human-robot interaction in agriculture: usability evaluation of three input devices for spraying...
TRANSCRIPT
Presentation overview
Robotics in agriculture
Human-Robot Interaction and Teleoperated robots
Target selection and Spraying
Usability evaluation results
Conclusion
Robotics in Agriculture
• Is there a need? – Shortage of farm labor workers – Farmer population decrease/aging – Need for intensive crop and livestock production to
secure food availability
• Robot applications – Harvesting, seeding, weeding, spraying,…
• Advantages – Accuracy, consistency, hard/dangerous, respective
and tedious work
• Challenges – Unstructured, unpredicted environment, variability,
volatility
HRI and Teleoperated robots
Human-Robot Cooperation
User Interface
Human-Robot
Interaction
HRI Awareness
– Farmer-AgriRobot: is the understanding that the farmer has of the location, activities, status and surroundings of the agrirobot;
– AgriRobot-Farmer: is the knowledge that the agrirobot has of the farmer’s commands necessary to direct its activities and the constraints under which it must operate”
HRI is the study of humans, robots and the
ways they influence each other
Why Human-Robot Cooperation? Why Spraying?
• Take advantage of both robot accuracy and consistency and human perception and know how
• Spraying – Selective spraying can reduce pesticide use by
30% to 60%1
– HO vs. HR (increased detection +4%)2 – Autonomous robot vs. HR (increased detection
+14%)2
– Remove human from hazardous situation, protect the environment, and consumers
1
Groudy et al (2001) 2
Bechar and Edan (2003), Berenstein et al. (2010)
Spraying grapevines with a tractor sprayer (open field)
Spraying grapevines inside a greenhouse with a hand sprayer
AgriRobot Sprayer
Target selection
• Applications
– Pruning
– Harvesting
– Disease identification/treatment
– Spraying
– …
Materials and methods
• Usability of different interaction modes – Pointing device (PC and mouse)
– Digital pen and interactive whiteboard
– Gesture-based interface (Wiimote)
• Participants – Practitioners (farmers and agronomists)
– University students (Computer Science)
• Simulated robot camera
Interaction Devices
PC + Mouse Digital pen + Interaction board Wiimote + Projector
Research results
• Based on perceived usability questionnaire*
Question Mouse (Mean)
Wiimote (Mean)
Digital Pen (Mean)
Ease of use 4.58 2.16 4.41
Learnability 4.66 3.34 4.70
Efficiency 4.58 2.74 4.56
Expected functionality 4.74 3.62 4.64
Would use for this work 4.60 2.60 4.34
Would recommend the system 4.70 2.76 4.34
Next time would be easy to remember how to use it 4.94 4.14 4.92
The system was attractive 4.44 3.90 4.72
User Experience satisfaction 4.80 3.64 4.72
* ratings (1=strongly disagree, 5=strongly agree)
Research results
• Based on log file analysis
– Pointing devices (digital-pen and mouse) are more effective interaction modes compared to a gesture based interface (Wiimote)
0 200 400
Mean number of grapes clusters
selected
Wiimote
Mouse
DigitalPen
Conclusion - Future Work
• Initial results from the usability evaluation of a prototype user interface using three different input devices for target selection
• The results confirm that pointing devices are more effective for target selection, compared to gesture based interfaces
• Future work will include the design and implementation of a user interface for robot navigation and selective spraying