Tuesday, October 13, 2015

Maximum Volume of Trapped Rain Water

I got this quiz from friend Peng Li, you can read his blog from here: http://allenlipeng47.com/PersonalPage/index/view/186/nkey.

The problem can also be found at geeksforgeeks site: http://www.geeksforgeeks.org/trapping-rain-water/

There are two approaches to solve this problem.

The first approach is to find the dividers which can trap water between them. For a bar becomes a divider, it needs to 1) no shorter than any bars on its left side up to previous divider; 2) no shorter than any bars on its right up to next divider; Essentially the dividers are local max; And the first and last bars are dividers. And if bar i is divider, then its next divider on its right meets one of the conditions
 1) taller than bar i;
 2) shorter than bar i but taller than any one else on the right.

/*
     * http://www.geeksforgeeks.org/trapping-rain-water/
     *
     * the key here is to find the dividers which can trap water between them
     * the characteristic of the dividers are they are taller than the levels between them
     *
     * and note the first and last levels are always the dividers
     */
    public static int maxTrapWater(int[] levels){
        int len = levels.length;
        /*
         * an array for each index i, it contains the index of element
         * which is larger than current levels at index i
         */
        int[] nextLarger = new int[len];
        /*
         * there is no element on the right, so set it to len
         */      
        nextLarger[len-1] = len;
        /*
         * go from right to left, for each element in the array
         * find the closest element on the right which is bigger
         * if there is none, then set its value to len
         */
        for(int i=len-2; i>=0; i--){
            int p = i+1;
            while(p<len && levels[i]>=levels[p])
                p = nextLarger[p];
            nextLarger[i] = p;
        }
      
        boolean[] isDivider = new boolean[len];
        isDivider[0] = true;
        isDivider[len-1] = true;
        int p = 0;
        while(p<len){
            int next = nextLarger[p];
            if(next == len){//levels[p] is the tallest compared to any level on the right
                isDivider[p] = true;
                p++;
            }else{
                if(isDivider[p])//levels[p] is divider, level[next] taller than that, then it is divider too
                    isDivider[next] = true;
                p = next;
            }
        }
      
        /*
         * go through dividers to calculate the water volume between them
         */
        int pre = levels[0];  
        int preIndex = 0;
        int sum = 0;
        for(int i=1; i<len; i++){
            if(isDivider[i]){
                sum += Math.min(levels[i], pre) * (i-preIndex-1);
                preIndex = i;
                pre = levels[i];
            }else
                sum -= levels[i];
        }
      
        return sum;

    }

The second approach is simpler, take any bar i, if the maximum height of bars on its right is iR and the maximum height of bars on its left is iL, then the water on top of bar i is Math.min(iR, iL) - i.

public static int maxTrapWater2(int[] levels){
        int len = levels.length;
       
        int[] leftMax = new int[len];
        leftMax[0] = levels[0];
       
        int[] rightMax = new int[len];
        rightMax[len-1] = levels[len-1];
       
        for(int i=1; i<len; i++)
            leftMax[i] = Math.max(levels[i], leftMax[i-1]);
       
        for(int i = len-2; i>=0; i--)
            rightMax[i] = Math.max(levels[i], rightMax[i+1]);
       
        int sum = 0;
        for(int i=0; i<len; i++){
            sum += Math.min(leftMax[i], rightMax[i]) - levels[i];
        }
       
        return sum;
    }


Test cases:

@Test
    public void maxTrapWater2(){
        assertEquals(2, ArrayQ.maxTrapWater2(new int[]{2,0,2}));
        assertEquals(2, ArrayQ.maxTrapWater(new int[]{2,0,2}));
       
        assertEquals(5, ArrayQ.maxTrapWater2(new int[]{2,0,1,0,3}));
        assertEquals(5, ArrayQ.maxTrapWater(new int[]{2,0,1,0,3}));
    }

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