B65F3/04

Systems and methods for detecting waste receptacles using convolutional neural networks

Systems and methods for detecting a waste receptacle, the system including a camera for capturing an image, a convolutional neural network, and processor. The convolutional neural network can be trained for identifying target waste receptacles. The processor can be mounted on the waste-collection vehicle and in communication with the camera and the convolutional neural network configured for using the convolutional neural network. The processor can be configured for using the convolutional neural network to generate an object candidate based on the image; using the convolutional neural network to determine whether the object candidate corresponds to a target waste receptacle; and selecting an action based on whether the object candidate is acceptable.

Systems and methods for detecting waste receptacles using convolutional neural networks

Systems and methods for detecting a waste receptacle, the system including a camera for capturing an image, a convolutional neural network, and processor. The convolutional neural network can be trained for identifying target waste receptacles. The processor can be mounted on the waste-collection vehicle and in communication with the camera and the convolutional neural network configured for using the convolutional neural network. The processor can be configured for using the convolutional neural network to generate an object candidate based on the image; using the convolutional neural network to determine whether the object candidate corresponds to a target waste receptacle; and selecting an action based on whether the object candidate is acceptable.

Refuse vehicle control system

A refuse vehicle includes a body defining a refuse compartment, a refuse collection arm configured to engage and lift a refuse container, an object detection system configured to provide object detection data relating to locations of objects relative to the refuse vehicle, and a controller. The controller is configured to use the object detection data to determine if the refuse container is present within an aligned zone relative to the refuse vehicle. The aligned zone represents a range of locations in which the refuse collection arm is capable of engaging the refuse container. In response to a determination that the refuse container has been detected by the object detection system but is not within the aligned zone, the controller is configured to provide instructions to an operator that, when performed by the operator, cause the refuse vehicle to move such that the refuse container enters the aligned zone.

AUTONOMOUS ROBOTIC WASTE COLLECTION SYSTEM
20220380121 · 2022-12-01 ·

Systems and methods for autonomous robotic waste and recycling bin collection, including a plurality of receptacles, having a lid, a fill sensor on the underside of the lid and a collection bin, with a robot engagement mechanism. The fill sensor detects a fill level of the receptacle. The system also has autonomous robots, having a plurality of robot sensors and at least one prong connected to a motor. A bin collection server receives the fill levels from the fill sensors; determines a plurality of full bins; generates a collection instruction and sends the collection instruction to an autonomous robot. The autonomous robot navigates to each bin; inserts at least one prong into the robot engagement mechanism; lifts the collection bin; navigates to the collection facility; and deposits the collection bin in the collection facility.

Carry can for refuse vehicle

A vehicle system includes a refuse vehicle, a carry can, and an electric energy system. The refuse vehicle includes a chassis, a body assembly coupled to the chassis, and a lift assembly. The body assembly defines a vehicle refuse compartment. The carry can is selectively couplable to the lift assembly. The carry can includes a container defining a container refuse compartment and an articulating collection arm coupled the container. The articulating collection arm has an actuator positioned to facilitate manipulating the articulating collection arm. The electric energy system is at least one of positioned on the refuse vehicle or positioned on the carry can. The electric energy system is configured to facilitate operating the actuator of the articulating collection arm.

Electric side loader arms for electric refuse vehicle

A refuse vehicle comprises a chassis, a body assembly, a power source, and a side-loading lift assembly. The chassis is coupled to a plurality of wheels. The body assembly is coupled to the chassis and defines a refuse compartment configured to store refuse material. The side-loading lift assembly comprises a refuse container engagement mechanism and at least one electrically-driven actuation mechanism. The refuse container engagement mechanism is powered by the power source and is configured to selectively engage a refuse container. The at least one electrically-driven actuation mechanism is powered by the power source and is configured to selectively actuate the side-loading lift assembly between an extended position, a retracted position, and a refuse-dumping position.

ELECTRICALLY ACTUATED SIDE LOADER ARM DESIGNS FOR ELECTRIC REFUSE VEHICLE

A refuse vehicle comprises a chassis, a body assembly, a battery system, and a side-loading lift assembly. The body assembly is coupled to the chassis and defines a refuse compartment configured to store refuse material. The battery system is configured to be charged via at least one of an on-board electrical energy generator, an external power source, or a power regenerative braking system. The side-loading lift assembly comprises a refuse container engagement mechanism and at least one electrically-driven actuation mechanism. The refuse container engagement mechanism is configured to selectively engage a refuse container. The at least one electrically-driven actuation mechanism is powered by the battery system and is configured to selectively actuate the side-loading lift assembly between an extended position, a retracted position, and a refuse-dumping position.

REFUSE VEHICLE CONTROL SYSTEM

A vehicle includes a chassis, a body, a lift assembly coupled to the body, a collection arm assembly coupled to the lift assembly and including a pair of interface members configured to engage an object, an object detection system configured to provide object detection data, and controller. The controller is configured to receive an indication, based on the object detection data, that the object is within an aligned zone relative to the body, determine an initial location of the object relative to the body, move the lift assembly so that the pair of interface members are aligned to engage the object, actuate the collection arm assembly to engage the pair of interface members with the object, and instruct the lift assembly to raise the object relative to the body.

CONTROL SYSTEM FOR A REFUSE VEHICLE

A refuse vehicle includes a chassis, an energy storage device, a body, an electric power take-off system, and a disconnect. The energy storage device is supported by the chassis and is configured to provide electrical power to a prime mover. Activation of the prime mover selectively drives the refuse vehicle. The body is supported by the chassis and defines a receptacle for storing refuse. The electric power take-off system is positioned on the refuse vehicle, and includes a motor that is configured to drive a hydraulic pump to convert electrical power received from the energy storage device into hydraulic power. The disconnect is positioned between the energy storage device and the electric power take-off system and is configured to selectively decouple the electric power take-off system from the energy storage device.

CONTROL SYSTEM FOR A REFUSE VEHICLE

A refuse vehicle includes a chassis, an energy storage device, a body, an electric power take-off system, and a disconnect. The energy storage device is supported by the chassis and is configured to provide electrical power to a prime mover. Activation of the prime mover selectively drives the refuse vehicle. The body is supported by the chassis and defines a receptacle for storing refuse. The electric power take-off system is positioned on the refuse vehicle, and includes a motor that is configured to drive a hydraulic pump to convert electrical power received from the energy storage device into hydraulic power. The disconnect is positioned between the energy storage device and the electric power take-off system and is configured to selectively decouple the electric power take-off system from the energy storage device.