367,453 1, 1983 Kuno et al. 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