Firebuster—A Web Application for High-Resolution Fire Weather
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Emulation of a Full Suite of Atmospheric Physics
Emulation of a Full Suite of Atmospheric Physics Parameterizations in NCEP GFS using a Neural Network Alexei Belochitski1;2 and Vladimir Krasnopolsky2 1IMSG, 2NOAA/NWS/NCEP/EMC email: [email protected] 1 Introduction is captured by periodic functions of day and month, and variability of solar energy output is reflected in the solar constant. In addition to the full atmospheric state, NN receives full land-surface model (LSM) state to Machine learning (ML) can be used in parameterization development at least in two different ways: 1) as an capture impact of surface boundary conditions. All NN outputs are increments of dynamical core's prognostic emulation technique for accelerating calculation of parameterizations developed previously, and 2) for devel- variables that the original atmospheric physics package modifies. opment of new \empirical" parameterizations based on reanalysis/observed data or data simulated by high resolution models. An example of the former is the paper by Krasnopolsky et al. (2012) who have developed highly efficient neural network (NN) emulations of both long{ and short-wave radiation parameterizations for 4 Hybrid Coupling of Full Atmospheric Physics NN to GFS a high resolution state-of-the-art short{ to medium-range weather forecasting model. More recently, Gentine Full atmospheric physics NN only et al. (2018) have used a neural network to emulate 2D cloud resolving models (CRMs) embedded into columns updates the state of the atmo- of a \super-parameterized" general circulation model (GCM) in an aqua-planet configuration with prescribed sphere and does not update the invariant zonally symmetric SST, full diurnal cycle, and no annual cycle. -
INTEGRATED FORECAST and MANAGEMENT in NORTHERN CALIFORNIA – INFORM a Demonstration Project
CPASW March 23, 2006 INTEGRATED FORECAST AND MANAGEMENT IN NORTHERN CALIFORNIA – INFORM A Demonstration Project Present: Eylon Shamir HYDROLOGIC RESEARCH CENTER GEORGIA WATER RESOURCES INSTITUTE Eylon Shamir: [email protected] www.hrc-web.org INFORM: Integrated Forecast and Management in Northern California Hydrologic Research Center & Georgia Water Resources Institute Sponsors: CALFED Bay Delta Authority California Energy Commission National Oceanic and Atmospheric Administration Collaborators: California Department of Water Resources California-Nevada River Forecast Center Sacramento Area Flood Control Agency U.S. Army Corps of Engineers U.S. Bureau of Reclamation Eylon Shamir: [email protected] www.hrc-web.org Vision Statement Increase efficiency of water use in Northern California using climate, hydrologic and decision science Eylon Shamir: [email protected] www.hrc-web.org Goal and Objectives Demonstrate the utility of climate and hydrologic forecasts for water resources management in Northern California Implement integrated forecast-management systems for the Northern California reservoirs using real-time data Perform tests with actual data and with management input Eylon Shamir: [email protected] www.hrc-web.org Major Resevoirs in Nothern California Application Area 41.5 Sacramen to River Capacity of Major Reservoirs 41 (million acre-feet): Pit River Trinit y Trinity - 2.4 Trinity Shasta 40.5 Trinity River Shasta Shasta - 4.5 Oroville - 3.5 Feather River 40 Folsom - 1 39.5 Degrees North Latitude Oroville Oroville N. -
5Th International Conference on Reanalysis (ICR5)
5th International Conference on Reanalysis (ICR5) 13–17 November 2017, Rome IMPLEMENTED BY Contents ECMWF | 5th International Conference on Reanalysis (ICR5) 2017 2 Introduction It is our pleasure to welcome the Climate research has benefited over the • Status and plans for future reanalyses • Evaluation of reanalyses reanalysis community at the 5th years from the continuing development Global and regional production, inclusive Comparisons with observations, International Conference on Reanalysis of reanalysis. As reanalysis datasets of all WCRP thematic areas: atmosphere, other types of analysis and models, (ICR5). We are delighted that we are become more diverse (atmosphere, land, ocean and cryosphere – Session inter-comparisons, diagnostics – all able to come together in Rome. ocean and land components), more organisers: Mike Bosilovich (NASA Session organisers: Franco Desiato This five-day international conference complete (moving towards Earth-system GMAO), Shinya Kobayashi (JMA), (ISPRA), Masatomo Fujiwara (Hokkaido is the worldwide leading event for the coupled reanalysis), more detailed, and Simona Masina (CMCC) University), Sonia Seneviratne (ETH), continuing development of reanalysis of longer timespan, community efforts Adrian Simmons (ECMWF) • Observations for reanalyses for climate research, which provides a to evaluate and intercompare them Preparation, organisation in large • Applications of reanalyses comprehensive numerical description become more important. archives, data rescue, reanalysis Generating time-series of Essential -
Evaluation of Cloud Properties in the NOAA/NCEP Global Forecast System Using Multiple Satellite Products
Clim Dyn DOI 10.1007/s00382-012-1430-0 Evaluation of cloud properties in the NOAA/NCEP global forecast system using multiple satellite products Hyelim Yoo • Zhanqing Li Received: 15 July 2011 / Accepted: 19 June 2012 Ó Springer-Verlag 2012 Abstract Knowledge of cloud properties and their vertical are similar to those from the model, latitudinal variations structure is important for meteorological studies due to their show discrepancies in terms of structure and pattern. The impact on both the Earth’s radiation budget and adiabatic modeled cloud optical depth over storm track region and heating within the atmosphere. The objective of this study is to subtropical region is less than that from the passive sensor and evaluate bulk cloud properties and vertical distribution sim- is overestimated for deep convective clouds. The distributions ulated by the US National Oceanic and Atmospheric of ice water path (IWP) agree better with satellite observations Administration National Centers for Environmental than do liquid water path (LWP) distributions. Discrepancies Prediction Global Forecast System (GFS) using three global in LWP/IWP distributions between observations and the satellite products. Cloud variables evaluated include the model are attributed to differences in cloud water mixing ratio occurrence and fraction of clouds in up to three layers, cloud and mean relative humidity fields, which are major control optical depth, liquid water path, and ice water path. Cloud variables determining the formation of clouds. vertical structure data are retrieved from both active (Cloud- Sat/CALIPSO) and passive sensors and are subsequently Keywords Cloud fraction Á NCEP global forecast system Á compared with GFS model results. -
HIRLAM-B Review September 2016
External review of the HIRLAM-B programme 2011 – 2015 Peter Lynch Dominique Marbouty Tiziana Paccagnella September 2015 External review of the HIRLAM-B programme, September 2015 Page 2 Table of contents List of recommendations page 4 Summary page 5 Part one Introduction page 7 Background to the review Composition of the Review Team and its organisation Part two The HIRLAM programme page 10 Structure and governance of the programme Staffing resources Achievements of the HIRLAM-B programme Recommendations of the previous review, follow-up Part three Model performance, forecasters’ feedback page 17 Part four Towards an expanded programme page 22 Scope of the single Consortium, core and optional activities Organisation and governance Staffing resources and code-development Data policy and code ownership Branding of the new collaboration and system Part five Conclusion page33 Annexes page 35 Annex 1 – Scope and Term of Reference for HIRLAM-B External Review Annex 2 – Joint HIRLAM-ALADIN Declaration Annex 3 – List of acronyms External review of the HIRLAM-B programme, September 2015 Page 3 Summary The Review Team appointed by the HIRLAM Council examined the governance, resources and achievement of the HIRLAM-B programme. It reviewed the implementation of the recommendations made by the previous review team in 2010 at the end of HIRLAM-A. The HIRLAM cooperation has a long history and is now well organised. As a result the Review Team made few comments concerning HIRLAM in isolation from the wider collaboration with ALADIN. The review team also met forecasters in most of HIRLAM centers. Benefits of using regional high resolution model for short range forecasts, as compared to ECMWF global forecasts, is no longer questioned. -
NAEFS Status and Future Plan
NAEFS Status and Future Plan Yuejian Zhu Ensemble team leader Environmental Modeling Center NCEP/NWS/NOAA Presentation for International S2S conference February 14 2014 Warnings Warnings Coordination Coordination Assessments Forecasts Guidance Forecasts Guidance Watches Watches Outlook Outlook Threats & & Alert Alert Products Forecast Lead Time Minutes Minutes Life & Property NOAA Hours Hours Aviation Days Days Spanning 1 Maritime 1 Week Week Seamless 2 Space Operations 2 Week Week Fire Weather Fire Weather Months Months Emergency Mgmt Climate/Weather/Water Commerce Suite Benefits Seasons Seasons Energy Planning Hydropower of Reservoir Control Forecast O G O O H C U D R C R D Y L T P S Agriculture I Years Years Recreation Weather Prediction Climate Prediction Ecosystem Products Health Products Uncertainty ForecastForecast Uncertainty Forecast Uncertainty Environment Warnings Warnings Coordination Coordination Assessments Forecasts Guidance Forecasts Guidance Watches Watches Outlook Outlook Threats & & Alert Alert Forecast Lead Time Products Service CenterPerspective Minutes Minutes Life & Property NOAA Hours Hours Aviation Days Days 1 1 Maritime Spanning Week Week Seamless SPC 2 Space Operations 2 Week Week Fire Weather HPC Fire Weather Months Months Emergency Mgmt AWC Climate/Weather Climate OPC Commerce Suite Linkage Benefits Seasons Seasons SWPC Energy Planning CPC TPC Hydropower of and Reservoir Control Forecast Reservoir Control Fire WeatherOutlooks toDay8 Week 2HazardsAssessment Winter WeatherDeskDays1-3 Seasonal Predictions NDFD, -
CFS Reanalysis Design
Design of the 30-year NCEP CFSRR T382L64 Global Reanalysis and T126L64 Seasonal Reforecast Project (1979-2009) Suru Saha and Hua-Lu Pan, EMC/NCEP With Input from Stephen Lord, Mark Iredell, Shrinivas Moorthi, David Behringer, Ken Mitchell, Bob Kistler, Jack Woollen, Huug van den Dool, Catherine Thiaw and others Operational Daily CFS • 2 9-month coupled forecasts at 0000GMT • (1) GR2 (d-3) atmospheric initial condition • (2) Avg [GR2(d-3),GR2(d-4)] • T62L28S2 – MOM3 • GODAS (d-7) oceanic initial condition 2004 CFS Reforecasts The CFS includes a comprehensive set of retrospective runs that are used to calibrate and evaluate the skill of its forecasts. Each run is a full 9-month integration. The retrospective period covers all 12 calendar months in the 24 years from 1981 to 2004. Runs are initiated from 15 initial conditions that span each month, amounting to a total of 4320 runs. Since each run is a 9-month integration, the CFS was run for an equivalent of 3240 yr! An upgrade to the coupled atmosphere-ocean-seaice-land NCEP Climate Forecast System (CFS) is being planned for Jan 2010. Involves improvements to all data assimilation components of the CFS: • the atmosphere with the new NCEP Gridded Statistical Interpolation Scheme (GSI) and major improvements to the physics and dynamics of operational NCEP Global Forecast System (GFS) • the ocean and ice with the NCEP Global Ocean Data Assimilation System, (GODAS) and a new GFDL MOM4 Ocean Model • the land with the NCEP Global Land Data Assimilation System, (GLDAS) and a new NCEP Noah Land model For a new Climate Forecast System (CFS) implementation Two essential components: A new Reanalysis of the atmosphere, ocean, sea-ice and land over the 31-year period (1979-2009) is required to provide consistent initial conditions for: A complete Reforecast of the new CFS over the 28-year period (1982-2009), in order to provide stable calibration and skill estimates of the new system, for operational seasonal prediction at NCEP There are 4 differences with the earlier two NCEP Global Reanalysis efforts: 1. -
Performance of a Very High-Resolution Global Forecast System Model (GFS T1534) at 12.5 Km Over the Indian Region During the 2016–2017 Monsoon Seasons
J. Earth Syst. Sci. (2019) 128:155 c Indian Academy of Sciences https://doi.org/10.1007/s12040-019-1186-6 Performance of a very high-resolution global forecast system model (GFS T1534) at 12.5 km over the Indian region during the 2016–2017 monsoon seasons P Mukhopadhyay1,* ,VSPrasad2, R Phani Murali Krishna1, Medha Deshpande1, Malay Ganai1, Snehlata Tirkey1, Sahadat Sarkar1, Tanmoy Goswami1, C J Johny2, Kumar Roy1, M Mahakur1, V R Durai3 and M Rajeevan4 1 Indian Institute of Tropical Meteorology, Dr Homi Bhabha Road, Pashan, Pune 411 008, India. 2National Centre for Medium Range Weather Forecasting, A-50, Sector-62, Noida, UP, India. 3India Meteorological Department, Mausam Bhavan, Lodi Road, New Delhi 110 003, India. 4Ministry of Earth Science, Government of India, Prithvi Bhavan, New Delhi 110 003, India. *Corresponding author. e-mail: [email protected] [email protected] MS received 1 September 2018; revised 17 March 2019; accepted 20 March 2019; published online 4 June 2019 A global forecast system model at a horizontal resolution of T1534 (∼12.5 km) has been evaluated for the monsoon seasons of 2016 and 2017 over the Indian region. It is for the first time that such a high-resolution global model is being run operationally for monsoon weather forecast. A detailed validation of the model therefore is essential. The validation of mean monsoon rainfall for the season and individual months indicates a tendency for wet bias over the land region in all the forecast lead time. The probability distribution of forecast rainfall shows an overestimation (underestimation) of rainfall for the lighter (heavy) categories. -
5Th International Conference on Reanalysis (ICR5)
5th International Conference on Reanalysis (ICR5) 13–17 November 2017, Rome IMPLEMENTED BY Contents ECMWF | 5th International Conference on Reanalysis (ICR5) 2017 2 Introduction It is our pleasure to welcome the Climate research has benefited over the • Status and plans for future reanalyses • Evaluation of reanalyses reanalysis community at the 5th years from the continuing development Global and regional production, inclusive Comparisons with observations, other International Conference on Reanalysis of reanalysis. As reanalysis datasets of all WCRP thematic areas: atmosphere, types of analysis and models, inter- (ICR5). We are delighted that we are become more diverse (atmosphere, land, ocean and cryosphere – Session comparisons, diagnostics – Session all able to come together in Rome. ocean and land components), more organizers: Mike Bosilovich (NASA organizers: Franco Desiato (ISPRA), This five-day international conference complete (moving towards Earth-system GMAO), Shinya Kobayashi (JMA), Masatomo Fujiwara (Hokkaido is the worldwide leading event for the coupled reanalysis), more detailed, and Simona Masina (CMCC) University), Sonia Seneviratne (ETH), continuing development of reanalysis of longer timespan, community efforts Adrian Simmons (ECMWF) • Observations for reanalyses for climate research, which provides a to evaluate and intercompare them Preparation, organization in large • Applications of reanalyses comprehensive numerical description become more important. archives, data rescue, reanalysis Generating time-series of -
Numerical Weather Prediction Basics: Models, Numerical Methods, and Data Assimilation
Cite this entry as: Pu Z., Kalnay E. (2018) Numerical Weather Prediction Basics: Models, Numerical Methods, and Data Assimilation. In: Duan Q., Pappenberger F., Thielen J., Wood A., Cloke H., Schaake J. (eds) Handbook of Hydrometeorological Ensemble Forecasting. Springer, Berlin, Heidelberg Numerical Weather Prediction Basics: Models, Numerical Methods, and Data Assimilation Zhaoxia Pu and Eugenia Kalnay Contents 1 Introduction: Basic Concept and Historical Overview .. .................................... 2 2 NWP Models and Numerical Methods ...................................................... 4 2.1 Basic Equations ......................................................................... 4 2.2 Numerical Frameworks of NWP Model ............................................... 7 2.3 Global and Regional Models ........................................................... 12 2.4 Physical Parameterizations ............................................................. 13 2.5 Land-Surface and Ocean Models and Coupled Numerical Models in NWP . 18 3 Data Assimilation ............................................................................. 22 3.1 Least Squares Theory ................................................................... 22 3.2 Assimilation Methods .................................................................. 24 4 Recent Developments and Challenges ....................................................... 28 References ........................................................................................ 29 Abstract Numerical -
Valiano FIRE PROTECTION PLAN
August 4, 2015 Redline 8.28.2015 Revision; November 20, 2015 Revision; 12.16.2015 Revision Valiano FIRE PROTECTION PLAN TRACT TM 5575 RPL San Marcos Fire Department and Fire Protection District County of San Diego August 4, 2015August 28, 2015November 20, 2015December 16, 2015 Applicant: Integral Communities 2235 Encinitas Blvd, Suite 216 Encinitas, CA 92024 C. Douglas Pumphrey David C. Bacon,Ronald J. Woychak President Senior Wildland Fire Associate FIREWISE 2000, Inc. FIREWISE 2000, Inc. 26337 Sky Drive1320 Scenic Dr. 951-315-2030 Escondido, CA 920296 [email protected] Telephone: 760-745-3947 Fax: 760-557-2301 [email protected] Signed:______________________ Date:______________________ _________________________________________________________________________________________ FIREWISE 2000, INC Page 1 of 87 Valiano Fire Protection Plan August 4, 2015 Redline 8.28.2015 Revision; November 20, 2015 Revision; 12.16.2015 Revision TABLE OF CONTENTS PAGE NO. EXECUTIVE SUMMARY 4 1.0 INTRODUCTION 7 1.1 Project Location 7 1.2 Project Description 7 1.3 Community Overview 9 1.4 Environmental Setting 9 2.0 GUIDELINES FOR THE DETERMINATION OF SIGNIFICANCE 15 2.1 People and Structure Exposure to Fire 16 2.2 Fire Access 16 2.3 Water Supply 16 2.4 Ignition Resistant Construction and Fire Protection Systems 16 3.0 ANTICIPATED FIRE BEHAVIOR IN THE VICINITY 16 3.1 Fire Behavior Potential 16 3.2 On-Site Vegetation 17 3.3 Off-Site Vegetation 19 3.4 Wildland Fire Behavior Assessment 19 4.0 MITIGATION MEASURES AND DESIGN CONSIDERATIONS 22 -
Rancho Santa Fe Fire Protection District Board of Directors Meeting Agenda
RANCHO SANTA FE FIRE PROTECTION DISTRICT BOARD OF DIRECTORS MEETING AGENDA Rancho Santa Fe FPD September 26, 2018 Board Room – 18027 Calle Ambiente 1:00 pm PT Rancho Santa Fe, California 92067 Special (in lieu or regular) Meeting RULES FOR ADDRESSING BOARD OF DIRECTORS Members of the audience who wish to address the Board of Directors are requested to complete a form near the entrance of the meeting room and submit it to the Board Clerk. Any person may address the Board on any item of Board business or Board concern. The Board cannot take action on any matter presented during Public Comment, but can refer it to the Administrative Officer for review and possible discussion at a future meeting. As permitted by State Law, the Board may take action on matters of an urgent nature or which require immediate attention. The maximum time allotted for each presentation is FIVE (5) MINUTES. Pledge of Allegiance 1. Roll Call 2. Motion waiving reading in full of all Resolutions/Ordinances 3. Public Comment All items listed on the Consent Calendar are considered routine and will be enacted by one motion without discussion unless Board Members, Staff or the public requests removal of an item for separate discussion and action. The Board of Directors has the option of considering items removed from the Consent Calendar immediately or under Unfinished Business. 4. Consent Calendar a. Board of Directors Minutes Board of Directors minutes of August 8, 2018 ACTION REQUESTED: Approve b. Receive and File i. Monthly/Quarterly Reports (1) List of Demands Check