Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

PLEASE ONLY SOLVE PART 4. 13.16 A planar model for a satellite orbiting around the earth can be modeled as r=r2r2GM+w=r2r where r is the

image text in transcribedimage text in transcribedimage text in transcribed

PLEASE ONLY SOLVE PART 4.

13.16 A planar model for a satellite orbiting around the earth can be modeled as r=r2r2GM+w=r2r where r is the distance of the satellite from the center of the earth, is the angular position of the satellite in its orbit, G=6.67421011m3/kg/s2 is the universal gravitational constant, M=5.981024kg is the mass of the earth, and w (0,106) is random noise due to space debris, atmospheric drag, outgassing, and so on. Components of the EKF Motion model the system (Forward Euler discretization) x1[k+1]=x1[k]+x2[k]Tx2[k+1]=x2[k]+(x1[k]x42[k]x12[k]GM)T+w[k]Tx3[k+1]=x3[k]+x4[k]Tx4[k+1]=x4[k]x1[k]2x2[k]x4[k]Tf(x[k])=x1[k]+x2[k]Tx2[k]+(x1[k]x42[k]x12[k]GM)Tx3[k]+x4[k]Tx4[k]x1[k]2x2[k]x4[k]T Observation model the system (Forward Euler discretization) y1[k+1]=x1[k]+vr[k]y2[k+1]=x3[k]+v[k] h(x[k])={x1[k]x3[k]} Jacobian of the motion model xf=1(x42[k]+x13[k]2GM)T0x12[k]2x2[k]x4[k]TT10x1[k]2x4[k]T001002x1[k]x4[k]TT1x1[k]2x2[k]T Jacobian of the observation model xh=[10000100] Problem 13.16 in textbook. However, skip steps relating to the linearized Kalman Filter (just do the EKF). That is, just do part (a), part (b), part (c), and part (e) without the comparing the performance. Note: The measurements and other details are described in part (d). Simulate the system dynamics and the EKF for 3 hours. 2. Use the same system and measurement models from problem 1, and obtain a solution using an Unscented Kalman Filter (UKF). Use the same system and measurement models from problem 1, and obtain a solution using a Particle Filter (PF). Be sure to justify your choice of number of particles. 4. Perform 20 3-hour runs with each method (from problems 1-3) and compare the RMS tracking error of radius as a function of time

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image_2

Step: 3

blur-text-image_3

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Big Data In Just 7 Chapters

Authors: Prof Marcus Vinicius Pinto

1st Edition

B09NZ7ZX72, 979-8787954036

More Books

Students also viewed these Databases questions

Question

How does the concept of hegemony relate to culture?

Answered: 1 week ago

Question

Carry out an interview and review its success.

Answered: 1 week ago