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Learner Reviews & Feedback for Robotics: Aerial Robotics by University of Pennsylvania

4.5
stars
3,060 ratings

About the Course

How can we create agile micro aerial vehicles that are able to operate autonomously in cluttered indoor and outdoor environments? You will gain an introduction to the mechanics of flight and the design of quadrotor flying robots and will be able to develop dynamic models, derive controllers, and synthesize planners for operating in three dimensional environments. You will be exposed to the challenges of using noisy sensors for localization and maneuvering in complex, three-dimensional environments. Finally, you will gain insights through seeing real world examples of the possible applications and challenges for the rapidly-growing drone industry. Mathematical prerequisites: Students taking this course are expected to have some familiarity with linear algebra, single variable calculus, and differential equations. Programming prerequisites: Some experience programming with MATLAB or Octave is recommended (we will use MATLAB in this course.) MATLAB will require the use of a 64-bit computer....

Top reviews

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Great class with lots of wonderful information!

I just wish the homeworks were less of a tedious exercise of controller tuning and more about implementing theory. Other than that, great course!

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The course is very good and is designed such that even beginners can get a good grasp on the content that is made available. The discussion forums are great and help in making life easier.

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676 - 700 of 744 Reviews for Robotics: Aerial Robotics

By Owen T

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Sep 23, 2016

Not for those with no background in advanced engineering math. Expect to pick up independently most of the things that are being taught.

By ahmed s

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Sep 15, 2017

very clear explanation with right content organization in lectures, but some assignments are too tricking and hence very time consuming

By Jannik T G

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Feb 8, 2016

Includes advanced mathematics, I can only recommend this course to students who have a greater understanding of programming and math.

By nikhil k

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Jun 29, 2020

All the materials are good except for programming assignments that are too industrious and require too many hit and trials methods

By Moses S

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Dec 25, 2019

lectures and assignments are sometimes parallel in content.

more lectures and videos needed for programming assignments

By Joseph K P

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Apr 26, 2020

The course explains the fundamentals of robotics well. The matlab programming was very difficult for a basic learner.

By Joel

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Oct 28, 2020

The assignments have lots of confusing typos, and I feel that the material is covered too briefly in the lectures

By Deleted A

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Aug 7, 2018

Otherwise good course. But too many equations are thrown and assignments require you to do unnecessary labor

By M. E D

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Feb 15, 2016

Good ,but many complaints regarding PID tuning from students need to be addressed in the upcoming sessions

By Bernard W

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Oct 15, 2018

I my opinion to much focused on mathematics & matlab use , lot of time wasted in PD tuning .

By jameel a

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Feb 27, 2017

would of liked to see more programming examples in the lectures. But all in all, fun course!

By FARIS I H H

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Dec 19, 2023

more practical and matlab tutorials could be more helpful, few supplementary material

By Claudio S D M

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Jan 30, 2016

The course should be longer, more detailed and with more background lectures

By Alicia Z B

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Sep 22, 2023

Stopped partway through because the course content was pretty outdated.

By Vinh Q T

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Jul 8, 2023

First 2 weeks are easy to understand. The last two are very hard.

By Nishranth S

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Jun 6, 2018

I feel the course could have been made more interactive and fun.

By Ari C

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Nov 17, 2017

Lectures and materials are inadequate to complete assessments.

By Ravi K

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Feb 15, 2016

Please include supplementary materials on controller tuning.

By Mihimo

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May 29, 2016

At the end I do not feel that I have learned something.

By Joaquin R

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Sep 5, 2018

Complex math, but fair and interesting

By Nabeel U R N

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Jul 25, 2021

Hard if you aren't taking Calc2.

By Xingyu H

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Apr 14, 2021

outdated

By John T

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Mar 12, 2016

A tough score, which I have mixed feelings about as there was good stuff in here too. The course material is interesting and moves at a robust pace and I do think they have made an effort despite the fact that much of it appears lifted from one PhD student's dissertation. Realistically I would not recommend this course if you don't have a STEM Bachelor's degree and you will likely find it painful if you have been away from your degree more than three years. None of this is bad, although the material would have benefitted by being spread out by perhaps two more weeks as realistically people who have been in the workplace a long time may need more time, and have less time per week with family commitments. Unfortunately there are a number of areas that need work:

1 - Inconsistencies and errors in the material. Certain unexplained suffixes in equations and worse, changes in the suffixes without indication that they changed or what they are. I don't feel that this was particularly widespread but it did result in some loss of confidence in the course and time being wasted "interpreting"

2 - Tests throughout the course that often provide the relatively limited feedback of "correct well done" or worse I'm sorry to say, the relatively useless feedback "sorry that is not correct", without ANY explanation of why it was correct or more importantly what an incorrect answer should have been and why. I can understand that this will hopefully drive students should do more research, but if they hit a wall, realistically they're going to keep iterating on the answers until you pass and learn nothing because of the time pressure to complete by the end of the week. I wonder if there is a better mechanism that can be used here

3 - TA Support - The lack of TA support coupled with some concern about a history of errors led the students to believe that there was an error in week 3. For 10 days students went back and forth debating which one of the two equations that were supposedly doing the same thing but with missing terms were correct. NOT ONCE did a TA wake up and step in. In the end one of the students flagged the video as "inappropriate" to wake the UPenn organization up. The TA then stepped in and said (I paraphrase) "oh, we just dropped those terms because they're not so important, but we didn't mention that..." If you are not going to adequately support the students, the material had better be bullet-proof and show some linear thinking

4 - The last exam. Keep in mind if you do this course, you had better be comfortable with calculus, linear algebra, vector math/mechanics and it would be helpful to have a head start in Matlab. That said, the last question in the last exam, was an order of magnitude more challenging than everything else set and almost felt like a "shake out" question. I passed the course and had a good understanding of the material, but I suspect that the folks that did, made it through that last question in multiple random fashions. The material itself is relatively academic and the trajectory topic was definitely so. Unfortunately the one example (jerk trajectory) provided appears to have left a lot of students feeling very unsupported based on feedback I saw, and would probably benefit from having an example more fully worked through. As for the final exam, it would be highly desirable for UPenn to provide insight into how they would have solved the last part of the last question as my concern is that there is a whole contingent of people who did this course who didn't come away with as good a grounding on trajectories as they may believe they have

By Antón

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Mar 15, 2016

This course successfully covers the mechanics and control topics of quadrotors. The course also points to some resources in order to extend your study on UAVs. However, there are some issues concerning the assignments which I didn't like at all:

1. Big gap in difficulty between assignments of first three weeks compared with the assignment of the fourth week.

2. The difficulty of the assignments of the first three weeks just relied on sweeping (somewhat 'smartly') a 1,2,3, or 6 dimensional parametric space. I guess that real UAVs engineers are not paid for this. In some assignment, I had to edited a file which I was not supposed to edit in order to pass it.

3. The last assignment was quite frustrating for the following reasons

3a. Really long running times to test if the parameters work fine. I would sacrifice the fancy real-time visualization to save some time. Apart from long running times, I guess that UAVs are not solving ODEs in real time on board, so I think is more interesting a more practical/real-time approach.

3b. Search in a 12-dimensional parametric space (some parameters are equal, but still you end up tunning 5,6 independent parameters, which influence each other). Come on, is this useful? I am sure that UAVs engineers don't spend their hours in this kind of crappy search. You could explain at least some existing heuristics when having so many control parameters to tune.

3c. Even though the drone trajectory seems to fit perfectly the planned trajectory, you might not pass the exercise, and you would get some clueless messages telling you the final position/velocity is not correct.

3d. The assignment guide is very unclear in some parts.

3e. A lot of typos in the formulas of the last part of the guide. I decided to completely ignore it and develop my own strategy, which turned out to be far simpler and easier to implement.

3f. The submission program tests the whole exercise regardless you passed some sections or not, which make the waiting times even longer.

By Glenn B

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Feb 29, 2016

My feeling is that the course creator(s) did not fully prepare and scope of the course materials (i.e., lectures, supporting artifacts, assignments) required for the available time alloted to each week's topic. No syllubus or suggested reading material was available until the course started, which leaves little time to decide on the value of the course or to acquire the reading materials. The lectures glossed over topics that where only minimally supported by brief supplementary lectures provided by the teaching assistants. At the start of the course the lectures and sparse supporting material were only available in video format; not very conducive for detailed review. The student population had to beg for electronic copies of the materials, which became available around the end of the second week of the four week session. The assignments say they require 3 hours, but I would venture to say that most students have spent way more than 3 hours on the assignments just in researching solutions let alone debugging supplied software along with their portion of the assignment. In summary, the topics were interesting however the organization and supporting materials were lacking making for an unsatisfying learning experience.