High Precision Hydraulic Excavator Control for Heavy-Duty Grading
For construction automation, this work provides a versatile controller that generalizes across hydraulic architectures, improving precision and machine usage over existing commercial solutions.
The paper presents an autonomous controller for heavy-duty grading that achieves high precision (RMSE 1.8 cm) at expert-operator speed on excavators with different hydraulic architectures, outperforming a commercial solution (RMSE 4.7 cm) by a factor of 2.6.
High-precision heavy-duty grading is a common step in earthworks, traditionally carried out manually by skilled operators. Removing a significant amount of material while achieving a high-precision surface requires substantial machine-specific experience. Different hydraulic architectures react differently to operator inputs and soil interaction forces, which makes generalizable controllers challenging. In this paper, we present an autonomous controller that achieves high-precision grading at expert-operator speed on Load Sensing and Negative Flow Control machines alike. We split our controller into two parts: (1) a hydraulic-aware low-level loop that is hydraulic architecture-specific and (2) a path-tracking layer that coordinates joint motions and responses. Through a calibration process, our technique is applicable to load-sensing and negative-flow-control machinery. To showcase its versatility, we benchmark our approach on two excavators with different hydraulics and compare it against a commercial state-of-the-art solution. Our technique (RMSE 1.8~cm) outperforms the commercial solution (RMSE 4.7~cm) in precision by a factor of 2.6 and improves machine usage by leveraging the maximum function pressure, as opposed to commercial solutions that stall prematurely.