Automatic weighing calibration method, system and excavator
An automatic weighting calibration method for an excavator includes: firstly, obtaining a reference data set of the excavator under no-load working state; the reference data set includes a plurality of reference data groups, and each reference data group includes geometry data of the excavator, pressure data of an oil cylinder, dynamic data and no-load weighing data; and then, calibrating a coefficient matrix of the weighing model to realize the automatic weighing calibration for the excavator based on the reference data set. The weighing model is configured to automatically weigh the excavator.
1. An automatic weighing calibration method for an excavator, applied to an electronic device comprising a memory, a processor, and a computer program stored on the memory and running on the processor, wherein when the processor executes the computer program, the automatic weighing calibration method for the excavator is implemented, and the automatic weighing calibration method for the excavator comprises:
obtaining, by the processor, a reference data set of the excavator under a no-load working state; wherein the reference data set comprises a plurality of reference data groups, and each reference data group comprises geometry data of the excavator, pressure data of an oil cylinder, dynamic data and no-load weighing data output by a weighing model; wherein the weighing model is a multiple linear regression model or a machine learning model configured to represent the corresponding relationship between the geometry data of the excavator, the pressure data of an oil cylinder, the dynamic data and the no-load weighing data; and each reference data group in the reference data set comprises both historical reference data groups and acquired real-time reference data groups;
calibrating, by the processor, a coefficient matrix of the weighing model to realize automatic weighing calibration for the excavator based on the reference data set;
in response to that statistical data of the no-load weighing data in the reference data set satisfies a calibration condition, configuring, by the processor, the coefficient matrix of the weighing model as an unknown matrix; and performing, by the processor, a regression fitting on the no-load data corresponding to the no-load working state, the geometric data of the excavator in the reference data set, the pressure data of the oil cylinder and the dynamic data to obtain a calibrated coefficient matrix;
wherein, the weighing model is configured to automatically weigh the excavator;
wherein before the calibrating the coefficient matrix of the weighing model to realize the automatic weighing calibration for the excavator based on the reference data set, the method further comprises:
filtering out, by the processor, abnormal reference data in the reference data set to obtain a normal reference data set corresponding to normal reference data;
wherein the calibrating the coefficient matrix of the weighing model to realize the automatic weighing calibration for the excavator based on the reference data set comprises:
calibrating, by the processor, the coefficient matrix of the weighing model to realize the automatic weighing calibration for the excavator based on the normal reference data set.
2. The automatic weighing calibration method for the excavator according to claim 1 , wherein the geometric data of the excavator comprises a position information and a size information of each movable part of the excavator;
the position information of each movable part is determined based on an angle information of each movable part or a displacement information of the oil cylinder corresponding to each movable part.
3. The automatic weighing calibration method for the excavator according to claim 1 , wherein the pressure data of the oil cylinder comprises a pressure value of a large chamber of a boom hydraulic cylinder and a pressure value of a small chamber of the boom hydraulic cylinder of the excavator.
4. The automatic weighing calibration method for the excavator according to claim 1 , wherein the dynamic data comprises a speed information and an acceleration information of each movable part of the excavator.
5. A non-transitory computer-readable storage medium on which a computer program is stored, wherein, when the computer program is executed by a processor, the steps of the automatic weighing calibration method for the excavator according to claim 1 are implemented.