Perspectivas y avances del uso de UAV en AP. Bruno Basso
|
|
- Hector Pearson
- 6 years ago
- Views:
Transcription
1 Perspectivas y avances del uso de UAV en AP Bruno Basso
2 Outline of the presentation Remote and proximal sensing Pro and Cons of UAV Available UAVs Technologies Applications of UAVs in Precision Agriculture How to link UAV with crop modeling
3 Electromagnetic spectrum and spectral signatures of plants
4 Healthy vegetation Absorbs Red light (RED= m) Reflects Near Infrared light (NIR= m). Vegetation in stress Absorbs Near Infrared light (NIR= m). NDVI Reflects Red light (RED= m)
5 NDVI Normalized Difference Vegetation Index NDVI = (NIR-RED) / (NIR+RED) NDVI increases linearly with LAI (for LAI < 3) LAI
6 Unmanned Aerial Vehicles According to AUVSI, following the FAA integration of UAVs into national airspace by Sept. 2015, UAVs will have $13.6 Billion impact on US economy (growth in precision agriculture) UAVs have many advantages but there is still work to do on them before they can be used directly by farmers
7 Pro and Cons of UAV UAV Pros: - Response time - Precision - Resolution - User Control Cons: - Stability ( if windy) - Costs (hardware) - Regulations (COA) - Training Satellite Satellite Pros: - Processing time - Established - Availability - Coverage Cons: - Cloud cover - Lacks user control - Return time - Costs (images)
8 Published Applications of UAVs in Agriculture Detection of crop/tree chlorosis (Zarco-Tejada & Berni, 2008) Detection of water spills in irrigated orchards (Zarco-Tejada & Berni, 2008) Estimating leaf carotenoid content in vineyards (Zarco-Tejada et al., 2013) Leaf Area Index (Berni & Zarco-Tejada, 2009; Zarco-Tejada & Berni, 2008) Water stress (Berni & Zarco-Tejada, 2009; Suárez, 2008; Suárez, 2009; Zarco-Tejada & Berni, 2008; Zarco-Tejada et al., 2012) Chlorophyll content (Berni & Zarco, 2009; Zarco-Tejada & Berni, 2008; Uto et al., 2013) Canopy temperature (Zarco-Tejada & Berni, 2008) Remote sensing of N stress levels (Teoh & Hassan, 2012; Tremblay et al., 2011) Weed Management (Torres-Sánchez et al. 2013)
9 Two Two Common UAV Airframes Fixed-wing Rotorcraft Vertical Takeoff and Landing (VTOL) Grenzdörffer et al., 2008 Nebiker et al., 2008 Berni & Zarco-Tejada, 2009 Nebiker et al., 2008
10 UAV model: mdr microdrones.com md is equipped with RGB digital video-camera, thermal camera, multispectral, laser scanner. Spatial resolution < 1 in (1-7cm) Payload 3 lbs, Flying time minute with 1 battery
11
12 Sensors Visible Multispectral Tetracam Sony, microdrones microdrones Headwall Photonics Thermal (IR) Hyperspectral
13 Laser scanner imagery from UAV (microdrone md-1000)
14 Thermal Imagery
15 Phantom 2+ = Cost ~ $1200
16
17
18
19
20 Stitching
21
22 Multispectral broad-band vegetation indices Mulla 2013
23 Hyperspectral narrow-band vegetation indices Mulla 2013
24 RED-Edge If chlorophyll decreases, the red-edge moves towards shorter wavelength and reflectance increases at 720 nm Barnes, et al., 2000; Fritzgerald et al., 2008; Cammarano, Basso et al., 2011, 2014
25 The chlorophyll vegetation indices Chlorophyll Indices Formula NDRE1 (NIR Combined - RE) / (NIR Chlorophyll + RE) Indices NDRE2 (RE - Red) / (RE NDRE1 + Red) / NDVI CRM NIR / RE - 1 NDRE2 / NDVI CGM NIR / Green - 1 NDRE1 / GC CVI (NIR / Green) *(Red / Green) MTCI NDRE2 / GC (NIR - RE) / (RE - Red) CARI (RE - Red) TCARI * (RE / Green) OSAVI TCARI MCARI MCARI2 3 * ((RE - Red) MCARI * (RE / OSAVI - Green) * (RE / Red)) ((RE - Red) MCARI * (RE -/ Green)) MTVI * (RE / Red) 1.5*(2.5*(NIR-Red) *(NIR-Green)) / ((2 * NIR +1)² -(6*NIR - 5*Red^0.5 - MCARI / MTVI2 0.5))^0.5 Structural Indices NDVI OSAVI MTVI MTVI2 GC Formula (NIR - Red) / (NIR + Red) (1+0,16)*(NIR-Red)/(NIR+RED+0,16) 1,5*(1,2*(NIR-Green)-2,5*(Red-Green))/((2*(2*NIR+1)^0.5-(6*NIR-5*(Red)^0.5)-0,5)) (1.5 * (1.2 * (NIR - Green) * (Red - Green))) / ( (2 * NIR + 1)^2 - (6 * NIR - 5 * (Red^0.5)) - 0.5)^0.5 Ground cover calculated with RapidEye method
26 Vegetation Indices
27 Assessment of crop N status at the time of second N application Canopy Chlorophyll Content Index (CCCI) (Barnes et al., 2000): CCCI = (NDRE NDRE min )/(NDRE max - NDRE min ) Canopy Nitrogen Index (CNI) (Rodrigez et al., 2006): %N min = e^[1.55+(-7.38*10-3 )*biomass] %N max = e^[1.68+(-1.52*10-3 )*biomass] Equation [1]: N [g N m -2 ]= [(%N max - %N min )*(1.86*CCCI 0.346) + % N min ]*(dry biomass/100) Cammarano et al AJ
28
29 Case study: VRN N rates T1 90 Kg ha -1 T2 60 Kg ha -1 T3 30 Kg ha -1 Basso et al., 2012, 2013
30 Testing SALUS Years 0 N Measured 0 N Simulated 90 N Measured 90 N Simulated (kg/ha) (kg/ha) 1991/ / / / / / / / / / RMSE* 308 kg/ha 407 kg/ha R.E.** 14 % 12 % Basso et al., Eur. J. Agr. 2010
31 Testing SALUS 0 N 90 N Observed Mean Simulated Mean RMSE R.E. Observed Simulated RM R.E. Mean Mean SE (%) (%) N uptake Soil N Growth stages Kg N ha Kg N ha End of juvenile stage(zado ck 10) Anthesis (zadock 60) Maturity(z adock 87) 15-Mar 13-Mar 15-Mar 13-Mar 21-Apr 20-Apr 21-Apr 20-Apr 01-Jun 30-May 01-Jun 30-May Basso et al., Eur. J. Agr. 2010
32 NDVI 14 March 2009 Electrical Resistivity Tomography
33 14 March April 18 May Satellite
34 Yield Maps Media dei 5 anni
35
36 Yield Maps N rates T1 90 Kg ha -1 T2 60 Kg ha -1 T3 30 Kg ha -1
37 MTCI Class CCCI NDVI Class Confusion Matrix Nitrogen Rates Classified CCCI NDVI Index Ground Truth (Nitrogen Rates) Plots T3 (30Kg ha -1 ) T2 (60Kg ha -1 ) T1 (90Kg ha -1 ) Class1 (Low VI values) Class2 (Medium VI values) Class3 (High VI values) Difference CCCI NDVI Overall Accuracy= 71% Tot Confusion Matrix analysis Confusion Matrix Nitrogen Rates Classified MTCI Index Ground Truth (Nitrogen Rates) Plots T3 (30Kg ha -1 ) T2 (60Kg ha -1 ) T1 (90Kg ha -1 ) Class1 (Low VI values) Class2 (Medium VI values) Class3 (High VI values) Difference MTCI Overall Accuracy =50% Tot T1 90 Kg ha -1 T2 60 Kg ha -1 T3 30 Kg ha -1
38 Net Revenue ($ ha -1) Strategic and tactical N management using spatially explicit crop modeling kg N ha High Yield Zone Medium Yield Zone Low Yield Zone kg N ha kg N ha Nitrate Leaching (kg N ha -1 ) Dual criteria optimization through tested model determines the N rate that minimizes nitrate leaching and increases net revenues for farmers (Basso et al., 2011; Eur J. Agron 35: )
39 Conclusions UAVs will revolutionize data collection in agriculture and significantly improve the efficiency of input applications at the field/farm scale UAV need to be able to deliver maps that can be used by farmers to implement changes in their managament practices over space and time The integration of UAV with crop modeling is the key to understand a complex systems like crop production in space and time.
Eye In The Sky: The Future of Risk Assessment From Above
Eye In The Sky: The Future of Risk Assessment From Above Property Insurance Report National Conference 15 November 2010 Timothy E. Carone, Ph.D. Director, Global Climate Monitoring Systems Advanced Programs
More informationAutomatic image processing for agriculture through specific ENVI modules (add-on)
Automatic image processing for agriculture through specific ENVI modules (add-on) L. García-Torres, J. J. Caballero-Novella, D. Gómez-Candón, F. López-Granados Institute for Sustainable Agriculture, CSIC,
More informationJuan A. Landivar, PhD. Resident Director Corpus Christi, Weslaco
Juan A. Landivar, PhD. Resident Director Corpus Christi, Weslaco Cooperators: Dr. Jinha Jung, Dr. Ruizhi Chen, Texas A&M Corpus Christi Mr. Murilo Maeda, Andrea Maeda, Texas A&M AgriLife TEXAS A&M AGRILIFE
More informationLongevity of turf response to urea, coated urea, and blends
Longevity of turf response to urea, coated urea, and blends K. Carey, A.J. Porter, K.S. Jordan and E.M. Lyons Department of Plant Agriculture and the Guelph Turfgrass Institute, University of Guelph, Ontario.
More informationUnmanned Aircraft Systems for Remote Sensing Beyond Pretty Pictures: Real Data, Real Information
Unmanned Aircraft Systems for Remote Sensing Beyond Pretty Pictures: Real Data, Real Information Hobart Function and Conference Centre Hobart, Australia, 24 25 May 2017 Welcome to the conference! Introductions:
More informationGREENHOUSE GAS EMISSIONS FROM SUNFLOWER CULTIVATION FOR BIOFUELS AND BIODIESEL PRODUCTION
GREENHOUSE GAS EMISSIONS FROM SUNFLOWER CULTIVATION FOR BIOFUELS AND BIODIESEL PRODUCTION Irina CALCIU, Olga VIZITIU, Cătălin SIMOTA National Research and Development Institute for Soil Science, Agrochemistry
More informationTable of Contents. Abstract... Pg. (2) Project Description... Pg. (2) Design and Performance... Pg. (3) OOM Block Diagram Figure 1... Pg.
March 5, 2015 0 P a g e Table of Contents Abstract... Pg. (2) Project Description... Pg. (2) Design and Performance... Pg. (3) OOM Block Diagram Figure 1... Pg. (4) OOM Payload Concept Model Figure 2...
More informationDRONE & UAV.
www.erapkorea.co.kr DRONE & UAV Extended flight time Proven to be reliable, safe and easy to use Various fields of operation Completely autonomous, and manually controlled ERAP DRONE & UAV WHY ERAP s MAPPING
More informationDesign and Navigation of Flying Robots
Design and Navigation of Flying Robots Roland Siegwart, ETH Zurich www.asl.ethz.ch Drones: From Technology to Policy, Security to Ethics 30 January 2015, ETH Zurich Roland Siegwart 06.11.2014 1 ASL ETH
More informationUAV Systems Comparison. Planes, Frames and Autopilots
UAV Systems Comparison Planes, Frames and Autopilots Presenter: Robert Lefebvre BASc Mechanical Engineering, University of Ottawa Managing Director NOVAerial Robotics Inc. Ardupilot Developer 6 Years UAV
More informationSand and Dust Monitoring in RA II
Sand and Dust Monitoring in RA II Xiang Fang National Satellite Meteorological Center,CMA Outline Major progresses in 2015 Plan for Next Two Years on Dust monitoring Major progress in 2015 AODretrievalfromHimawari-8(H8)
More informationMonitoring Bank Erosion On the Missouri River, Lower Brule Reservation
Monitoring Bank Erosion On the Missouri River, Lower Brule Reservation A cooperative study between the Lower Brule Sioux Tribe s Environmental Protection Office and the U.S. Geological Survey, with assistance
More informationTHE ULTIMATE DRONE SOLUTION
THE ULTIMATE DRONE SOLUTION LX-1 ECHELON LiDAR MULTIROTOR Brochure & Technical Specifications OVERVIEW The LX-1 Echelon is a professional-grade hexacopter equipped with a LiDAR sensing payload, and designed
More informationIn 2003, A-Level Aerosystems (ZALA AERO) was founded by current company President Alexander Zakharov, since then he has led
A-Level Aerosystems In 2003, A-Level Aerosystems (ZALA AERO) was founded by current company President Alexander Zakharov, since then he has led the company to be a leader in the micro UAV market in Russian
More informationProduction of Scientific and Production Center Unmanned Aircraft Systems and Technologies
State Scientific Institution PHYSICAL-TECHNICAL INSTITUTE OF NATIONAL ACADEMY OF SCIENCES OF BELARUS Production of Scientific and Production Center Unmanned Aircraft Systems and Technologies Physical-Technical
More informationExploratory Use of Raster Images for Freight Modeling
Exploratory Use of Raster Images for Freight Modeling Pedro Camargo PhD Student University of California, Irvine TRB SHRP2 SYMPOSIUM Innovations in Freight Demand Modeling and Data Improvement October
More informationFLYEYE Unmanned Aerial System
FLYEYE Unmanned Aerial System FLYEYE Unmanned Aerial System About Flytronic FLYTRONIC is a dynamic modern engineering company focussed on developing Unmanned Aerial Systems to provide observation and reconnaissance
More informationUtilization of Unmanned Aerial Systems (UAS) for Vegetation Mapping and Restoration
Utilization of Unmanned Aerial Systems (UAS) for Vegetation Mapping and Restoration Jon Morton Biologist Invasive Species Management Branch West Palm Beach, Florida Jacksonville District UAS team US Army
More informationContent. Introduction. Technology. Type of unmanned vehicle. Past, Present, Future. Conclusion
Introduction Content Technology Type of unmanned vehicle Past, Present, Future Conclusion What is unmanned vehicles? l Without a person on board l Remote controlled l Remote guided vehicles Reduce casualty
More informationOil Palm Ripeness Detector (OPRID) and Non-Destructive Thermal Method of Palm Oil Quality Estimation
Oil Palm Ripeness Detector (OPRID) and Non-Destructive Thermal Method of Palm Oil Quality Estimation Abdul Rashid Mohamed Shariff, Shahrzad Zolfagharnassab, Alhadi Aiad H. Ben Dayaf, Goh Jia Quan, Adel
More informationUAS ISR Sensors Roadmap Update to 26 th Annual AUVSI Pathfinder Symposium 19 March 2015
UAS ISR Sensors Roadmap Update to 26 th Annual AUVSI Pathfinder Symposium 19 March 2015 COL Casimir (Casey) Carey Director, U.S. Army Training & Doctrine Command Capability Manager for Intelligence Sensors
More informationWingtraOne Technical Specifications
WingtraOne Technical Specifications wingtra.com The all-in-one drone: large coverage, high resolution and accuracy WingtraOne Resolution Accuracy Coverage down to 0.7 cm/px (0.3 in/px) GSD down to 1 cm
More informationConcord Fruit Thinning: Using Vine Biology and Mechanized Management to Address Market Demands in New York
Concord Fruit Thinning: Using Vine Biology and Mechanized Management to Address Market Demands in New York Energy In: Energy Out: Energy Balance: Energy In: Energy Out: Vine Size Maximize sunlight interception
More informationCOAL FIRE QUANTIFICATION AND DETECTION USING THE DLR EXPERIMENTAL BI-SPECTRAL INFRARED DETECTION (BIRD) SMALL SATELLITE
COAL FIRE QUANTIFICATION AND DETECTION USING THE DLR EXPERIMENTAL BI-SPECTRAL INFRARED DETECTION (BIRD) SMALL SATELLITE Anke Tetzlaff a,b, Andreas Hirner a, Boris Zhukov a*, Claudia Kuenzer a and Stefan
More informationD. Trochkine, V. Pavlov, I. Sutorikhin, A. Romanov, N. Bezuglova, G. Zinchenko
Seasonal change of water content in the atmosphere over the West Siberia on the basis of remote sensing using ENVISAT (ESA) D. Trochkine, V. Pavlov, I. Sutorikhin, A. Romanov, N. Bezuglova, G. Zinchenko
More informationJay Gundlach AIAA EDUCATION SERIES. Manassas, Virginia. Joseph A. Schetz, Editor-in-Chief. Blacksburg, Virginia. Aurora Flight Sciences
Jay Gundlach Aurora Flight Sciences Manassas, Virginia AIAA EDUCATION SERIES Joseph A. Schetz, Editor-in-Chief Virginia Polytechnic Institute and State University Blacksburg, Virginia Published by the
More informationControls with Remote Sensing Vs Monitoring: the role of Sentinel2 AGEA
Controls with Remote Sensing Vs Monitoring: the role of Sentinel2 AGEA AGEA since 2016 use Sentinel2 for CwRS Since 2016 AGEA started to replace traditional HR data with Sentinel2 to complement VHR data
More informationIn recent years, multirotor helicopter type autonomous UAVs are being used for aerial photography and aerial survey. In addition, various
25 6 18 In recent years, multirotor helicopter type autonomous UAVs are being used for aerial photography and aerial survey. In addition, various applications such as buildings maintenance, security and
More informationProposal to establish a laboratory for combustion studies
Proposal to establish a laboratory for combustion studies Jayr de Amorim Filho Brazilian Bioethanol Science and Technology Laboratory SCRE Single Cylinder Research Engine Laboratory OUTLINE Requirements,
More informationA.I. Ropodi, D.E. Pavlidis, D. Loukas, P. Tsakanikas, E.Z. Panagou and G.-J.E. NYCHAS.
A.I. Ropodi, D.E. Pavlidis, D. Loukas, P. Tsakanikas, E.Z. Panagou and G.-J.E. NYCHAS E-mail: gjn@aua.gr ..an alternative approach is needed within the PAT concept This work aims to investigate the potential
More informationMSS. TM6 TM5 TM1. ١ - Mesopotamia
(434 ) ( : ) 4 3 3 2 1.. 750 (UTM) 4013046 3971158 (UTM) 693451 640811 2002 ETM +.. (NDVI) 1...(0,0820) -1-2 -3-4 ١ : 1.... 1/3.. 2003 ).(1999...(2002 2003 ) 5 4 3 (1986) TM TM. TM (1990) 7 5 4 3. 95 MSS
More informationExhibit R-2, RDT&E Budget Item Justification
PE NUMBER: 0305219F PE TITLE: PREDATOR Exhibit R-2, RDT&E Budget Item Justification BUDGET ACTIVITY PE NUMBER AND TITLE Cost ($ in Millions) FY 2008 FY 2009 FY 2010 FY 2011 FY 2012 FY 2013 FY 2014 FY 2015
More informationLatest technology in specialty crop production. Good coverage + ~ 0 drift
Latest technology in specialty crop production Good coverage + ~ 0 drift Unmanned Aircraft for Agricultural Spraying of Specialty Crops Ken Giles Ryan Billing UC-Davis Biological & Agricultural Engineering
More informationIASI Conference Nov., 2007 Atlanthal Hotel Anglet, France
MAIA Cloud Detection, IASI/AVHRR Cloud Clearing & Their Impact on Sounding Retrieval Allen Huang, Hong Zhang, Elisabeth Weisz, Hal Woolf & Jun Li Cooperative Institute for Meteorological Satellite Studies
More informationLiDAR Teach-In OSRAM Licht AG June 20, 2018 Munich Light is OSRAM
www.osram.com LiDAR Teach-In June 20, 2018 Munich Light is OSRAM Agenda Introduction Autonomous driving LIDAR technology deep-dive LiDAR@OS: Emitter technologies Outlook LiDAR Tech Teach-In June 20, 2018
More informationsuas in CAP Delaware Wing HQ, Civil Air Patrol Development of small Unmanned Aerial Systems
Delaware Wing HQ, Civil Air Patrol suas in CAP Development of small Unmanned Aerial Systems Advent of the suas Small Unmanned Aerial Systems have become very common recently Sophisticated microprocessors
More informationTHE FALCON REDUNDANCY HIGH WIND TOLERANCE BEST USED FOR SURVEILLANCE & SECURITY DELIVERY & TRANSPORT
THE FALCON REDUNDANCY HIGH WIND TOLERANCE The Falcon's new air frame and motor configuration is the new best in its class of light payloads with flight times of up to 50 minutes. This makes the Falcon
More informationAeronautical Systems Center
Aeronautical Systems Center Global Hawk Program Overview Michael Johnston 303 AESG/LG DSN: 787-4047 Comm: 937-255-4047 michael.johnston@wpafb.af.mil RQ-4A Global Hawk System Global Hawk: High-altitude,
More informationMINI-REIS A FAMILY OF MULTIFUNCTIONAL UNMANNED LIGHT JET AIRCRAFTS
National Aerospace University Kharkiv Aviation Institute KhAI Public Joint Stock Company "Kyiv Radio Plant" Inter-Industry Scientific & Research Institute of the Problems of Aircraft Flight Mode Physical
More informationAppendix E Water Supply Modeling
Supply Modeling Modesto Irrigation District Treatment Plant Expansion Project Modeling I. Introduction The Modesto Irrigation District (MID) is situated adjacent to and north of the Tuolumne River. Over
More informationTest like you Train Train like you Fight
War-Winning Winning Capabilities On Time, On Cost Test like you Train Train like you Fight How Today s s Complexity Drives Future Range Requirements Major General David J. Eichhorn AFFTC Commander This
More informationSolar based Automatic Harvesting Robot
Solar based Automatic Harvesting Robot Elango A 1, Senthil Kumar S 2, Vijaykumar R 3, Muthulingaraj M 4, Rajnivas B 5 1,2,3,4, Department of Mechatronics Engineering, PPG Institute of Technology, Coimbatore,
More informationGRID Structure Based Processing of Geographical and Environment Data
GRID Structure Based Processing of Geographical and Environment Data Dorian Gorgan, Cornelia Melenti Computer Science Department Technical University of Cluj-Napoca dorian.gorgan@cs.utcluj.ro, cornelia.melenti@cs.utcluj.ro
More informationRSB List of Documents and references
Type of document: Reference Document Date: 20 March 2017 RSB List of Documents and references RSB reference code: [RSB-DOC-10-001] Published by the Roundtable on Sustainable Biomaterials. This publication
More informationUNCLASSIFIED R-1 ITEM NOMENCLATURE. FY 2014 FY 2014 OCO ## Total FY 2015 FY 2016 FY 2017 FY 2018
COST ($ in Millions) Years FY 2012 FY 2013 # ## FY 2015 FY 2016 FY 2017 FY 2018 To Program Element 335.638 51.642 9.122 3.326-3.326 1.396 0.930 0.279 0.284 0.000 402.617 675143: Predator 335.638 51.642
More informationPredator Program Office
Predator Program Office Developing, Fielding, and Sustaining America s Aerospace Force Predator Program Overview 14 June 02 Lt Col Stephen DeCou ASC/RABP DSN:785-4504 Stephen.DeCou@wpafb.af.mil Report
More informationISEM (Infrared Spectrometer for ExoMars)
ISEM (Infrared Spectrometer for ExoMars) Optical Box (OB) ISEM Electronic Box (EB) ISEM O. Korablev (PI), A. Ivanov (PM) A. Fedorova, N. Evodokimova, S. Mantsevich and the ISEM Team IKI - Space Research
More informationEnergy ITS: What We Learned and What We should Learn
Energy ITS: What We Learned and What We should Learn July 25, 2012 TRB Road Vehicle Automation Workshop Sadayuki Tsugawa, Dr. Eng. NEDO Energy ITS Project Leader Professor, Department of Information Engineering
More informationIntegrating remote sensing and ground monitoring data to improve estimation of PM 2.5 concentrations for chronic health studies
Integrating remote sensing and ground monitoring data to improve estimation of PM 2.5 concentrations for chronic health studies Chris Paciorek and Yang Liu Departments of Biostatistics and Environmental
More informationAnalysts/Fund Managers Visit 19 April Autonomous Systems and Future Capability Mark Kane
Analysts/Fund Managers Visit 19 April 2007 Autonomous Systems and Future Capability Mark Kane The Rationale for UAVs The Rationale for UAVs UAVs generally seen to carry out the dull, dirty, and dangerous
More informationA complete hybrid VTOL autopilot solution. Start anywhere, fly everywhere.
Key Features A complete hybrid VTOL autopilot solution. Start anywhere, fly everywhere. Supported Vehicle Types s Multirotors Fixed-wings Bi-, tri- and quadcopter tailsitters, quadplanes and tiltrotors.
More informationThe MoD Grand Challenge 2008: A Barnard Team Perspective
The Bristol UAV Systems Conference 2009 The MoD Grand Challenge 2008: A Barnard Team Perspective Dr Joseph Barnard joseph.barnard@barnardmicrosystems.com Barnard Microsystems Limited 134 Crouch Hill London
More informationDraft Project Deliverables: Policy Implications and Technical Basis
Surveillance and Monitoring Program (SAMP) Joe LeClaire, PhD Richard Meyerhoff, PhD Rick Chappell, PhD Hannah Erbele Don Schroeder, PE February 25, 2016 Draft Project Deliverables: Policy Implications
More informationDust infrared aerosol properties observed from infrared hyperspectral sounders: Analysis of the diurnal variation
Dust infrared aerosol properties observed from infrared hyperspectral sounders: Analysis of the diurnal variation V. Capelle 1, A. Chédin 1, M. Pondrom 1, R. Mechri C. Pierangelo 2, R. Armante 1, C. Crevoisier
More information[Kadam*et al., 5(8):August, 2016] ISSN: IC Value: 3.00 Impact Factor: 4.116
IJESRT INTERNATIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH TECHNOLOGY VOICE GUIDED DRIVER ASSISTANCE SYSTEM BASED ON RASPBERRY-Pi Sonali Kadam, Sunny Surwade, S.S. Ardhapurkar* * Electronics and telecommunication
More informationUNCLASSIFIED FY 2016 OCO. FY 2016 Base
Exhibit R-2, RDT&E Budget Item Justification: PB 2016 Army : February 2015 2040: Research, Development, Test & Evaluation, Army / BA 7: Operational Systems Development COST ($ in Millions) Years FY 2017
More informationCurrent and Future Applications of MEMS for Automotive Industry
Current and Future Applications of MEMS for Automotive Industry June 2013 Moscow, Russia Christophe Fitamant Yole Développement Sales and Marketing Director 2013 Copyrights Yole Développement SARL. All
More informationEngine Transient Characteristics Simulation Technology using Zero-dimensional Combustion Model
25 Engine Transient Characteristics Simulation Technology using Zero-dimensional Combustion Model TAKAYUKI YAMAMOTO *1 KENJI HIRAOKA *2 NAOYUKI MORI *2 YUJI ODA *3 AKIHIRO YUUKI *4 KENICHI ISONO *5 The
More informationIndonesia Biomass estimation for epoch 2010
Indonesia Biomass estimation for epoch 2010 Sandra Englhart Matthias Stängel Florian Siegert Remote Sensing Solutions GmbH Borneo Area: Kalimantan 540,000 km² Different forest ecosystems: Mangrove forests
More information2015 AUVSI UAS Competition Journal Paper
2015 AUVSI UAS Competition Journal Paper Abstract We are the Unmanned Aerial Systems (UAS) team from the South Dakota School of Mines and Technology (SDSM&T). We have built an unmanned aerial vehicle (UAV)
More informationFire Fighting Equipment Development - Unmanned Aerial Vehicle Trials. Ripley Valley Rural Fire Brigade - August 2010
Fire Fighting Equipment Development - Unmanned Aerial Vehicle Trials Ripley Valley Rural Fire Brigade - August 2010 The Brigade offered to help evaluate the capabilities of an Unmanned Aerial Vehicle (UAV)
More informationRSB ROUNDTABLE ON SUSTAINABLE BIOMATERIALS RSB List of Documents and references. 18 January RSB reference code: RSB-DOC
RSB ROUNDTABLE ON SUSTAINABLE BIOMATERIALS RSB List of Documents and references 18 January 2019 RSB reference code: RSB-DOC-10-001 Published by the Roundtable on Sustainable Biomaterials. This publication
More informationREMOTE SENSING MEASUREMENTS OF ON-ROAD HEAVY-DUTY DIESEL NO X AND PM EMISSIONS E-56
REMOTE SENSING MEASUREMENTS OF ON-ROAD HEAVY-DUTY DIESEL NO X AND PM EMISSIONS E-56 January 2003 Prepared for Coordinating Research Council, Inc. 3650 Mansell Road, Suite 140 Alpharetta, GA 30022 by Robert
More informationThe requirements for unmanned aircraft operating in oil, gas and mineral exploration and production
AUVSI Unmanned Systems North America 2013 Conference August 14, 2013 The requirements for unmanned aircraft operating in oil, gas and mineral exploration and production Dr Joseph Barnard joseph.barnard@barnardmicrosystems.com
More informationPalos Verdes High School 1
Abstract: The Palos Verdes High School Institute of Technology (PVIT) Unmanned Aerial Vehicle team is proud to present Condor. Condor is a hexacopter weighing in at 1664g including the 4 cell 11.1 volt,
More informationTactical Technology Office. Tactical Technology Office. Programs. DARPATech 2000 Dr. David Whelan Director Whelan Darpatech
Programs DARPATech 2000 Dr. David Whelan Director dwhelan@darpa.mil Global Surveillance Land Systems Aerospace Systems Embedded Processing & Control Global Surveillance Objectives: Birth-to-Death Track
More informationNondestructive Detection and Quantification of Blueberry Bruising using Near-infrared (NIR) Hyperspectral Reflectance Imaging
Nondestructive Detection and Quantification of Blueberry Bruising using Near-infrared (NIR) Hyperspectral Reflectance Imaging Supplementary Materials Yu Jiang 1, Changying Li 1,*, and Fumiomi Takeda 2
More informationDeployment and Performance of a UAV for Crop Spraying
A publication of CHEMICAL ENGINEERING TRANSACTIONS VOL. 44, 2015 Guest Editors: Riccardo Guidetti, Luigi Bodria, Stanley Best Copyright 2015, AIDIC Servizi S.r.l., ISBN 978-88-95608-35-8; ISSN 2283-9216
More informationCORINE Title Land Cover. First name SURNAME György BÜTTNER Position Senior advisor
CORINE Title Land Cover First name SURNAME György BÜTTNER Position Senior advisor Name EEA/ IDM4 of the entity Place, Copenhagen, date 19/10/2015 Outline CLC basics Geographic coverage of CLC2012 Methodology
More informationRESEARCH FOR NEW UAV CAPABILITIES
I 1 1 LA-UR- 96: 279 RESEARCH FOR NEW UAV CAPABILITIES Title: Author(@: Submitted to: 1 Gregory H. Canavan, DDP For discussions outside the Laboratory Date: July 1996 Los Alamos NATIONAL LABORATORY Los
More informationBY HOEYCOMB AEROSPACE TECHNOLOGIES. HC-330 HYBRID-POWERED ALL- ELECTRICITY DRIVEN four-rotor UAV
BY HOEYCOMB AEROSPACE TECHNOLOGIES HC-330 HYBRID-POWERED ALL- ELECTRICITY DRIVEN four-rotor UAV Content SYSTEM SPECIFICATI- ON TYPICAL USING PROCESS OVERVIEW SUBSYSTEM SPECIFICATI- ON 1 OVERVIEW System
More informationSURVEYOR-H. Technical Data. Max speed 120 km/h. Engine power 7.2 hp. Powerplant Modified Zenoah G29E. Fuel tank volume 3.6 l
rev. 28.10.14 * features & specifications are subject to change without notice. Technical Data Max speed 120 km/h Engine power 7.2 hp Powerplant Modified Zenoah G29E Fuel tank volume 3.6 l Payload with
More informationINSTYTUT TECHNICZNY WOJSK LOTNICZYCH Air Force Institute of Technology
1953-2014 INSTYTUT TECHNICZNY WOJSK LOTNICZYCH Air Force Institute of Technology 01 Aircraft Engines Division Airworthiness Division IT Logistics Support Systems Division Aeroplanes & Helicopters Division
More informationDiamond Aircraft Group
Diamond Aircraft Group Johannes A. Frauenberger Accountable Manager Diamond Aircraft Austria Hanoi 2014 Diamond Aircraft Industries Diamond Aircraft Industries Canada, Ontario Diamond Aircraft Industries
More informationA SOLAR POWERED UAV. 1 Introduction. 2 Requirements specification
A SOLAR POWERED UAV Students: R. al Amrani, R.T.J.P.A. Cloosen, R.A.J.M. van den Eijnde, D. Jong, A.W.S. Kaas, B.T.A. Klaver, M. Klein Heerenbrink, L. van Midden, P.P. Vet, C.J. Voesenek Project tutor:
More informationDesign and Development of the UTSA Unmanned Aerial System ACE 1
Design and Development of the UTSA Unmanned Aerial System ACE 1 For use in the 2010 AUVSI Student UAS Competition Ilhan Yilmaz Department of Mechanical Engineering (Team Lead) Christopher Weldon Department
More informationJournal of Emerging Trends in Computing and Information Sciences
Pothole Detection Using Android Smartphone with a Video Camera 1 Youngtae Jo *, 2 Seungki Ryu 1 Korea Institute of Civil Engineering and Building Technology, Korea E-mail: 1 ytjoe@kict.re.kr, 2 skryu@kict.re.kr
More informationGOCI Yonsei aerosol retrievals during 2012 DRAGON-NE Asia and 2015 MAPS-Seoul campaigns
The Sixth Asia/Oceania Meteorological Satellite Users' Conference 09 13 November 2015, Tokyo/Japan GOCI Yonsei aerosol retrievals during 2012 DRAGON-NE Asia and 2015 MAPS-Seoul campaigns Myungje Choi (1),
More informationFirst results and next steps in Kazakhstan Earth Observation missions in cooperation with SSTL
First results and next steps in Kazakhstan Earth Observation missions in cooperation with SSTL M.Moldabekov (1), M.Nurguzhin (2), V.Ten (3), S.Murushkin (3), H.Lambert (3), A.da Silva Curiel (4), D.King
More informationThe Central London Congestion Charge
The Central London Congestion Charge Mike Keegan, Transport Planning & Policy Transport for London The charge for having a vehicle* in the zone is 8 per day, weekdays, 7a.m. to 6.30 p.m. * Some vehicles
More informationPrototyping Collision Avoidance for suas
Prototyping Collision Avoidance for Michael P. Owen 5 December 2017 Sponsor: Neal Suchy, FAA AJM-233 DISTRIBUTION STATEMENT A: Approved for public release; distribution is unlimited. Trends in Unmanned
More informationVegetation Resources Inventory Photo Interpretation (Phase 1) Project Implementation Plan for Haida Gwaii. June 20, 2011
Vegetation Resources Inventory Photo Interpretation (Phase 1) Project Implementation Plan for Haida Gwaii June 20, 2011 Table of Contents 1.0 Introduction.. 3 1.1 Background Information 3 1.2 Project Land
More informationHCS+ and HCS Approach: Linkages with the RSPO Process
ROUNDTABLE MEETING ON SUSTAINABLE PALM OIL HCS+ and HCS Approach: Linkages with the RSPO Process Faizal Parish Global Environment Centre Co Chair RSPO Emission Reduction Working Group 1 RSPO and HCS RSPO
More informationSupplementary Information for Optimal Altitude, Overlap, and Weather Conditions for Computer Vision UAV Estimates of Forest Structure Remote Sensing
Supplementary Information for Optimal Altitude, Overlap, and Weather Conditions for Computer Vision UAV Estimates of Forest Structure Remote Sensing 2015, 7, 13895 13920 Table S1. List of UAV flight configurations
More informationRemotely Piloted Aircraft Systems (RPAS) Beyond Line Of Sight (BLOS) Applications. Royal Aeronautical Society HQ Lecture 11 March 2015
Remotely Piloted Aircraft Systems (RPAS) Beyond Line Of Sight (BLOS) Applications Royal Aeronautical Society HQ Lecture 11 March 2015 Dr Joseph Barnard joseph.barnard@barnardmicrosystems.com Barnard Microsystems
More informationEFFECTS OF CONVEYOR AND GROUND SPEED
Precision Agriculture Peanut Research Update Kendall Kirk 1, James Thomas 1, Benjamin Fogle 1, Hunter Massey 2, and Dan Anco 1 1 Edisto Research & Education Center, Clemson University, Blackville, SC 2
More informationBEA Pedestrian. Sensor solutions for revolving doors
EN BEA Pedestrian Sensor solutions for revolving doors Introduction Summary BEA s.a. has been active in the area of detection since 1965 and was one of the the first company to launch a Dopplereffect radar
More informationModeling, Structural & CFD Analysis and Optimization of UAV
Modeling, Structural & CFD Analysis and Optimization of UAV Dr Lazaros Tsioraklidis Department of Unified Engineering InterFEA Engineering, Tantalou 7 Thessaloniki GREECE Next Generation tools for UAV
More information2012 AUVSI SUAS Student Competition Journal Paper. Kansas State University Salina UAS Club. Prepared By: Mark Wilson Coby Tenpenny Colby Walter
2012 AUVSI SUAS Student Competition Journal Paper Kansas State University Salina UAS Club Prepared By: Mark Wilson Coby Tenpenny Colby Walter May 14, 2012 Willie Abstract The Willie Unmanned Aerial System
More informationMonthly Hog Market Update United States Hog Production
This information is provided as a resource by Saskatchewan Agriculture staff All prices are in Canadian dollars unless otherwise noted. Please use this information at your own risk. Monthly Hog Market
More informationRIETI BBL Seminar Handout
Research Institute of Economy, Trade and Industry (RIETI) RIETI BBL Seminar Handout Autonomous Vehicles, Infrastructure Policy, and Economic Growth September 25, 2018 Speaker: Clifford Winston https://www.rieti.go.jp/jp/index.html
More informationHDV CO2 emission certification 1 st meeting of the Editing board
HDV CO2 emission certification 1 st meeting of the Editing board DG Growth Maciej Szymański 2.03.2015 Internal market, Industry, Entrepreneurship and SMEs Meeting agenda Work of the Editing board: Objectives
More informationDevelopment, Certification, and Flight Testing of an OPA for UAS FTT Development and Training at NTPS
Development, Certification, and Flight Testing of an OPA for UAS FTT Development and Training at NTPS 2013 SFTE/SETP Flight Test Symposium Evolution of Flight Testing from Manned Vehicles to UAVs 1 Overview
More informationCalifornia Low Carbon Fuel Standard Status Report. John D. Courtis October 17, 2011
California Low Carbon Fuel Standard Status Report John D. Courtis October 17, 2011 Background CA legislature adopts Global Warming Solutions Act (AB 32) in 2006 Board passes LCFS April 2009 Title 17, CCR,
More informationEjemplos de aeronaves existentes similares a las propuestas en los RFP 2007
Ejemplos de aeronaves existentes similares a las propuestas en los RFP 2007 UAV Sergio Esteban sesteban@us.es 1 Advanced Technologies and Engineering Co (Pty) Ltd (ATE). Vulture Production: Production
More informationDetection of rash driving on highways
Detection of rash driving on highways 1 Ladly Patel, 2 Kumar Abhishek Gaurav, 3 Dr. Revathi V 1,2 Mtech. CSE (Big Data & IoT), 3 Associate Professor Dayananda Sagar University, Bengaluru, India Abstract-
More informationUNMANNED AIR VEHICLE ( UAV ) USE IN THE MUNICIPAL GOVERNMENT ENVIRONMENT RECOMMENDATION
TO: FROM: CHAIR AND MEMBERS CIVIC WORKS COMMITTEE MEETING ON SEPTEMBER 7, 2016 JOHN BRAAM, P.ENG. MANAGING DIRECTOR, ENVIRONMENTAL & ENGINEERING SERVICES AND CITY ENGINEER SUBJECT: UNMANNED AIR VEHICLE
More informationElectric Penguin s philosophy:
UNMANNED PLATFORMS AND SUBSYSTEMS Datasheet v 1.1 Penguin BE Electric Unmanned Platform Up to 110 minutes of endurance 2 with 2.8 kg payload 23 liters of payload volume Quick replaceable battery cartridge
More informationOptimizing data assimilation strategy for a global aerosol model with a multi-sensor constellation
Optimizing data assimilation strategy for a global aerosol model with a multi-sensor constellation Edward Hyer, Peng Xian NRL Monterey, CA Jianglong Zhang University of North Dakota Grand Forks, ND American
More informationAustrian Show Case Disaster Relief. Diamond Aircraft, Hanoi February DAI-Marketing/Mandl
Austrian Show Case Disaster Relief Diamond Aircraft, Hanoi 20 21 February 2012 Multiple requirements Multi Purpose Platform 1. Company Movie 2. Company presentation 3. Disaster relief 4. Security 5. One-stop
More information