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MESA LAB Towards WATERSTAR: Low Cost Scientific Data Drones for Agricultural Water Efficiency YangQuan Chen, Ph.D., Director, MESA (Mechatronics, Embedded Systems and Automation) LAB ME/EECS/SNRI/HSRI/CITRIS, School of Engineering, University of California, Merced E: [email protected]; or, [email protected] T: (209)228-4672; O: SE2-273; Lab: CAS Eng 820 (T: 228-4398) Cal Biochar Association Meeting 9:00-12:00 February 14, 2017. Tuesday UC Merced Castle Research Facility, Atwater, CA

Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

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Page 1: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Towards WATERSTAR:Low Cost Scientific Data Drones for Agricultural Water Efficiency

YangQuan Chen, Ph.D., Director, MESA (Mechatronics, Embedded Systems and Automation)LAB

ME/EECS/SNRI/HSRI/CITRIS, School of Engineering,University of California, Merced

E: [email protected]; or, [email protected]: (209)228-4672; O: SE2-273; Lab: CAS Eng 820 (T: 228-4398)

Cal Biochar Association Meeting9:00-12:00 February 14, 2017. Tuesday

UC Merced Castle Research Facility, Atwater, CA

Page 2: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Brain food Parallel: Energy Efficiency vs Water Efficiency

2/14/2017 WATERSTAR

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Page 3: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

When we can file-n-fly?!

The new era of Personal Remote Sensing (PRS)!

Let us call it “Wright Brothers 2.0” age

WATERSTAR

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2/14/2017

Page 4: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

An Analogy• 1970s: Personal Computer (PC): Bill Gates/Steve

Jobs• 2010s: Personal Remote Sensing (PRS) - ????

– Low cost, affordable. Robust, safe, easy to use– Run way free; Autonomous/cognitive– Swarm/coven; – Enabling new apps and services

• Google 4D map (x,y,z,t) paid service– Ubiquitous remote sensing (Twitter as sensors …)– …

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WATERSTAR2/14/2017

Page 5: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Drones for Farmers: Reality Check

2/14/2017 WATERSTAR

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Page 6: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

http://www.precisionag.com/article/35499/precision-ag-2013-top-5-technologies-to-watch

1. Smart devices (smart phones)2. continuing quest for data solutions or integration3. variable-rate application (VRA) seeding (based

on grid soil tests and seed plots)4. in-cab solutions http://www.stratum.ie/Glossary

(hardware or software solutions available to the truck driver)

5. Drones (UAVs) (new in 2013 top 5 list)2/14/2017 WATERSTAR

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Page 7: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

http://www.precisionag.com/guidance/variable-rate/2014-precision-ag-top-5-technologies/

1. Unmanned Aerial Vehicles (UAVS)2. VRA Seeding3. Data Solutions4. Smart Devices5. In Cab Solutions

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Page 8: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

80% water used in ag in CA

2/14/2017 WATERSTAR

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http://www.washingtonpost.com/blogs/govbeat/wp/2015/04/03/agriculture-is-80-percent-of-water-use-in-california-why-arent-farmers-being-forced-to-cut-back/

More fine-grainedcontrols

How to make sure• Right time?• Right amount?• Right place?

Drones as scientific flying sensors

Page 9: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LABData to Decision to Action to DataCyber-Physical Systems for Sustainability

2/14/2017 WATERSTAR

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Geo-Domain

Water Resources, Gates, Flumes

Weather, Climate

Demand

Irrigation Control

human

crops

animalsetc.

Water Rights

UAVs

Ground TruthingSensor Pods

Irrigators

Credit: Dr. YangQuan Chen, 2005

Page 10: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

UAS based scientific measurements enable

new water management practices for much

improved sustainability2/14/2017 WATERSTAR

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Page 11: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Improved sustainability of observations for improved

sustainability

“Sustainability of observations” – Jeanine Jones, 9/22/15 UAS for Cal Water Resource Summit, UC Davis.

2/14/2017 WATERSTAR

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Page 12: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Right Time to Discuss UAS for Water

Resources Management

2/14/2017 WATERSTAR

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Page 13: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Outline• UC Merced Scientific Data Drones Research

– Overview– Related Projects

• A Vision Towards WATERSTAR– Biomass, Biochar, Soil Amendments, Drone-assisted

Assessment (M&V: measurement and verification)

2/14/2017 WATERSTAR

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Page 14: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Scientific Data-Drones @ UC Merced

2/14/2017 WATERSTAR

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Page 15: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Scientific Data-DronesTwo Cycles

2/14/2017 WATERSTAR

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Page 16: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

2/14/2017 WATERSTAR

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Page 17: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LABData to Decision to Action to DataCyber-Physical Systems for Sustainability

2/14/2017 WATERSTAR

17

Geo-Domain

Water Resources, Gates, Flumes

Weather, Climate

Demand

Irrigation Control

human

crops

animalsetc.

Water Rights

UAVs

Ground TruthingSensor Pods

Irrigators

Credit: Dr. YangQuan Chen, 2005

Page 18: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

UC Merced• The Research

University of the Central Valley

• Centrally Located– Sacramento – 2 hrs– San Fran. – 2 hrs– Yosemite – 1.5 hrs– LA – 4 hrs

• Surrounded by farmlands and sparsely populated areas

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Page 20: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Mechatronics, Embedded Systems and Automation LabReal solutions for sustainability!

Education and Outreach Activities:

w: mechatronics.ucmerced.edu Dr. YangQuan Chen, [email protected]

• Unmanned Aerial Systems & UAV-based Personal Remote Sensing (PRS)

• Cyber-Physical Systems (CPS)• Mechatronics

• Applied Fractional Calculus• Modeling and Control of

Renewable Energy Systems

• ME142 Mechatronics (take-home labs)• ME280 Fractional Order Mechanics• ME211 Nonlinear Control• ME190 Unmanned Aerial Systems

• Eng Service Learning(Sp14)• AIAA Student Branch @UCM• Preview Days, Bobcat Day• Robots-n-Ribs| MESABox! STEM-TRACKS

TEAM-E• UAS4STEM. USDA/NIFA HSI: 2016-2020

Established Aug. 2012 @ Castle, 5,000+ sq ft7.5 Ph.D/40+ undergraduate researchers10+ visiting scholars || sponsored / mentored many capstone teams

Research Areas of Excellence: (ISI H-index=40, Google H-index=64; i10-index=326)

Projects Related to San Joaquin Valley:

• Water (Water/soil salinity management, water sampling UAVs)

• Precision Ag/Environment (Crop dynamics, optimal harvest, pest, methane sniffing/mapping …)

• Energy [Solar/wind energy, Building efficiency (HVAC lighting), smart grids integration, NG pipelines]

Page 21: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Courtesy of NPS: https://www.flickr.com/photos/alaskanps/8446139444/in/photostream/

UC Multi-campus Synergy on CIDERSCalifornia Institute of Data-drone Engineering and Services

UCM, UCSC,UCB, UCSD, LLNL

UCMUCD

UCSD

UCMUCDLBLSNL

UCSDCIDERS in environmental monitoring: water, fire, soil, dust, AQ …

CIDERS in precision agriculture

CIDERS in Scientific data-drones: platforms, operation, and certification

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Page 22: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Fixed-Wing Platform (SDD1)

WATERSTAR

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Total Weight 11.5 lbsWingspan 8 ftMax Flight Time 80-100

minutesTypical Flight Altitude 300 – 700 ft

Max Altitude 3000 ftTypical Flight Area Coverage

1000 acres

Max Flight Area Coverage

2500 acres

Typical Payload VIS CameraNIR Camera

Max Payload Capacity 4 lbs

VIS-NIR Resolution 2.5” – 12”

Thermal Resolution 12” – 60”2/14/2017

Page 23: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Multi-Rotor UAS Platforms

Flight Time 10-15 minutesMax Payload 1 lbMax Flight Altitude 150 ftTypical Flight Coverage

20 acres

VIS-RGB Resolution < ¼”

• Single or dual camera mobile sensing platforms

• Best utilized for small areas

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Page 24: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Other UAS Platforms @ MESA LAB(Water drone, soil co-physicist)

Imaging Systems Point Sampling SystemsThermal Camera+ Water Collection Sampler*Narrow-Band Imager* Air Quality Sampler*SWIR Imager Soil Collection Sampler*

2/14/2017 WATERSTAR

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Page 25: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Chess playing drones/CaveDrones

2/14/2017 WATERSTAR

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Page 26: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

WATERSTAR

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Flood conditions along the Cosumnes River allow researchers to study groundwater recharge.

Floodplain Management

2/14/2017

Page 27: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LABSandhill Crane Night Counting

WATERSTAR

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Page 28: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

RGB, NIR, SWIR mapping

WATERSTAR

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2/14/2017

Page 29: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LABRGB, NDVI, TIR

WATERSTAR

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100 acres – 8cm resolution Flight Time – 7 minutes

TIR Ortho –15 cm

resolution

2/14/2017

Page 30: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB2014 growing season crop water stress with ground truthing

WATERSTAR

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Need more research!!(Round-Robin competition)

2/14/2017

Page 31: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

• Drone Research Emphasis @ MESA Lab– Platform– Sensing Payload– Actuation Payload– Down-stream Processing– Smart sensing & actuation policies, operational issues

2/14/2017 WATERSTAR

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Page 32: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Smart sensing and actuation policies

2/14/2017

???????????

By Brandon StarkBrendan SmithTiebiao Zhao et al

WATERSTAR

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Page 33: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Operational Issues• Safely flying once is easy; Safely flying always, is

hard

• Operational Issues for Routine Successful Missions

• Ground Truthing

2/14/2017 WATERSTAR

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Page 34: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

“Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical Center, FAA. ICUAS12 Keynote

• Five Challenges for UAS2NAS– Procedural– Technical (i.e.: Sense and Avoid, Lost Link etc.)– Aircraft Safety (Certification of aircraft)– Crew Credentialing (including engineers’), AND– Public Acceptance

WATERSTAR

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Page 35: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

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2/14/2017 WATERSTAR

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Page 36: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LABUC MercedCastle Research Facility

MESA Lab

Scientific Data-drone Hangar (18m x 7m x 5m) MESA Lab @ UC Merced

Scientific Data-drone Test Site (official since 7/24/14)(4300 m2 = 1+ acres)

UCSolar.org

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Page 37: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

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Page 38: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

2nd FAA CoA Site – UC Merced(26 square miles in red, 2.5 nautical mile in radius) SHOW 3D WALK

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Page 39: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB2014 growing season crop water stress with ground truthing

WATERSTAR

39

Need more research!!(Round-Robin competition)

2/14/2017

Page 40: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

A Callfor Round-Robin Competition for Crop Water Stress Quantification

Groundtruthed Detection of Crop Water Stress Benchmark Data Set

Page 41: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Outline• UC Merced Scientific Data Drones Research

– Overview– Related Projects

• A Vision Towards WATERSTAR– Biomass, Biochar, Soil Amendments, Drone-

assisted Assessment (M&V: measurement and verification)

2/14/2017 WATERSTAR

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Page 42: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

The dream cycle

• Ag => Biomass => Biochar => Soil =>Water Efficiency => (More sustainable) Ag

• Environmental benefits– Energy (by-)production– Better air quality– Better groundwater quality

2/14/2017 WATERSTAR

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Page 43: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Biomass Gasification @ UC Merced

2/14/2017 WATERSTAR

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Page 44: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Soil Physics Sciences @ UC Merced

2/14/2017 WATERSTAR

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Page 45: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

THE DRONE’s role: M&Vand soil variability mapping

• https://en.wikipedia.org/wiki/Measurement_and_Verification

• Just like E/E’s M/V• Drone should be used for mapping/documenting

and QUANTIFICATION of before/after applying biochar or other soil amendments in larger region/area.

• WATERSTAR incentives can then be implemented• VRA of biochar possible – optimal applications

2/14/2017 WATERSTAR

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Page 46: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LABGround

Truthing Effort(@Manteca MUSD self-funded)

2/14/2017 WATERSTAR

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These are rough approximations for where the soil moisture readings were taken at. Green is Compost, purpleis Biochar and compost, Red is control, and yellow is Biochar.

Page 47: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

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2/14/2017 WATERSTAR

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2/14/2017 WATERSTAR

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Page 49: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

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Slide-49/1024July 17, 2014 Thur. Thor Bailey @ ABF UC Merced Biochar Summit Castle Research Facility

Brandon Stark; Sean Arnold; Lisa Lucas; Cole Dutter; Don Smail; Milt Pace; Bill Kidd; Gerardo Diaz; Teamrat A Ghezzehei

Page 50: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Time to Prime ItMore research, more trials

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Page 51: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LAB

Thank you for your attention!• Q/A

• Call for public support – UC Multi-campus Synergy on CIDERS: California

Institute of Data-drone Engineering and Services– WATERSTAR initiative

2/14/2017 WATERSTAR

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Page 52: Scientific Data Drone @ UC Merced · 2/14/2017  · “Unmanned System Integration into the National Airspace System” by Dr. Wilson Felder, Director, William J. Hughes Technical

MESA LABAgriculture in 2100s: when no more synthetic fertilizers available

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Data to Decision to Action to DataCyber-Physical Systems for Sustainability