Work machine control system, work machine, and work machine control method
A work machine control system includes: a position sensor detecting a position of a work machine traveling on a traveling path; first and second non-contact sensors provided in the work machine and detecting a position of an object around the work machine; a map data creation unit creating map data based on detection data of the position sensor and detection data of the first non-contact sensor; a first position calculation unit calculating a first position of the work machine by matching the map data and the detection data of the first non-contact sensor; a second position calculation unit calculating a second position of the work machine based on detection data of the second non-contact sensor; and an integrated position determination unit determining an integrated position of the work machine by integrating the first and second positions.
1. A work machine control system comprising:
a position sensor which detects a position of a work machine traveling on a traveling path;
a first non-contact sensor which is provided in the work machine and detects a position of an object around the work machine;
a second non-contact sensor which is provided in the work machine and detects a position of the object including a position reference member with a reflectance higher than the reflectance of the rest of the object around the work machine;
a processor, the processor being configured to:
create map data on a basis of detection data of the position sensor and detection data of the first non-contact sensor;
calculate a first position of the work machine by matching the map data and the detection data of the first non-contact sensor;
calculate a second position of the work machine on a basis of detection data of the second non-contact sensor;
determine an integrated position of the work machine by integrating the first position and the second position; and
a traveling control device which controls traveling of the work machine on a basis of the integrated position determined by the processor when a detection accuracy of the position sensor deteriorates
wherein the object detected by the first non-contact sensor includes a bank provided near the traveling path, and
the object detected by the second non-contact sensor includes the position reference member, also known as a landmark, installed near the traveling path.
2. The work machine control system according to claim 1 , wherein
the object detected by the first non-contact sensor includes a bank provided near the traveling path, and
the object detected by the second non-contact sensor includes the position reference member, a landmark, installed near the traveling path.
3. The work machine control system according to claim 2 , wherein
the processor calculates the first position from a plurality of particles set in a range in which the work machine is predicted to exist,
the processor calculates the second position from a plurality of particles set in a range in which the work machine is predicted to exist, and
the processor determines the integrated position between the first position and the second position.
4. The work machine control system according to claim 2 , the system comprising:
a speed sensor which detects a traveling speed of the work machine; and
a direction sensor which detects a direction of the work machine, wherein
the processor sets a plurality of particles in a range in which the work machine is predicted to exist at a specified time on a basis of detection data of the speed sensor and detection data of the direction sensor, matches predicted detection data when the first non-contact sensor detects the bank and actual detection data when the first non-contact sensor detects the bank at the specified time for each of the plurality of particles to calculate likelihood for each of the plurality of particles, and calculate the first position on a basis of the likelihood,
the processor sets a plurality of particles in a range in which the work machine is predicted to exist at a specified time on the basis of the detection data of the speed sensor and the detection data of the direction sensor, matches predicted detection data when the second non-contact sensor detects the landmark and actual detection data when the second non-contact sensor detects the landmark at the specified time for each of the plurality of particles to calculate likelihood for each of the plurality of particles, and calculate the second position on a basis of the likelihood, and
the processor determines the integrated position between the first position and the second position.
5. A work machine comprising: the work machine control system according to claim 1 .
6. A work machine control method comprising:
acquiring detection data of a position sensor detecting a position of a work machine traveling on a traveling path;
acquiring detection data of a position of an object around the work machine detected by a first non-contact sensor provided in the work machine;
acquiring detection data of a position of an object including a position reference member with a reflectance higher than the reflectance of the rest of the object around the work machine detected by a second non-contact sensor provided in the work machine;
creating map data on a basis of the detection data of the position sensor and detection data of the first non-contact sensor;
calculating a first position of the work machine by matching the map data and the detection data of the first non-contact sensor;
calculating a second position of the work machine on a basis of detection data of the second non-contact sensor;
determining an integrated position of the work machine by integrating the first position and the second position; and
controlling the traveling of the work machine on a basis of the integrated position
wherein the object detected by the first non-contact sensor includes a bank provide d near the traveling path, and
the object detected by the second non-contact sensor includes the position reference member, also known as a landmark, installed near the traveling path.