ADT – Advanced Dvorak Technique Tim Olander and Chris Velden University of Wisconsin – Madison Cooperative Institute for Meteorological Satellite Studies (CIMSS) International Workshop on Satellite Analysis of Tropical Cyclones Honolulu, Hawaii 13 – 16 April, 2011 Advanced Dvorak Technique Acknowledgements We wish to acknowledge the inputs from those whom have provided valuable feedback regarding the ADT over the years, specifically Mike Turk and Greg Gallina at NESDIS/SAB, Andrew Burton at the Australian Bureau of Meteorology, numerous forecasters and specialists at the NOAA/National Hurricane Center and the Joint Typhoon Warning Center, past and present (too many to name here). Special thanks to Jeff Hawkins and the Naval Research Laboratory and Office of Naval Research for the support towards the development and continued advancement of the ADT! Advanced Dvorak Technique Presentation Overview • • • • • Brief Historical Overview Latest Advancements Validation Current Status and Availability Looking Towards the Future Advanced Dvorak Technique Presentation Overview • • • • • Historical Overview Latest Advancements Validation Current Status and Availability Looking Towards the Future Advanced Dvorak Technique ADT History: The ODT Step One: Creating the initial Objective Dvorak Technique (ODT) Advanced Dvorak Technique ADT History: The ODT Why develop an objective Dvorak Technique (DvT)? • Reduce subjectivity – Analyst subjectivity can be introduced in assessing scene type, applying certain DvT parameters and rules, and determining TC storm center locations • Promote uniformity -- Given the above, significant variation in DvT estimates can sometimes exist between Operational Forecast Centers (OFCs), as documented by IBTrACS -- Provide objectively-based estimates as a guidance tool • Original Goal Advanced Dvorak Technique ADT History: The ODT Examples of wide intensity estimate variations between Operational Forecast Centers landfall Regions of Note Advanced Dvorak Technique ADT History: The ODT • Retain DvT “roots”, but amend a little – Implement as much of original DvT technique as possible • Keep familiarity for analysts/forecasters (e.g. EIR branch) • Output that includes T# and CI# values • Utilize same scene type classifications • Integrate DvT steps/rules (e.g. DvT Rule 9 for weakening) – Implement a time averaging scheme • Operate the ODT at hourly (or even 30-min.) increments • Utilize a “history file” to store critical information for each analysis • Employ 6-h (now 3-h) running average of T# estimates to smooth minor fluctuations from estimate to estimate, apply to final CI# – Implement additional features requested by users • Add user position or scene override functionality • ODT applications limited to TCs > T3.5 (strong tropical storms and higher) Advanced Dvorak Technique ADT History: The ODT Development of an objective scheme to estimate tropical cyclone intensity from digital geostationary satellite infrared imagery Chris Velden, Tim Olander and Ray Zehr Weather and Forecasting, 1998, Vol. 13, pp. 172-186 Advanced Dvorak Technique ADT History: The AODT Step Two: The Advanced Objective Dvorak Technique (AODT) Advanced Dvorak Technique ADT History: The AODT • Expand and Improve the ODT – Increase analysis intensity range and precision • Allow for analysis of all ranges of intensities at/above TD stage • Addition of new scene type classifications and analysis scheme – Curved Band using 10° Log Spiral technique – Additional Eye scene types – Modified cloud region temperature calculation (to help identify cloud symmetry) • Integrate modified DvT Rule 8 intensity growth/decay constraints – Provide completely automated analysis capability • Remove final subjective element of ODT technique: the storm center determination/selection (replace analyst positioning using a mouse/curser with an objective Laplacian-based technique to search for localized and correlated bi-directional Tb gradients) – Implement latitude bias adjustment for final MSLP estimates • Regression-based on relationship of the change of tropopause height (and cloud top temps) with latitude (Kossin and Velden, 2004, MWR) Advanced Dvorak Technique ADT History: The ADT Step Three: The Advanced Dvorak Technique (ADT) Advanced Dvorak Technique ADT History: The ADT • Improve existing AODT methodology, and advance the algorithm beyond scope of the DvT – Integrate new intensity relationships • Derive regression-based equations for eye and central dense overcast (CDO) scene types (discard look-up tables) – Identify new environmental variables for regression equations • Implement “Scene Score” calculation to determine current scene type using previous scene type and other environmental values – Helps eliminate unrealistic scene type jumps – Utilize new automated storm center determination process • Implement forerunner to Wimmers/Velden ARCHER scheme (2010, JAMC) – Examines spiral band structure of entire IR cloud top temperature field – Searches for eye features using advanced ring fitting analysis scheme – Can identify and discard most “false eye” situations • Scheme works primarily in T# range 3.5 and greater – Defaults to interpolation of OFC track forecast at weaker intensities Advanced Dvorak Technique ADT History: The ADT The Advanced Dvorak Technique: Continued development of an objective scheme to estimate tropical cyclone intensity using geostationary infrared satellite imagery Timothy Olander and Christopher Velden Weather and Forecasting, 2007, Vol. 22, pp. 287-298 Advanced Dvorak Technique ADT History: The ADT • New: Exploit additional satellite sensor information – Utilize externally-derived Passive Microwave (PMW) Intensity “Score” values during CDO events • ADT intensities typically level out during CDO events until eye feature appears in IR imagery • PMW imagery can often identify the organization of eye features below cirrus shield in the developing TC stages • PMW score is determined from objectively analyzed TC structure using 85GHz, and based on empirically-derived thresholds, can result in the over-ride of the ADT-based T# (depending on score, two different T# intensity estimates can be assigned (either T# = 4.3 or 5.0)) • Additional logic in ADT algorithm “merges” new PMW-derived T# values into existing history file to eliminate unnatural intensity jumps (linear extrapolation back 12 hours from PMW estimate point). New logic also linearly increments the PMW value forward in proportion to DvT model Tnum expected growth. Advanced Dvorak Technique Presentation Overview • • • • • Historical Overview Latest Advancements Validation Current Status and Availability Looking Towards the Future Advanced Dvorak Technique Presentation Overview • Historical Overview • Latest Advancements – Automated Storm Centering – PMW Score – Knaff/Courtney/Zehr Wind>Pressure • Validation • Current Status and Availability • Looking Towards the Future Advanced Dvorak Technique Automated Storm Centering Storm center determination • Utilize IR-Window Imagery (No VIS yet) • Spiral Centering » First guess interpolated from official TC forecast » Fits 5° log spiral to grid points within search radius around first guess position » Calculates Tb gradients along spiral; determines position and rotation where minimum exists • Ring Fitting » Spiral Centering position serves as first guess » Fits series of rings with different radii at grid points within search region » Searches for single ring that fits maximum Tb gradients Advanced Dvorak Technique Automated Storm Centering Spiral Centering • Fits 5° log spiral vector field to the IR image • Calculates a grid of scores that indicates the alignment between the spiral field and the IR Tb gradients (maximum at the spiral center Ring Fitting • Calculates a grid of scores that indicates the best fit to a range of possible ring positions and diameters (maximum at the eye center) Advanced Dvorak Technique Automated Storm Centering Advanced Dvorak Technique Presentation Overview • Historical Overview • Latest Advancements – Automated Storm Centering – PMW Score – Knaff/Courtney/Zehr Wind>Pressure • Validation • Current Status and Availability • Looking Towards the Future Advanced Dvorak Technique PMW Intensity Estimate “Score” Summary • As briefly mentioned earlier, a recent major ADT algorithm improvement utilizes external passive microwave (PMW) information to aid in detection of tropical cyclone eye/eyewall formation when the ADT objective scene identification scheme (relying on IR alone) cannot discern developing eye features due to high-level overcast. • ADT algorithm can struggle with this scenario and the T#s often “plateau”. Coincident PMW data can view through much of the overcast and in many cases discern an organizing eye structure. • Based on the amount of eyewall organization (wrap) and strength, a PMW “score” is calculated. • If the score exceeds pre-determined thresholds, the value is passed to the ADT, where it is converted to a T# and over-rides the IR-based T#. • Currently this scheme is only utilized in the developing stages of TCs Advanced Dvorak Technique PMW Intensity Estimate Score • Uses Eyewall temperatures the 85GHz brightness temperature signal to deduce the vigor and organization of the developing eyewall/eye, and calculate an intensity score • Successful in loosely differentiating between storms • Greater than ~72 knots • Greater than ~90 knots Warmest eye pixel Hurricane Dolly, 23 July 2008 1126 UTC DMSP SSM/I 85GHz (H) brightness temperature • If thresholds are exceeded, PMW scores are converted to either T# of 4.3 or 5.0 in the ADT • The scheme has been operating in the ADT since 2008 Advanced Dvorak Technique PMW Intensity Estimate Score More intense; Closer to Best Track More accurate during rapid intensification Advanced Dvorak Technique PMW Intensity Estimate Score Eliminated false intensity “plateau”; Closer to Best Track More closely follows rapid intensification; More accurate maximum intensity resulted Advanced Dvorak Technique Presentation Overview • Historical Overview • Latest Advancements – Automated Storm Centering – PMW Score – Courtney/Knaff Wind>Pressure • Validation • Current Status and Availability • Looking Towards the Future Advanced Dvorak Technique Courtney/Knaff Wind>Pressure • Based on Courtney and Knaff (2009) – Adapting the Knaff and Zehr wind-pressure relationship for operational use in Tropical Cyclone Warning Centres, Australian Meteorological and Oceanographic Journal, 58, pp. 167-179 • ADT final MSLP estimate: Starts with the derived T# and Vmax, then utilizes information from realtime ATCF CARQ files provided by OFCs (NHC or JTWC) – R34 = Average of ATCF RAD1-RAD4 wind radii (in nmi) for 34 knot wind threshold (gale radius) – MSLP = Pressure (in mb) of outermost closed isobar (ATCF POUTER value) – ROCI = Radius of outermost closed isobar (ATCF ROUTER value, in nmi) to estimate R34 value if no 34-knot wind radii are available • R34est = (0.354 * ROCI) + 13.3 – ADT also uses climatological storm speed value of 11 knots – Andrew Burton will discuss C/K methodology in greater detail later… Advanced Dvorak Technique Presentation Overview • • • • • Historical Overview Latest Advancements Validation Current Status and Availability Looking Towards the Future Advanced Dvorak Technique ADT Validation (Vmax, vs. Recon) Comparison of latest ADT version (v8.1.3, with PMW) and previous version (v7.2.3, w/o PMW) 7.2.3 Mean Error 7.2.3 Bias 8.1.3 Mean Error 8.1.3 Bias Intensity range affected most by PMW “eye score” addition Advanced Dvorak Technique ADT Validation: Comparisons with SAB DvT • NORTH ATLANTIC – 2010 TC Season – Independent comparisons between ADT and SAB intensity estimates – ADT and SAB estimates w/in +/- 30 minutes – Closest NHC Best Track intensity (co-located w/ aircraft reconnaissance in situ measurement w/in 2 hours) 106 total matches (homogeneous) bias aae stdv SAB:CI# -0.22 0.48 0.57 SAB:Win -1.40 7.77 10.23 SAB:MSL 5.01 8.20 9.78 ADT:CI# -0.02 0.58 0.73 ADT:Win 2.59 8.22 10.47 ADT:MSL 2.22 8.94 11.35 Note: SAB analysts do have access to, or awareness of, the recon reports. While this influence is difficult to quantify, it offers a stringent comparison test for the ADT. Advanced Dvorak Technique ADT Validation: Comparisons with SAB DvT • EAST/CENTRAL PACIFIC – 2010 TC Season – Independent comparisons between ADT and SAB intensity estimates – ADT and SAB estimates w/in +/- 30 minutes – Closest NHC Best Track intensity 126 total matches (homogeneous) SAB:CI# SAB:Win SAB:MSL ADT:CI# ADT:Win ADT:MSL bias -0.05 0.48 0.08 -0.07 -0.38 0.88 aae 0.33 5.91 4.59 0.28 5.94 3.81 stdv 0.43 8.54 6.73 0.36 7.73 5.36 Note: NHC is using the ADT increasingly, especially in the EPAC. While difficult to quantify, their BT may reflect ADT influences. Advanced Dvorak Technique Presentation Overview • • • • • Historical Overview Latest Advancements Validation Current Status and Availability Looking Towards the Future Advanced Dvorak Technique Current Status and Availability • Current ADT Status and Availability – Routinely utilized by several OFCs from CIMSS web site • http://tropic.ssec.wisc.edu/real-time/adt/ – Version 8.1.3 will be active on the CIMSS web site starting 1 May, 2011 – Efforts underway at SAB to integrate this version into operations there, to provide estimates via ATCF. • Completion date uncertain – Portable version now available (license req.) Advanced Dvorak Technique Current Status and Availability ADT real-time homepage : http://tropic.ssec.wisc.edu/real-time/adt Advanced Dvorak Technique Current Status and Availability **************************************************** UW - CIMSS ADVANCED DVORAK TECHNIQUE ADT-Version 8.1.3 Tropical Cyclone Intensity Algorithm Date : Lat : ----- Current Analysis ----28 AUG 2005 Time : 154500 UTC 26:14:25 N Lon : 88:20:05 W http://tropic.ssec.wisc.edu/real-time/adt CI# /Pressure/ Vmax 6.8 / 926.0mb/134.8kt Final T# 6.7 Adj T# 6.7 Raw T# 6.7 Latitude bias adjustment to MSLP : -0.6mb Estimated radius of max. wind based on IR : 33 km Center Temp : +20.2C ADT real-time homepage Cloud Region Temp : -69.9C Scene Type : EYE Positioning Method : RING/SPIRAL COMBINATION Ocean Basin : ATLANTIC Dvorak CI > MSLP Conversion Used : ATLANTIC Tno/CI Rules : Constraint Limits : NO LIMIT Weakening Flag : ON Rapid Dissipation Flag : OFF **************************************************** ADT Current Intensity “Bulletin” Advanced Dvorak Technique Current Status and Availability ===== ADT real-time homepage http://tropic.ssec.wisc.edu/realtime/adt ADT History File Listing Time Date (UTC) 2005AUG28 104500 ADT-Version 8.1.3 ===== --------Intensity------- -Tno Values-- ---Tno/CI Rules--Time Final/MSLPLat/Vmax Fnl Adj Ini Cnstrnt Wkng Rpd Date (UTC) CI MSLP /BiasAdj/(kts) Tno Raw Raw Limit Flag Wkng 2005AUG23 211500 2.0 1009.0/ +0.0 / 30.0 2.0 2.0 2.0 NO LIMIT OFF OFF 2005AUG23 214500 2.1 1008.2/ +0.0 / 31.0 2.1 2.2 2.6 0.2T/hour OFF OFF 2005AUG23 221500 2.1 1008.2/ +0.0 / 31.0 2.1 2.2 2.5 0.2T/hour OFF OFF 2005AUG23 224500 2.1 1008.2/ +0.0 / 31.0 2.1 2.3 2.3 NO LIMIT OFF OFF 2005AUG23 231500 2.2 1007.4/ +0.0 / 32.0 2.2 2.4 2.7 0.2T/hour OFF OFF 2005AUG23 234500 2.2 1007.4/ +0.0 / 32.0 2.2 2.3 2.3 NO LIMIT OFF OFF 2005AUG24 001500 2.2 1007.4/ +0.0 / 32.0 2.2 2.3 2.3 NO LIMIT OFF OFF 2005AUG24 004500 2.2 1007.4/ +0.0 / 32.0 2.2 2.3 2.3 NO LIMIT OFF OFF <records deleted> 2005AUG27 154500 4.8 973.5/ -0.1 / 84.8 4.6 4.9 4.9 NO LIMIT ON OFF 2005AUG27 161500 4.8 973.5/ -0.1 / 84.8 4.7 5.0 5.0 NO LIMIT ON OFF 2005AUG27 164500 4.8 973.5/ -0.1 / 84.8 4.8 5.1 5.1 NO LIMIT OFF OFF 2005AUG27 171500 4.8 973.5/ -0.1 / 84.8 4.8 5.0 5.0 NO LIMIT OFF OFF 2005AUG27 174500 4.8 973.5/ -0.1 / 84.8 4.8 4.6 4.6 NO LIMIT OFF OFF 2005AUG27 181500 4.8 973.4/ -0.2 / 84.8 4.8 4.5 4.5 NO LIMIT OFF OFF 2005AUG27 184500 4.8 973.5/ -0.1 / 84.8 4.8 5.1 5.1 NO LIMIT OFF OFF 2005AUG27 191500 4.8 973.5/ -0.1 / 84.8 4.8 4.7 4.7 NO LIMIT OFF OFF 2005AUG27 194500 4.8 973.5/ -0.1 / 84.8 4.8 4.7 4.7 NO LIMIT OFF OFF <records deleted> 2005AUG28 104500 6.7 929.0/ -0.4 /132.2 6.7 6.8 6.8 NO LIMIT OFF OFF 2005AUG28 111500 6.7 929.0/ -0.4 /132.2 6.7 6.7 6.7 NO LIMIT OFF OFF 2005AUG28 114500 6.8 926.1/ -0.4 /134.8 6.8 6.8 6.8 NO LIMIT OFF OFF 2005AUG28 121500 6.8 926.1/ -0.4 /134.8 6.7 6.7 6.7 NO LIMIT ON OFF 2005AUG28 124500 6.8 926.1/ -0.5 /134.8 6.7 6.7 6.7 NO LIMIT ON OFF 2005AUG28 131500 6.8 926.1/ -0.5 /134.8 6.7 6.8 6.8 NO LIMIT ON OFF 2005AUG28 134500 6.8 926.1/ -0.5 /134.8 6.7 6.8 6.8 NO LIMIT ON OFF 2005AUG28 141500 6.8 926.1/ -0.5 /134.8 6.7 6.7 6.7 NO LIMIT ON OFF 2005AUG28 144500 6.8 926.0/ -0.6 /134.8 6.7 6.8 6.8 NO LIMIT ON OFF 2005AUG28 151500 6.8 926.0/ -0.6 /134.8 6.7 6.6 6.6 NO LIMIT ON OFF <records deleted) 2005AUG29 084500 6.3 938.8/ -1.4 /122.2 5.8 6.2 6.2 NO LIMIT ON OFF 2005AUG29 091500 6.3 938.8/ -1.4 /122.2 5.9 6.2 6.2 NO LIMIT ON OFF 2005AUG29 094500 6.3 938.8/ -1.4 /122.2 5.9 6.2 6.2 NO LIMIT ON OFF 2005AUG29 101500 6.3 938.7/ -1.5 /122.2 6.0 6.0 6.0 NO LIMIT ON OFF 2005AUG29 104500 6.3 938.7/ -1.5 /122.2 6.0 5.8 5.8 NO LIMIT ON OFF 2005AUG29 111500 0.0 0.0/ +0.0 / 0.0 0.0 0.0 0.0 N/A N/A 2005AUG29 114500 6.3 938.6/ -1.6 /122.2 6.0 5.6 5.6 NO LIMIT ON OFF 2005AUG29 121500 6.3 938.6/ -1.6 /122.2 5.8 5.5 5.5 NO LIMIT ON OFF 2005AUG29 124500 6.3 938.5/ -1.7 /122.2 5.7 5.5 5.5 NO LIMIT ON OFF 2005AUG29 131500 6.3 938.5/ -1.7 /122.2 5.6 5.6 5.6 NO LIMIT ON OFF 2005AUG29 134500 0.0 0.0/ +0.0 / 0.0 0.0 0.0 0.0 N/A N/A 2005AUG29 141500 6.3 938.5/ -1.7 /122.2 5.5 5.7 5.7 NO LIMIT ON FLG 2005AUG29 144500 0.0 0.0/ +0.0 / 0.0 0.0 0.0 0.0 N/A N/A Utilizing history file /home/tlo/odt/ADTV8.1.3WV/history/2005KATRINA.ODT Successfully completed listing --------Intensity------- -Tno Values-- ---Tno/CI Rules--Final/MSLPLat/Vmax Fnl Adj Ini Cnstrnt Wkng Rpd CI MSLP /BiasAdj/(kts) Tno Raw Raw Limit Flag Wkng 6.7 929.0/ -0.4 /132.2 6.7 6.8 6.8 NO LIMIT OFF OFF -TemperatureCntr Mean Region Cloud -4.76 -35.41 5.84 -34.85 5.84 -33.57 3.84 -34.04 0.04 -34.42 6.74 -33.37 13.54 -32.66 14.74 -30.82 Scene EstRMW MW Type (km) Score CRVBND N/A N/A CRVBND N/A N/A CRVBND N/A N/A CRVBND N/A N/A CRVBND N/A N/A CRVBND N/A N/A CRVBND N/A N/A CRVBND N/A N/A -53.56 -53.86 -60.06 -62.66 -68.36 -67.06 -65.36 -68.76 -68.36 -68.93 -68.15 -69.29 -69.35 -70.79 -69.50 -71.15 -73.14 -73.25 EMBC EMBC EMBC EMBC UNIFRM UNIFRM EMBC UNIFRM UNIFRM 19.64 19.44 19.74 18.54 18.54 19.64 20.24 19.94 19.34 20.64 -70.90 -71.08 -71.74 -71.46 -71.12 -72.01 -71.25 -70.71 -70.99 -69.05 EYE EYE EYE EYE EYE EYE EYE EYE EYE EYE 30 31 30 31 32 32 32 31 31 32 13.04 15.34 12.54 13.84 14.44 99.50 12.54 14.34 11.84 11.94 99.50 -1.56 99.50 -66.90 -66.15 -66.08 -63.94 -61.50 99.50 -59.59 -58.01 -59.13 -60.14 99.50 -61.88 99.50 EYE EYE EYE EYE EYE LAND EYE EYE EYE EYE LAND EYE LAND -TemperatureCntr Mean Region Cloud 19.64 -70.90 Scene Type EYE N/A N/A N/A N/A N/A N/A N/A N/A N/A Storm Location Lat Lon 23.25 75.44 23.28 75.49 23.30 75.54 23.33 75.58 23.36 75.63 23.39 75.68 23.41 75.72 23.43 75.77 Fix Mthd FCST FCST FCST FCST FCST FCST FCST FCST N/A N/A N/A N/A N/A N/A N/A N/A N/A 24.49 24.50 24.51 24.53 24.64 24.76 24.68 24.60 24.63 85.25 85.31 85.49 85.67 85.75 86.03 85.85 85.57 85.61 SPRL SPRL SPRL SPRL SPRL SPRL SPRL SPRL SPRL IR IR IR IR IR IR IR IR IR IR N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A 25.74 25.68 25.73 25.76 25.88 25.90 25.93 25.97 26.11 26.26 87.56 87.64 87.72 87.78 87.81 87.97 88.02 88.08 88.15 88.22 COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO 28 IR 28 IR 28 IR 29 IR 30 IR N/A 30 IR 31 IR 29 IR 30 IR N/A 27 IR N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A N/A 28.81 28.92 29.03 29.14 29.25 29.37 29.49 29.67 29.74 29.81 30.00 30.00 30.32 89.54 89.54 89.54 89.54 89.54 89.54 89.43 89.54 89.55 89.55 89.56 89.45 89.56 COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO COMBO EstRMW MW (km) Score 30 IR N/A Comments Storm Location Fix Lat Lon Mthd 25.74 87.56 COMBO Advanced Dvorak Technique Current Status and Availability ADT Time Series Intensity Plot Advanced Dvorak Technique Presentation Overview • • • • • Historical Overview Latest Advancements Validation Current Status and Availability Looking Towards the Future Advanced Dvorak Technique Looking Towards the Future • Address current ADT biases and weaknesses – – – – Shear scenes (weaker systems) Curved Band analyses (employ regression approach?) Weak bias in storms with Vmax >130kts Passage over land and re-emergence • Exploit additional satellite sensor information – Differencing of Infrared and Water Vapor imagery shows promise in multiple areas • Correlation improvements for CDO and other scene type intensity estimates through regression analysis • Can aid in automated storm center determination • Shows potential in rapid intensification prediction Advanced Dvorak Technique IR-WV Channel Differencing Note similarities between derived IR-WV image and NWS radar identifying strongest convective regions Recon Center IR-WV selected storm center Interpolated NHC forecast IR Image Stretched Enh IR Image IR-WV product correctly identifies possible forming eye region (IR-WV locations only) Uniform CDO in IR-Window covering storm center IR Image (w/ BD enh) Derived IR-WV Image NOAA/NWS Radar Advanced Dvorak Technique IR-WV Channel Differencing Tropical cyclone convection and intensity analysis using differenced infrared and water vapor imagery Timothy Olander and Christopher Velden Weather and Forecasting, 2009, Vol. 24, pp. 1558-1572 Advanced Dvorak Technique Other ADT Research Avenues • Expand ADT to initiate and operate on “Invest” systems – I.E., attempt to objectively identify DvT T#1.0-1.5 convective disturbances – Test and possibly integrate a new objective algorithm developed by Chris Hennon et al. at North Carolina State Univ. which detects and tracks tropical cloud clusters related to tropical cyclogenesis – Implementation and initial testing will begin this summer