Automated pruning or harvesting system for complex morphology foliage
Method and apparatus for automated operations, such as pruning, harvesting, spraying and/or maintenance, on plants, and particularly plants with foliage having features on many length scales or a wide spectrum of length scales, such as female flower buds of the marijuana plant. The invention utilizes a convolutional neural network for image segmentation classification and/or the determination of features. The foliage is imaged stereoscopically to produce a three-dimensional surface image, a first neural network determines regions to be operated on, and a second neural network determines how an operation tool operates on the foliage. For pruning of resinous foliage the cutting tool is heated or cooled to avoid having the resins make the cutting tool inoperable.
1. An automated cutting tool for cutting a resinous plant, comprising:
a stereoscopic imaging system for imaging said resinous plant to produce a stereoscopic image of said resinous plant;
a processing system for processing said stereoscopic image to determine a target pruning area;
a rotatable circular cutting blade having teeth, each tooth having, according to a direction of rotation of the cutting blade, a concave forward cutting edge, rotation of the blade producing a low pressure region near the blade; and
a control system for locating said cutting blade to perform pruning of said target pruning area.
2. An automated cutting tool for cutting a resinous plant, comprising:
a stereoscopic imaging system for imaging said resinous plant to produce a stereoscopic image of said resinous plant;
a processing system for processing said stereoscopic image to determine a target pruning area;
a rotatable circular cutting blade;
a motor for rotating said blade at between 25,000 and 75,000 rpm;
a control system for locating said cutting blade to perform pruning of said target pruning area.
3. The automated cutting tool of claim 2 wherein said motor rotates said blade at between 40,000 and 60,000 rpm.
4. An apparatus for pruning a foliage workpiece comprising:
a stereoscopic viewing system for viewing of said foliage workpiece,
a workpiece holder for holding said workpiece,
a cutting tool for pruning target portions from said foliage workpiece,
a motion system for controlling the position and orientation of said foliage workpiece held in said workpiece holder in relation to said stereoscopic viewing system and said cutting tool, said motion system including a translation system for three-dimensional translation of said foliage workpiece, a pitch actuator for pitch orientation of said foliage workpiece, and a roll actuator for roll orientation of said foliage workpiece,
a processing system for processing image data of said foliage workpiece obtained by said stereoscopic viewing system to generate control data for controlling said motion system, said stereoscopic viewing system being located above said workpiece holder.
5. The apparatus of claim 4 wherein said translation system includes a parallel-arm robot.
6. The apparatus of claim 5 wherein said parallel-arm robot provides three-dimensional translation of said pitch actuator and said roll actuator.
7. The apparatus of claim 5 further including a chassis, said stereoscopic viewing system being affixed to said chassis above said workpiece, said motion system and said cutting tool being mounted on said chassis, said cutting tool being located above said workpiece, and a base of said parallel-arm robot being located below said workpiece.
8. The apparatus of claim 4 further including a chassis, said stereoscopic viewing system and said cutting tool being being affixed to said chassis such that trimmings from said workpiece produced by said cutting tool fall in a direction away from said viewing system so as not to obstruct a view of said workpiece by said stereoscopic viewing system.
9. The apparatus of claim 4 further including a chassis, said stereoscopic viewing system being affixed to said chassis above said workpiece, said motion system being mounted on said chassis below said workpiece, and said cutting tool being mounted on said chassis above said workpiece.