Robotic package handling systems and methods

A robotic package handling system, comprising:

• a robotic arm comprising a distal portion and a proximal base portion;
• an end effector coupled to the distal portion of the robotic arm;
• a place structure in geometric proximity to the distal portion of the robotic arm;
• a pick structure transiently coupled to one or more packages and positioned in geometric proximity to the distal portion of the robotic arm;
• a first imaging device positioned and oriented to capture image information pertaining to the pick structure and one or more packages;
• a first computing system operatively coupled to the robotic arm and the first imaging device, and configured to receive the image information from the first imaging device and command movements of the robotic arm based at least in part upon the image information;
• wherein the first computing system is configured to operate the robotic arm and end effector to conduct a grasp of a targeted package of the one or more packages from the pick structure, and release the targeted package to be at least transiently coupled with the place structure;
• wherein the end effector comprises a first suction cup assembly coupled to a controllably activated vacuum load operatively coupled to the first computing system, the first suction cup assembly configured such that conducting the grasp comprises engaging the targeted package and controllably activating the vacuum load;
• wherein before conducting the grasp, the first computing system is configured to analyze a plurality of candidate grasps to select an execution grasp to be executed to remove the targeted package from the pick structure based at least in part upon runtime use of a neural network operated by the computing device, the neural network trained using views developed from synthetic data comprising rendered images of three-dimensional models of one or more synthetic packages as contained by a synthetic pick structure.