帮我写一个MATLAB代码进行仿真题目如下:实现算术编码和译码,要完整代码
时间: 2024-05-04 21:22:40 浏览: 104
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以下是MATLAB中实现算术编码和译码的完整代码:
```
%% 算术编码和译码
% 编码函数
function [code, prob] = arithmetic_encode(source, prob)
% 确定源符号总数和编码区间
num_symbols = length(prob);
low = zeros(num_symbols, 1);
high = zeros(num_symbols, 1);
for i = 1:num_symbols
if i == 1
low(i) = 0;
high(i) = prob(i);
else
low(i) = high(i-1);
high(i) = low(i) + prob(i);
end
end
% 初始化编码区间和缓存
range = high(num_symbols);
code = 0;
buffer = 0;
buffer_bits = 0;
% 编码每个符号
for i = 1:length(source)
% 获取当前符号的编码区间
symbol = source(i);
symbol_low = low(symbol);
symbol_high = high(symbol);
% 更新编码区间和缓存
range = range * (symbol_high - symbol_low);
code = code * (symbol_high - symbol_low) + symbol_low;
while range < 0.5
% 输出当前缓存位的1或0
if buffer >= 0.5
code = code * 2 - 1;
else
code = code * 2;
end
buffer = 2 * (buffer - floor(buffer));
buffer_bits = buffer_bits + 1;
range = 2 * range;
end
end
% 输出缓存中的剩余位
if buffer >= 0.5
code = code * 2 - 1;
else
code = code * 2;
end
while buffer_bits > 0
code = code * 2;
buffer_bits = buffer_bits - 1;
end
% 输出概率表
prob = prob(:)';
end
% 译码函数
function source = arithmetic_decode(code, prob, num_symbols)
% 确定编码区间和缓存
range = 1;
buffer = 0;
buffer_bits = 0;
% 初始化源符号序列
source = zeros(num_symbols, 1);
% 译码每个符号
for i = 1:num_symbols
% 获取当前符号的编码区间
prob_cum = [0; cumsum(prob)];
symbol = find(code/range >= prob_cum, 1, 'last');
symbol_low = prob_cum(symbol);
symbol_high = prob_cum(symbol+1);
% 更新编码区间和缓存
range = range * (symbol_high - symbol_low);
code = code * (symbol_high - symbol_low) - symbol_low;
while range < 0.5
% 读入一位缓存
buffer = 2 * buffer + (code >= 0.5);
code = 2 * code;
buffer_bits = buffer_bits + 1;
range = 2 * range;
end
% 输出当前符号
source(i) = symbol;
end
end
% 测试算术编码和译码
prob = [0.1, 0.15, 0.2, 0.3, 0.25];
source = [3, 2, 4, 1, 5];
[code, prob_out] = arithmetic_encode(source, prob);
source_out = arithmetic_decode(code, prob_out, length(source));
disp(['源符号序列:', num2str(source)]);
disp(['编码后的二进制:', dec2bin(round(code*2^20))]);
disp(['译码后的源符号序列:', num2str(source_out)]);
```
其中,`arithmetic_encode`函数用于对给定的源符号序列进行算术编码,返回编码后的二进制序列和概率表;`arithmetic_decode`函数用于对给定的编码后的二进制序列和概率表进行算术译码,返回译码后的源符号序列。最后一个段落是一个测试例子,展示了算术编码和译码的完整流程。
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