İptal Edildi

Histogram filter

This homework assignment is to use a histogram filter to partially localize the robot.

The figure illustrates the environment. There are 22 possible states in which the robot might be represented by the open squares. The shaded areas are obstacles.

The position of the robot is not observed. However, on each time step, the robot observes the color of the cell in which it is located. (Each cell is either yellow or pink, as indicated in the diagram.)

Although the robot is not aware of it (at first), it takes the path indicated by the eight sequential numbers in the figure. (On the first time step, the robot is in the location labelled "1"; on the second time step, it is at "2", and so on.) After eight time steps, estimation terminates.

Prior to the observation at time 1, the belief state is a uniform distribution over the 22 states. The process model is as follows: on each time step, there is a 0.1 chance that the robot fails to move to the next state and instead remains in the current state. The observation model is as follows: there is a 0.2 chance of observing the color of a cell incorrectly.

The histogram filter should execute for eight time steps.

The programming should be done in MATLAB

Please submit the following:

1. a PDF file containing 9 plots of the belief state distribution over the state space. The first plot shold show the prior distribution and the other eight plots should show the distribution after executing the histogram filter update on that time step. You may display this probability distribution as a numerical array or as a plot where the probability of cells is denoted by gray level.

Also, submit the following: 1) A text file showing output from a sample run of your code. 2) A directory containing all source code for your project. 3) A short readme file enumerating the important files in your submission.

Beceriler: Matlab ve Mathematica

Daha fazlasını görün: sequential programming, sequential diagram, programming robot, programming a robot, probability programming, open source robot, numerical programming, first robot in space, c programming robot, histogram, plot pdf, shaded, cell shaded, sample matlab project, color matlab code, matlab plots, state diagram, level diagram, probability assignment, matlab cell array, matlab project level, project assignment pdf, project source code matlab, robot file, project matlab source code

İşveren Hakkında:
( 1 değerlendirme ) new york, United States

Proje NO: #4435605

1 freelancer bu iş için ortalamada 30$ teklif veriyor

matlabengineer

Hired by the Employer

in 4 gün içinde30$ USD
(0 Değerlendirme)
0.0