(Update: now allows a gas tank size maximum)
You can solve this in linear time as follows:
void FindStartingPoint(int[] gasOnStation, int[] gasDrivingCosts, int gasTankSize)
{
// Assume gasOnStation.length == gasDrivingCosts.length
int n = gasOnStation.length;
// Make a round, without actually caring how much gas we have.
int minI = 0;
int minEndValue = 0;
int gasValue = 0;
for (int i = 0; i < n; i++)
{
if (gasValue < minEndValue)
{
minI = i;
minEndValue = gasValue;
}
gasValue = gasValue + gasOnStation[i] - gasDrivingCosts[i];
}
if (gasValue < 0)
{
Console.WriteLine("Instance does not have a solution: not enough fuel to make a round.");
}
else
{
// Try a round.
int gas = DoLeg(0, minI, gasTankSize);
if (gas < 0)
{
Console.WriteLine("Instance does not have a solution: our tank size is holding us back.");
return;
}
for (int i = (minI + 1) % n; i != minI; i = (i + 1) % n)
{
gas = DoLeg(gas, i, gasTankSize);
if (gas < 0)
{
Console.WriteLine("Instance does not have a solution: our tank size is holding us back.");
return;
}
}
Console.WriteLine("Start at station: " + minI);
}
}
int DoLeg(int gas, int i, int gasTankSize)
{
gas += gasOnStation[i];
if (gas > gasTankSize) gas = gasTankSize;
gas -= gasDrivingCosts[i];
return gas;
}
First, we look at the case where we don't have a gas tank with a maximum.
Essentially, in the first for-loop, we just drive the circle around, not caring if our fuel tank has negative fuel or not. The point of this is that no matter where you start, the difference between how much there is in your fuel tank at the start (0) and at the end is the same.
Therefore, if we end up with less fuel than we started (so less than 0), this will happen no matter where we start, and so we can't go a full circle.
If we end up with at least as much fuel as we started after going a full circle, then we search for the moment our fuel tank was at its lowest point (which is always just as we get to a gas station). If we start at this point, we will never end up with less fuel than at this point (because it is the lowest point and because we don't lose fuel if we drive a circle).
Therefore, this point is a valid solution, and in particular, there always is such a point.
Now we'll look at the version where our gas tank can hold only so much gas.
Suppose our initial test (described above) we found out it is not impossible to go the entire circle. Suppose that we start at gas station i, we tank at gas station j, but our gas tank ends up being full, so we miss out on some extra gas the station has available. Then, before we get to station k, we end up not having enough fuel, because of the gas we missed out on.
We claim that in this scenario, this will end up happening no matter where you start. Suppose we start at station l.
If l is between j and k, then we either stop (long) before we can get to station k because we started at a bad station, or we'll always have at most the amount of fuel that we had when we started at i when we try to get to k, because we passed through the same stations (and our tank was full when we passed j). Either case is bad.
If l is not between j and k, then we either stop (long) before we get to j, or we arrive at j with at most a full tank, which means that we won't make it to k either. Either case is bad.
This means that if we make a round starting at a lowest point just like in the case with the infinitely large gas tank, then we either succeed, or we fail because our gas tank was too small, but that means that we will fail no matter which station we pick first, which means that the instance has no solution.
Best Answer
You might want to log(n) some of your scores. Then there will still be a relation between megapixels and score but not a linear one. (btw size of the sensor is a much better metric)