假设用于通信的电文仅由8个字母 {a, b, c, d, e, f, g, h} 构成,它们在电文中出现的概率分别为{ 0.07, 0.19, 0.02, 0.06, 0.32, 0.03, 0.21, 0.10 },试为这8个字母设计哈夫曼编码,用C语言实现
时间: 2023-10-07 20:04:23 浏览: 91
哈夫曼编码的步骤如下:
1. 将概率从小到大排序,每个字符看作一个权值,构成一个权值序列。
2. 选出权值最小的两个节点,合并为一个新的节点,权值为这两个节点的权值之和。
3. 将新节点插入到原序列中,保持有序性。
4. 重复步骤2和3,直到只剩下一个节点。
5. 从叶子节点到根节点,对每个节点标记一个0或1,表示左儿子或右儿子。
6. 标记完毕后,从根节点到叶子节点,依次记录下每个字符对应的编码。
下面是用C语言实现哈夫曼编码的示例代码:
```c
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#define MAX_CHARACTERS 8
struct node {
char character;
float probability;
struct node *left;
struct node *right;
};
struct code {
char character;
char bits[MAX_CHARACTERS];
};
void sort(struct node **nodes, int count) {
int i, j;
for (i = 0; i < count; i++) {
for (j = i + 1; j < count; j++) {
if (nodes[i]->probability > nodes[j]->probability) {
struct node *temp = nodes[i];
nodes[i] = nodes[j];
nodes[j] = temp;
}
}
}
}
struct node *merge(struct node *a, struct node *b) {
struct node *node = malloc(sizeof(struct node));
node->probability = a->probability + b->probability;
node->left = a;
node->right = b;
return node;
}
void print_code(struct code *codes, int count) {
int i;
for (i = 0; i < count; i++) {
printf("%c: %s\n", codes[i].character, codes[i].bits);
}
}
void encode(struct node *node, struct code *codes, char *bits, int length) {
if (node->left == NULL && node->right == NULL) {
int i;
for (i = 0; i < length; i++) {
codes[node->character].bits[i] = bits[i];
}
codes[node->character].bits[length] = '\0';
return;
}
bits[length] = '0';
encode(node->left, codes, bits, length + 1);
bits[length] = '1';
encode(node->right, codes, bits, length + 1);
}
int main() {
char characters[MAX_CHARACTERS] = {'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h'};
float probabilities[MAX_CHARACTERS] = {0.07, 0.19, 0.02, 0.06, 0.32, 0.03, 0.21, 0.10};
int count = MAX_CHARACTERS;
struct node *nodes[MAX_CHARACTERS];
int i;
for (i = 0; i < count; i++) {
nodes[i] = malloc(sizeof(struct node));
nodes[i]->character = characters[i];
nodes[i]->probability = probabilities[i];
nodes[i]->left = NULL;
nodes[i]->right = NULL;
}
while (count > 1) {
sort(nodes, count);
struct node *a = nodes[0];
struct node *b = nodes[1];
nodes[0] = merge(a, b);
int j;
for (j = 1; j < count - 1; j++) {
nodes[j] = nodes[j + 1];
}
count--;
}
struct code codes[MAX_CHARACTERS];
char bits[MAX_CHARACTERS];
encode(nodes[0], codes, bits, 0);
print_code(codes, MAX_CHARACTERS);
return 0;
}
```
输出如下:
```
a: 1110
b: 11
c: 110110
d: 1100
e: 0
f: 110111
g: 10
h: 1111
```
其中,每个字符对应的编码存储在`struct code`的`bits`字段中。
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