Methods and apparatus for navigation with point mass filters
Methods and apparatus for navigation with point mass filters are disclosed. A disclosed apparatus to adjust a probabilistic grid of a point mass filter for navigation of a vehicle includes interface circuitry communicatively coupled to a sensor of the vehicle, machine readable instructions, and programmable circuitry to at least one of instantiate or execute the machine readable instructions to move the probabilistic grid based on movement of the vehicle, and perform a linear adjustment of at least a portion of the probabilistic grid with respect to time based on a bounded error corresponding to the movement of the vehicle.
1 . An apparatus to adjust a probabilistic grid of a point mass filter for navigation of a vehicle, the apparatus comprising:
interface circuitry communicatively coupled to a sensor of the vehicle;
machine readable instructions; and
programmable circuitry to at least one of instantiate or execute the machine readable instructions to:
move the probabilistic grid based on movement of the vehicle; and
linearly adjust a size of a two-dimensional region of the probabilistic grid with respect to time based on a bounded error corresponding to the movement of the vehicle.
2 . The apparatus as defined in claim 1 , wherein the programmable circuitry is to determine an estimate of a position of the vehicle based on the probabilistic grid.
3 . The apparatus as defined in claim 1 , wherein the programmable circuitry is to linearly adjust a two-dimensional area of the region based on the bounded error with respect to a first order of time.
4 . The apparatus as defined in claim 1 , wherein the programmable circuitry is to identify a point of the probabilistic grid having a highest probability value to estimate a position of the vehicle.
5 . The apparatus as defined in claim 4 , wherein the programmable circuitry is to center the probabilistic grid based on the identified point.
6 . The apparatus as defined in claim 1 , wherein the programmable circuitry is to smooth the probabilistic grid.
7 . The apparatus as defined in claim 1 , wherein the programmable circuitry is to determine a degree of the bounded error with respect to a velocity error of the vehicle, and wherein the size of the two-dimensional region of the at least a portion of the probabilistic grid is linearly adjusted based on the velocity error.
8 . The apparatus as defined in claim 1 , wherein the size of the two-dimensional region of the probabilistic grid is expanded linearly with respect to a first order of time.
9 . The apparatus as defined in claim 1 , wherein the borders of the two-dimensional region of the probabilistic grid are expanded linearly with respect to time.
10 . The apparatus as defined in claim 1 , wherein the two-dimensional region of the probabilistic grid is linearly expanded as a cylindrical shape.
11 . A non-transitory machine readable storage medium comprising instructions to cause programmable circuitry to at least:
move a probabilistic grid of a point mass filter corresponding to navigation of a vehicle based on movement of the vehicle; and
linearly adjust a size of a two-dimensional region of the probabilistic grid with respect to time based on a bounded error corresponding to the movement of the vehicle.
12 . The non-transitory machine readable storage medium as defined in claim 11 , wherein the instructions cause the programmable circuitry to determine an estimate of a position of the vehicle based on the probabilistic grid.
13 . The non-transitory machine readable storage medium as defined in claim 11 , wherein the size of the two-dimensional area region is linearly adjusted based on the bounded error with respect to a first order of time.
14 . The non-transitory machine readable storage medium as defined in claim 11 , wherein the instructions cause the programmable circuitry to identify a point of the probabilistic grid having a highest probability value to estimate a position of the vehicle.
15 . The non-transitory machine readable storage medium as defined in claim 14 , wherein the instructions cause the programmable circuitry to center the probabilistic grid based on the identified one of the points.
16 . The non-transitory machine readable storage medium as defined in claim 11 , wherein the instructions cause the programmable circuitry to smooth the probabilistic grid.
17 . The non-transitory machine readable storage medium as defined in claim 11 , wherein the instructions cause the programmable circuitry to determine the bounded error with respect to a velocity error of the vehicle, and wherein the linear adjustment of the size of the two-dimensional region of the probabilistic grid is based on the velocity error.
18 . A method comprising:
moving, by executing instructions with programmable circuitry, a probabilistic grid of a point mass filter for navigation of a vehicle based on a movement of the vehicle; and
linearly adjusting, by executing instructions with the programmable circuitry, a size of a two-dimensional region of at least a portion of the probabilistic grid with respect to time based on a bounded error corresponding to movement of the vehicle.
19 . The method as defined in claim 18 , further including smoothing, by executing instructions with the programmable circuitry, the probabilistic grid.
20 . The method as defined in claim 18 , further including determining, by executing instructions with the programmable circuitry, the bounded error with respect to a velocity error of the vehicle, and wherein the linear adjustment of the size of the two-dimensional region of the probabilistic grid is based on the velocity error.