Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and...

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Agricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems Washington State University, USA :Agri-Food Robotics: dealing with natural variability IROS, 2015 1

Transcript of Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and...

Page 1: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Agricultural Robotics: Opportunities, Challenges and Perspectives

Prof. Qin Zhang

Director of the Center for Precision and Automated Agricultural Systems

Washington State University, USA

:Agri-Food Robotics: dealing with natural variability IROS, 2015

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Page 2: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Agriculture in State of Washington

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Page 3: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Many types of crops

More specialty crops than grains

Varies from herbs to trees

Many big farms but small industry

Crop specific operations

Wide variations in operations

Interfering differently with crops

Many are highly labor dependency

Varying levels of mechanization

Fully mechanized with precision

Mechanical assist operations

Still rely on manual labor now

Challenges to Washington Agriculture

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Page 4: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

WSU Center for Precision & Automated Agricultural Systems

Mechanization

& Automation

For

Specialty Crop Production

Productivity

Sustainability

Profitability

Quality

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Page 5: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Growing opportunity for Ag. robotics due to:

Increasingly pressure on labor shortage in

agriculture.

Continuously losing experienced workforce for

skill-dependent tasks.

Most field operations are highly repetitive.

Many field operations are highly seasonal with a

small time window.

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Opportunities for Agricultural Robotics

Page 6: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Operating in natural environment and

handling biological materials often cause:

Inconsistency and/or unpredictable changes in

environment (grounds, lights, weathers)

Interactions with randomly grow deformable

plants

Damage sensitive to interactions and/or impacts

Multiple operations of complicated actions

Objects are sometimes hard to distinguish

Used by inadequately educated workforce

Specific and small market

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Challenges for Agricultural Robotics

Page 7: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

A few research projects on developing

robotic solutions for Ag productions:

High-trellis twining robot

Apple picking robot

Fruit shaking harvest robot

Bin managing robot

Vegetable weeding robot

Asparagus harvest robot

Smart spraying robot

UAS bird deterrence robot

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Examples of Agricultural Robotics

Page 8: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Example 1: High Trellis Twining Robot

Requires for special string and knot for PNW windy environment

Tie on “infinitive” long cable, none similar mechanism usable

Very large number of knots (>10,000/ha) done in a short time window

Operating at a high elevation on unprepared ground surface with wind 8

Major Challenges

Page 9: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Manual and Robotic Twining

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Our Solution

Mimicking human hand to make a clove hitch knot tying

Trellis wire

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2

3

4

5 String-end

trajectory

An illustration of the clove hitch knot tying procedure

Page 10: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Example 2: Robotic Harvest of Apples

Randomly oriented, variable size, and unevenly distributed

Blocked by leaves, branches/limbs causing poor visibility & accessibility

Operating on unstructured environment with all kinds of disturbances

Fruit quality VERY sensitive to excessive force 10

Major Challenges

Page 11: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

“See” it:

Detect it – find mature fruits

Locate it – guide to reach them

“Pick” it:

Grasp it – gently & securely hold fruits

Remove it – detach them from the tree

“place” it:

Release it – discharge picked fruit

Deliver it – place them in container (bin)

Three Steps in Typical Apple Harvest

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Page 12: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Challenge 2 – Difficult to See All

Page 13: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Challenge 2 – Picking-Induced Bruising

Different grasping and picking pattern requires different amount of force being applied on an apple, and such force could cause substantial bruising if excess a threshold value (varies for different varieties). 13

Forc

e (

N)

Forc

e (

N)

Page 14: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Challenge 3 – Long Cycle Time

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Operator-assistant mechanisms are available to be modified for supporting faster robotic picking

Page 15: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Shaking-Catching: A New Concept

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Shaking energy – location, frequency, amplitude, tree structure

Shaking pattern – direction and distribution of detached apples

Page 16: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Robotic Bin Management

Robotic apple harvest is a system, the Cannikin Law works here!

Currently managed by a human operator, and required to be able to autonomously support a picking robot to bring empty bin to the site and remove the filled bin from the harvesting zone.

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Page 17: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Our Solution – Make Trees Robot-friendly

Complex system (4D)

need high degree of skill

Wide range of size quality

Simpler (3D)

Improved quality

Apply existing technology

Simplest (2D)

Ability to be market specific

New & existing technologies

More Suitable for Robotic Harvesting

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Page 18: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Example 3: Robotic Target Application

~33%

~10%

<3% 18

Page 19: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Example 4: Robotic Asparagus Harvest

A concept-proof machine fabricated and tested in field

Core Technology: whole spear selective robotic harvesting.

Operations: detect spear(s); engage cutter wheel(s); capture/cut spear(s); & deliver and release harvested spear

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Page 20: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Major Challenge to Improve Efficiency

A. Single spear

B. Occlusion

C. Adjacent (different size)

D. Adjacent (similar size)

Low harvest efficiency attributed to low accessibility, which is caused by -- random growing pattern -- non-uniform maturity.

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Page 21: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

One More Lesson Learned

Capable technology been developed, prototype fabricated and validated, but the industry is almost gone!

Robotics R&D for special crop production - need do it now! 21

Page 22: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

One More Challenge to Ag Robots

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Page 23: Agricultural Robotics · PDF fileAgricultural Robotics: Opportunities, Challenges and Perspectives Prof. Qin Zhang Director of the Center for Precision and Automated Agricultural Systems

Robotics could be the solution!

Contact Information: Dr. Qin Zhang Washington State University, USA

+1-509-786-9360, [email protected] 23