for (let i = 0; i < height.length; i++) {
area += (h[i] - height[i]) * 1; // h为下雨之后的水位
}
问题转化为求 h 数组,这里 h[i] 其实等于左右两侧柱子的最大值中的较小值,即 h[i] = Math.min(左边柱子最大值, 右边柱子最大值)
如上图那么 h 为 [0, 1, 1, 2, 2, 2 ,2, 3, 2, 2, 2, 1]
问题的关键在于求解左边柱子最大值和右边柱子最大值, 我们其实可以用两个数组来表示leftMax, rightMax, 以 leftMax 为例,leftMax[i]代表 i 的左侧柱子的最大值,因此我们维护两个数组即可。
关键点解析
建模 h[i] = Math.min(左边柱子最大值, 右边柱子最大值)(h 为下雨之后的水位)
代码
代码支持: JS, Python3, C++:
JS Code:
/*
* @lc app=leetcode id=42 lang=javascript
*
* [42] Trapping Rain Water
*
*/
/**
* @param {number[]} height
* @return {number}
*/
var trap = function (height) {
let max = 0;
let volume = 0;
const leftMax = [];
const rightMax = [];
for (let i = 0; i < height.length; i++) {
leftMax[i] = max = Math.max(height[i], max);
}
max = 0;
for (let i = height.length - 1; i >= 0; i--) {
rightMax[i] = max = Math.max(height[i], max);
}
for (let i = 0; i < height.length; i++) {
volume = volume + Math.min(leftMax[i], rightMax[i]) - height[i];
}
return volume;
};
Python Code:
class Solution:
def trap(self, heights: List[int]) -> int:
n = len(heights)
l, r = [0] * n, [0] * n
ans = 0
for i in range(1, len(heights)):
l[i] = max(l[i - 1], heights[i - 1])
for i in range(len(heights) - 2, 0, -1):
r[i] = max(r[i + 1], heights[i + 1])
for i in range(len(heights)):
ans += max(0, min(l[i], r[i]) - heights[i])
return ans
C++ Code:
int trap(vector<int>& heights)
{
if(heights == null)
return 0;
int ans = 0;
int size = heights.size();
vector<int> left_max(size), right_max(size);
left_max[0] = heights[0];
for (int i = 1; i < size; i++) {
left_max[i] = max(heights[i], left_max[i - 1]);
}
right_max[size - 1] = heights[size - 1];
for (int i = size - 2; i >= 0; i--) {
right_max[i] = max(heights[i], right_max[i + 1]);
}
for (int i = 1; i < size - 1; i++) {
ans += min(left_max[i], right_max[i]) - heights[i];
}
return ans;
}
复杂度分析
时间复杂度:$O(N)$
空间复杂度:$O(N)$
双指针
这种解法为进阶解法, 大家根据自己的情况进行掌握。
思路
上面代码比较好理解,但是需要额外的 N 的空间。从上面解法可以看出,我们实际上只关心左右两侧较小的那一个,并不需要两者都计算出来。具体来说:
class Solution:
def trap(self, heights: List[int]) -> int:
n = len(heights)
l_max = r_max = 0
l, r = 0, n - 1
ans = 0
while l < r:
if heights[l] < heights[r]:
if heights[l] < l_max:
ans += l_max - heights[l]
else:
l_max = heights[l]
l += 1
else:
if heights[r] < r_max:
ans += r_max - heights[r]
else:
r_max = heights[r]
r -= 1
return ans
C++ Code:
class Solution {
public:
int trap(vector<int>& heights)
{
int left = 0, right = heights.size() - 1;
int ans = 0;
int left_max = 0, right_max = 0;
while (left < right) {
if (heights[left] < heights[right]) {
heights[left] >= left_max ? (left_max = heights[left]) : ans += (left_max - heights[left]);
++left;
}
else {
heights[right] >= right_max ? (right_max = heights[right]) : ans += (right_max - heights[right]);
--right;
}
}
return ans;
}
};
Go Code:
func trap(height []int) int {
if len(height) == 0 {
return 0
}
l, r := 0, len(height)-1
lMax, rMax := height[l], height[r]
ans := 0
for l < r {
if height[l] < height[r] {
if height[l] < lMax {
ans += lMax - height[l]
} else {
lMax = height[l]
}
l++
} else {
if height[r] < rMax {
ans += rMax - height[r]
} else {
rMax = height[r]
}
r--
}
}
return ans
}