Results are now posted! They can be viewed here.

Last week, we were happy to see that this question about efficiently routing a UPS delivery was a challenge to the community. It inspired us to ramp up the problem and throw a quick mini competition to see who could find the shortest possible route for a worldwide delivery.

As part of a promotion to demonstrate their global service, UPS has decided to ship a single package around the world to hundreds of different cities. Help them plot a route that will minimize its travel distance. The journey must be a complete circuit; in other words, you must begin and end in the same location, and you must visit each city in the list.

Note: Make the simplifying assumption that the earth is a sphere with a radius of 6371 kilometers. There is a problem here about finding distances on a spherical earth, if you want a test case.

This is a time limited competition, so submit your answer by 11:59 PM GMT on 1/26/2014 to this form.

The following are required for a complete submission:

- A link to your brilliant profile page.
- Your email address.
- The total distance of the journey (in km).
- A list of the cities’ index numbers, sorted in your optimal order.
- A copy of your code.

The person who submits original code that generates the shortest route linking all of the cities wins. Ties will be broken based on who submitted their answer first.

**Grand Prize:**
The winner will receive a brand new Android tablet, a winner’s certificate, a Brilliant.org t-shirt, and some secret awesomeness.

**Honorable Mentions:**
The runner-up as well as other notable submissions (as judged by Brilliant staff) will receive certificates and Brilliant.org t-shirts.

Feel free to comment or ask questions below.

Good luck!

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## Comments

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TopNewestHi everybody. I just wanted to check in. We will be announcing the winner, the runner up and the honorable mentions in a separate note within the next day. Feel free to discuss your approaches all you want. We are currently reviewing people's codes to pick out our honorable mentions. Thanks for participating!

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Any update on this?

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Sorry about the delay,I have posted the results right here.

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hello can u please change my name to asdfgh rfvcm

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This sounds really fun! Unfortunately my knowledge of the Travelling Saleman problem and how to optimize it is far too minimal for me to enter this competition (not to mention my abysmal coding skills), but good luck to anyone who joins!

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"How Do I Win? The person who submits original code that generates the shortest route linking all of the cities wins. Ties will be broken based on who submitted their answer first."

In my opinion this is an extremely bad way to break ties. It should be based on which solution runs the fastest. (otherwise they could create an extremely slow bruteforce program to do this)

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Seems hard to submit first (or ever) with a brute force approach to this problem.

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You can use some other program to find the value. Then you submit the brute force program. Obviously, this isn't going to work.

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False. I thought of a brute-force algorithm right away when I saw this.

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10000! is only 10000!

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P.S.(there is no private message system on Brilliant) I know this is off-topic, but is there any way to contact you besides Brilliant, Josh? I know you may not like to share your e-Mail but I have a special question for you, which should be kept private.Log in to reply

Sure, send me a message at: josh_ahaan@hmamail.com

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I agree. Someone can just use a built in algorithm (I'm sure there are many) to find the answer and just post a code where it just checks all possible cases.

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Also, you could do the problem beforehand and just print the answer.

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On the bright side, someone who submits late, but gets it right and has a really neat algorithm might get honorable mention :)

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I can't agree more with this. Some people have commitments on Saturdays or commitments on Sundays or both and it is hard to pin ties down to who submits first. Time zone issues have been a problem in the past on Brilliant but they have been resolved. I hope, for the sake of those participating, that this is taken as seriously. Again, I am not participating, so good luck to the others!

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There's also a very large chance that someone's already won.

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I've reformatted the list to a JSON file, available here for anyone who could find it useful (I'll try to solve it via AS3, so JSON files suit better)

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Nice work done. Now, I have replaced my ugly code of reading that file with this nice looking reformatted one.

Thanks a lot and good luck.

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can i submit solution more than once ?

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When are you going to release the results?

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This is enraging! The best I could do is 258999 km, which seems horrible. I feel if I just put tacks on a styrofoam ball and used yarn to eyeball it, I should be able to do it so much better.

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I've just managed to solve the problem. I used a bunch of pre-processing and 3rd party tools thus the source code is something not well defined. I don't know if this is OK with the rules. What should I post exactly in this case and is it allowed to solve the issue with my approach?

Edit: as the competition is over :) let me plot my proposal:

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Nice use of Google Maps API! This is my route, found using some messy Python code I hacked together:

tehmap

If anyone else wants to plot their routes, check out this handy Google Maps API example code

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Assuming optimal tour should have the same length even if different permutation is used is it possible the difference in the solutions to be due to rounding issues (or one of them is not optimal :) )? It will be interesting to recalculate the distances and check this but our jury certainly will do it :).

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http://pastebin.com/dvrz6XPr

The Lin Kernighan heuristic is far from optimal. It is a heuristic, which means by definition it makes assumptions that sacrifice optimality, but give a "good enough" result in most cases. Plus, LK is a local search, which means it can get stuck in local minima. I'm curious as to which software package you borrowed to do this task? Also, feel free to check my tour length if you want to ensure it has no rounding errors:Log in to reply

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P.S LK is not so far from optimum in the general case. For this problem my test gave difference a few hundred km only.

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If a laptop could check one billion arrangements per second, it would only take about \(\displaystyle \frac{300!}{24\times 60\times 60\times 10^9} \approx 3.54 \times 10^{600}\) days for the brute force algorithm to finish.

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Good Luck to everyone who is participating as I am a highly stupid and dismal programmer.

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Downvoted for the low self-esteem. Modesty is good but underconfidence is not. Be confident and try things!

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Awesome!! This sounds so cool! Will try to go for the kill :D

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Just wanted to know how's everybody doing. With the given order of cities I am getting the distance of about 2 million km if travelled in that order. So far I have managed to reduce it to 1 million km using a different route. Just to make sure that I am going in the right direction, can anyone tell me what's the distance they are getting of the trip if they went through cities in the order mentioned in the List of Cities.

All the best to everyone!

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I get 1978459 km for that tour.

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1978459.5589

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I got about 10,000km less than that... is that an issue? could it have something to do with the precision of doubles in c++?

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http://pastebin.com/yus6TChg

i'm not sure about that. here is a list of the distances i calculate between each pair of cities in the list as given:did you remember to return to the original city?

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Yep, me too getting the distance of about 2 million km if travelled in order. Good luck! :D

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Question: Sorry if I sound like a hollow cylinder. As somebody who is not participating, it should sound rather rare for me to ask this question, that too when the competition is in progress, but when will the results and winning code be declared? I'd really like to see the cheekiest algorithm out there. :)Log in to reply

Hi Brilliant. Fun idea—I look forward to future competitions. There's an issue this time with the choice of challenge—it's frustratingly difficult to parse the input file, then the actual maths puzzle is a famous problem for which good algorithms and excellent libraries exist online. No-one designing an algorithm or coding from scratch is likely to beat them.

Anyway, I'm sure these problems can be rectified in future competitions. Thank you for hosting this one.

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I can't second this enough. Both brilliant competitions I've looked into have been very bizarre.

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i like it.

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great i will try to achieve target

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i like challenges ... and i feel happy achieving them... i will surely participate ......

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Should the submission be zero- or one-indexed?

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My thoughts :

A purely formal / theoretical approach would possibly try to fit a least squares great circle on the sphere that minimizes the sum of squared distances from the above to each of these points. Alternatively, if one tries to minimize the maximum deviation etc, one would possibly be lead to the chebyshev norm (and possibly the associated polynomials (links with spherical harmonics ???)).

Proceeding statistically (for example if we did not have the information that they lie on the sphere etc), one would try to find the eigenvectors of the distance matrix and possibly the principal components of the data set which would possibly help in ordering the points in 1 or higher dimensions. This could be a preliminary input to a travelling salesman algorithm since we have reduced the number of possibilities from N ! to just N (the choice of starting point)

Of course, in a practical scenario, one would tend to apply some sort of clustering algorithm (either directly or in the space of principal components) and try to exploit similarities of terrain / region and even culture (for example travelling across the EU) even if the solution is sub-optimal to some extent. This also possibly incorporates visa formalities etc !!! :-)

For example, one may divide the list into regions , for example

India , Pakistan, Afghanistan, Iran, Central Asia / Northwest China / Mongolia Azerbaijan / Caucasus / Georgia and possibly South Russia / Turkey Iraq and Arab countries Libya / Egypt East Africa Central and South Africa West Africa North Africa (Tunisia / Algeria / Morocco etc) Portugal / Spain France / Western Europe Central / Eastern Europe Northern Russia Northern europe North America' Central America South America Pacific (Including hawaii though it is a US state) Australia South East asia (Indonesia, Singapore, Malaysia, Laos, Cambodia etc) Far east (Including Russia)

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Remember, this is a competition! So just submit your code. ;)

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I did a little research on the travelling salesman problem. I think this problem is a little harder than I had originally anticipated.

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If you like algorithms puzzles, try also Google Code Jam. They're very good at inventing original puzzles for which you won't find algorithms or code online. Eg. This world cup tickets puzzle I remember <https://code.google.com/codejam/contest/635102/dashboard#s=p1>

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Out of interest, how is everyone doing so far? Best I've done is 249603 km

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Wow, I'm really curious to know which algorithms did you use for that, :D

Mine is 258891.567 km.

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Well done! I got 261930.

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260228 here

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Alright! Post your scores! I got 653,000.

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I got 261930.

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261931 km is the distance using the greedy approach, starting at Peace River, Canada.

I plotted the route and you can see a number of criss-crosses and other unoptimized portions. I'd post a picture, but you really have to be able to interact to see it. Here's the code I used (where cities is a list of objects with latitude and longitude in radians) - you'll notice that the routes don't actually follow the great arc (instead, they cut through the earth!), but you can still get a sense of what is going on.

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thats cool i will try my best.

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I have been facing difficulty while opening the List of Cities file. The problem is that the characters are not being read correctly by Python IDLE. I have tried utf-8 encoding but still it doesn't help. Weird characters like '/qap' are appearing instead of '°'. Any suggestions regarding this will be greatly appreciated and thanks for introducing this optimization competition.

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Lokesh,

Python has some issues with UTF-8 encoded text. The important points are:

Here's an example with the cities list in Python code that is working. Keep in mind though that Python's UTF-8 support is less than ideal, and you may still run into bugs. In this case, converting to ASCII (which causes loss of special characters) might be a better option, since the important point is the order of the cities, not the spelling of their names.

Hope that helps!

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Thanks, I got it worked in a different manner.

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I would take this problem seriously, but I have an SAT to take on Saturday :(

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Awww sorry about that. Good luck on the SAT. Think of it is a game. Like most standardized tests it's more of an endurance test than anything else.

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I just took the SAT this morning. Tried to do exactly this. :P

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Sorry, can we manipulate the

formatof the input file?Actually I don't mind to use the original input but it much easier for me to read only the main part: the coordinates. So the manipulated input file will be only consist of number and cardinal direction (e.g. the first line will be "34 20 N 62 12 E").

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Of course! You aren't required to submit anything except your code, a sorted index of the cities, and the total distance. We'll use the sorted list of city index numbers to verify your distance.

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An ordinary TSP problem?

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Is it possible to have a distance checker? I have a program which computes some order and the total distance travelled but I would like to know if I did the right math to compute those distances.

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Amazing challenge! But I have a question. Some useful algorithms to find the shortest path are availables in python's libraries. Is the competition idea to develop all the code or we can use the library's functions? Thanks in advance! JJD

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FYI: There is a duplicate entry in the list of cities: apparently we have to visit Kinshasa twice.

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how do i get a link on my profile

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https://brilliant.org/profile/shubham-41uopo/

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I've just run my ACO again and get 244730.789682 km Unfortunately, I submit the 269596.408278 km. I've just finished my programming yesterday so I don't have much time to run it.

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Should the tour be closed (a cycle) or open (a path)?

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It is stated that it has to be closed.

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Sorry about even asking this, I should have read the statement carefully. Thanks anyway!

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How many cities we have to include?

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There is a cities file in the OP!

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Solving the same in C++ was quite tedious.I had to input each of the 340 values as there is no copy-paste option. :(((((((((((((

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Good luck to everybody who participated! I won't have time for this unfortunately. :(

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My city Pune is not included though it is bigger and more important than Nagpur.. :(

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lol

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Wait how would this become coding? I'm sort of confused, as I am a horrible coder.

## lolfail

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