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US008209124B2 (12) United States Patent (10) Patent N0.: US 8,209,124 B2 Dannevik et a]. (45) Date of Patent: Jun. 26, 2012 (54) APPARATUS AND METHOD FOR Goodwin et a1., “Best Practice for Road Weather Management”, May PROVIDING ENVIRONMENTAL 2003 (retrieved Dec. 18, 2009).* PREDICTIVE INDICATORS TO EMERGENCY Stouffer et al, Guide to Supervisory Control and Data Acquisition RESPONSE MANAGERS (SCADA) and Industrial Control Systems Security Recommenda tions of the National Institute of Standards and Technology, Sep. (75) Inventors: William Dannevik, St. Louis, MO (U S); 2006, pp. 1-F-6, Special Publication 800-82, National Institute of Robert W. Pasken, St. Louis, MO (US) Standards and Technology Technology Administration US. Depart (73) Assignee: Saint Louis University, St. Louis, MO ment of Commerce. (Us) Goodwin, L.C. “Best Practices for Road Weather Management,” ( * ) Notice: Subject to any disclaimer, the term of this Version 2.0., Miterek Systems, May 2003 [Retrieved on: Dec. 18, patent is extended or adjusted under 35 2009]. Retrieved from the Internet: <URL: http://ops.fhwa.d0t.g0v/ U.S.C. 154(b) by 412 days. weather/bestipractices/CaseStudiesFINALvZ-RPT.pdf>. Shaw et al, “Implementation of the WRF Model for the Dubai Inter (21) App1.No.: 12/618,012 national Airport Aviation Weather Decision Support System,” 13th Conference on Aviation, Range, and Aerospace Meteorology New (22) Filed: Nov. 13, 2009 Orleans, American Meteeorology Society, Jan. 20-24, 2008 (65) Prior Publication Data [Retrieved on: Dec. 18, 2009]. Retrieved from the Internet: <URL: http:// ams.confex.com/ ams/ 8 8Annual/techpr0gram/paperi133 147. US 2010/0131202 A1 May 27, 2010 htm>. Related US. Application Data * cited by examiner (60) Provisional application No. 61/114,357, ?led on Nov. Primary Examiner * Phuong Huynh 13, 2008. (74) Attorney, Agent, or FirmiMark E. Stallion, Esq.; (51) Int. Cl. Husch Blackwell LLP G01 W1/00 (2006.01) H04B 15/00 (2006.01) (57) ABSTRACT (52) US. Cl. ................... .. 702/3; 702/4; 702/5; 702/189 A method of predicting weather-exacerbated threats, said (58) Field of Classi?cation Search ................ .. 702/3e5, method comprising inputting localized weather measurement 702/121e123, 179e189; 700/291 data into a weather threat prediction system; predicting future See application ?le for complete search history. localized weather conditions based on said localized weather measurement data combined with modeling from National (56) References Cited Weather Service Data; inputting natural environment and infrastructure data into said weather threat prediction system; U.S. PATENT DOCUMENTS correlating said infrastructure data with said predicted future 2004/0230377 A1* 11/2004 Ghosh et a1. .................... .. 702/3 localized weather conditions; and determining a threat level index over a region, a threat level indicating an area having a OTHER PUBLICATIONS certain probabilistic likelihood of being harmed by said Shaw et al., “Implementation of the WFR for the Dubai International future weather conditions. Airport Aviation Weather Decision Support System”, Jan. 2008 (retrieved Dec. 18, 2009).* 21 Claims, 15 Drawing Sheets EAS Process overview Mesonet Ingest National Weather Tree locatio n Prooess Service Ingest DataBase FOSS Process Above ground Mesonet Quality Power line Control Process DataBase FOSS Mesonet DataBase FOSS National Weather Service Data DataBase FOSS Mesonet Graphics Forecast Model (WPS-WFlF) Generate Generate Forecast Model Generate Meteograms GoogleEanh Graphics GoogleEarlh Station Plots KMZ files KMZ files Web Page GoogleEanh web Page Graphics g T Graphics US. Patent Jun. 26, 2012 Sheet 2 0f 15 US 8,209,124 B2 Ewwgu mix x@55“$33£3m5s? ze w@5me E9@m6qm0wa 5Em%E.t»ma?m m nu?gm $awwna0“mx2e US. Patent Jun. 26, 2012 Sheet 3 0f 15 US 8,209,124 B2 Figule 3 A representative sansor suite US. Patent Jun. 26, 2012 Sheet 5 0f 15 US 8,209,124 B2 Clean up dregs from the last forecast to insure a clean art NOMADS is the i National Oceanographic and Set the date and time Atmosphere stamps for this Administration forecast period (NOAA) real-time model output server Is the NAM date available from LDM Copy initialization date Call NWS from source to forecast V DataBase process server to achieve this run V initialization files are renamed to names Is this the 3rd needed by forecast try for process NOMADS V initialization files are renamed based on Send mail to forecast length and forecaster on start time as needed by the model i Name lists for Model initialization and Model forecasts are built based on forecast start time and forecast length Reset times back YES one NWS forecast slot time Figure 5 Failure exit National Weather Service date ingest process US. Patent Jun. 26, 2012 Sheet 6 0f 15 US 8,209,124 B2 Set the date and time stamps for this ingest cycle NO] > is this the is the 3rd try for mesonet data the available on remote the remote server server its i YES Call mesonet Send mail to Copy this cycles DataBase forecaster on duty mesonet data to V process to archive forecast server this cycle Failure exit v Quality Control this cycles mesonet data V Call mesonet DataBase Exit process to archi this cycle Figure 6 Mesonet data ingest process US. Patent Jun. 26, 2012 Sheet 7 0f 15 US 8,209,124 B2 Set the data/time for the data to be QC’d Get location of data to be QC‘d Finished read a stations reading data weather data YES Call level 1 Checks Cail level 2 Checks Call level 3 Checks Write QC’d data to database Figure 7 Main flow chart for QC process US. Patent Jun. 26, 2012 Sheet 8 0f 15 US 8,209,124 B2 lsthe Flag Rh RHin data bounds Flag temp data Flag wind data Flag rainfall data Flag pressure pressure data in bounds ls battery Flag battery power in data YES Figure 7b Main flow chart for QC process (level 1) US. Patent Jun. 26, 2012 Sheet 9 0f 15 US 8,209,124 B2 Flag wind for YES corresponding value for previous times (5, past times 15, and/or 60 min) Read current and NO past data (5 min, 15 min, and 60 min) for each observation Wind speed YES Flag wind speed greater than ' and wind gusts wind gust Temp» YES Flag temp, for exceeding corresponding NO allowed value previous times (5, for any past 15, and/or 60 min) times Flag wind data checks in past week W Flag temp and NO Dewpoint exceeding YES Flag RH for allowed _ value for Corresponding past times prewous times (5, 15, and/or 60 min) failed YES Flag temp 75% QC data NO checksin RH tailed 75% of QC checksin ast week exceeding Flag pressureth allowed corresponding value for previous times (5, ast times 15, and/or 60 min) Pressure failed 75% Flag pressure Figure 7c OC checks data in past week Main flow chart for QC process (level 2) NO

Description:
NOMADS. Send mail to forecaster on. Reset times back one NWS forecast slot time . 26, 2012. US. Patent m. ETMUSP kw _. particular sensor or machine, and expert-system trouble shooting Use of “smart” RTUs or. PLCs . the only method utilized to understand and create an assess ment of the
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