Adaptive robotic system for selective opening of flexible containers in waste streams
A system for selectively opening flexible containers, such as plastic bags, in a mixed solid waste stream is disclosed, for use in Material Recovery Facilities (MRFs) or other contexts. The system may include a conveyor configured to transport waste, a sensor configured to detect the presence and position of flexible containers, and a multi-degree-of-freedom positioning device that moves a cutting tool relative to the containers. A processor, in communication with the sensor and positioning device, may calculate a cutting path and control the positioning device to execute the cutting operation. The system may utilize various cutting tools, including punches, blades, spades, shovels, and motorized saws, as well as non-contact fluid-based cutting technologies such as air or water jets. Additionally, the system can dynamically adjust the cutting trajectory based on real-time feedback and environmental conditions. The method provides an adaptable solution to open bags without damaging recyclable materials, improving throughput and reducing waste in mixed waste streams.
1 . A system, comprising:
a conveyor configured to transport a heterogeneous mixture of materials including at least one flexible container;
a sensor configured to detect the presence and position of the at least one flexible container on the conveyor;
a multi-degree-of-freedom positioning device configured to move a cutting tool relative to the conveyor; and
a processor in communication with the sensor and the positioning device, the processor configured to:
process sensor data to locate the flexible container;
generate a profile of the flexible container and determine a cutting contour along a surface of the flexible container;
determine a cutting trajectory based on the cutting contour, wherein the cutting trajectory maintains a clearance from underlying contents of the flexible container; and
control the positioning device to execute the cutting trajectory to cut a material of the flexible container along the cutting contour to open the flexible container while avoiding damage to contents of the flexible container.
2 . The system of claim 1 , wherein the sensor comprises a LIDAR-based profiling sensor.
3 . The system of claim 1 , wherein the sensor comprises a visual camera configured to connect to a classifier trained to recognize flexible containers.
4 . The system of claim 1 , wherein the sensor is configured as a hybrid visual and profiling sensor unit.
5 . The system of claim 1 , wherein the positioning device further comprises a quick-change interface configured to mount different cutting tools.
6 . The system of claim 1 , wherein the processor is further configured to select the cutting tool based on characteristics of the flexible container.
7 . The system of claim 1 , wherein the processor is further configured to detect an obstruction and halt movement of the cutting tool.
8 . The system of claim 1 , wherein the processor is further configured to prioritize cutting of the flexible container based on height relative to the conveyor.
9 . The system of claim 1 , wherein the cutting trajectory is an intercept-based trajectory determined based on a speed of the conveyor- and a deformable profile of the flexible container, wherein the processor is further configured to dynamically adjust the cutting trajectory to avoid contact with rigid objects in the heterogeneous mixture.
10 . The system of claim 1 , wherein the processor is further configured to dynamically adjust the cutting trajectory in real-time based on changing sensor input.
11 . The system of claim 1 , wherein the processor is further configured to dynamically adjust the cutting force of the cutting tool based on the sensor data.
12 . The system of claim 1 , wherein the cutting tool is configured to open the flexible container without physical contact with a surface of the flexible container, and wherein the processor maintains a clearance between the cutting tool and the surface of the flexible container during the cutting operation.
13 . The system of claim 1 , wherein the cutting tool comprises a high-pressure fluid nozzle.
14 . The system of claim 13 , wherein the high-pressure fluid comprises a suspended cutting medium.
15 . The system of claim 1 , wherein the system is configured to maintain a clearance from the cutting tool to a surface of the flexible container of less than 0.5 inches.
16 . The system of claim 1 , further comprising a blower configured to pretension a surface of the flexible container prior to cutting.
17 . The system of claim 1 , wherein the system is configured to prevent fouling of the cutting tool using a directed air stream synchronized with cutting tool retraction.
18 . The system of claim 1 , further comprising a feedback loop configured to receive downstream classification confidence and adjust cutting behavior.
19 . The system of claim 1 , wherein the cutting tool is configured to perform cutting without physical contact with the flexible container.
20 . A method for opening flexible containers in a waste processing stream, comprising:
conveying a heterogeneous mixture of materials in a mixed solid waste stream including at least one flexible container on a conveyor;
using a sensor to detect a presence and position of the flexible container and generate a profile of the flexible container;
calculating a cutting trajectory for the flexible container based on a cutting contour derived from the profile;
directing a multi-degree-of-freedom positioning device to move a cutting tool along the cutting trajectory; and
opening the flexible container- by cutting material of the flexible container along the cutting contour while avoiding damage to contents of the flexible container.
21 . The method of claim 20 , wherein the cutting tool is a high-pressure fluid jet.
22 . The method of claim 20 , further comprising directing a blower to pretension a surface of the flexible container before cutting.
23 . The method of claim 20 , further comprising calculating and executing a re-intercept trajectory if a first cutting attempt fails.
24 . The method of claim 20 , wherein the cutting trajectory avoids any contact with a surface of the flexible container.
25 . The method of claim 20 , wherein the positioning device is guided based on both static sensor data and dynamic motion prediction.