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matlab - 在 MATLAB 中进行最近邻搜索

问题描述

我目前正在使用一个大的 if 语句（恰好在一个 while 循环内）在模型网格中搜索我的层：

if dzf < flheightcm(i,j,1);
    z_lay = 1;
elseif dzf > flheightcm(i,j,1) & dzf<flheightcm(i,j,2);
    z_lay = 2;
elseif dzf > flheightcm(i,j,2) & dzf<flheightcm(i,j,3);
    z_lay = 3;
elseif dzf > flheightcm(i,j,3) & dzf<flheightcm(i,j,4);
    z_lay = 4;
elseif dzf > flheightcm(i,j,4) & dzf<flheightcm(i,j,5);
    z_lay = 5;
elseif dzf > flheightcm(i,j,5) & dzf<flheightcm(i,j,6);
    z_lay = 6;
elseif dzf > flheightcm(i,j,6) & dzf<flheightcm(i,j,7);
    z_lay = 7;
elseif dzf > flheightcm(i,j,7) & dzf<flheightcm(i,j,8);
    z_lay = 8;
elseif dzf > flheightcm(i,j,8) & dzf<flheightcm(i,j,9);
    z_lay = 9;
elseif dzf > flheightcm(i,j,9) & dzf<flheightcm(i,j,10);
    z_lay = 10;
elseif dzf > flheightcm(i,j,10) & dzf<flheightcm(i,j,11);
    z_lay = 11;
elseif dzf > flheightcm(i,j,11) & dzf<flheightcm(i,j,12);
    z_lay = 12;
elseif dzf > flheightcm(i,j,12) & dzf<flheightcm(i,j,13);
    z_lay = 13;
elseif dzf > flheightcm(i,j,13) & dzf<flheightcm(i,j,14);
    z_lay = 14;
elseif dzf > flheightcm(i,j,14) & dzf<flheightcm(i,j,15);
    z_lay = 15;
elseif dzf > flheightcm(i,j,15) & dzf<flheightcm(i,j,16);
    z_lay = 16;
elseif dzf > flheightcm(i,j,16) & dzf<flheightcm(i,j,17);
    z_lay = 17;
elseif dzf > flheightcm(i,j,17) & dzf<flheightcm(i,j,18);
    z_lay = 18;
elseif dzf > flheightcm(i,j,18) & dzf<flheightcm(i,j,19);
    z_lay = 19;
elseif dzf > flheightcm(i,j,19) & dzf<flheightcm(i,j,20);
    z_lay = 20;
elseif dzf > flheightcm(i,j,20) & dzf<flheightcm(i,j,21); % probably not accounting for here on.
   z_lay = 21;
elseif dzf > flheightcm(i,j,21) & dzf<flheightcm(i,j,22);
    z_lay = 22;
elseif dzf > flheightcm(i,j,22) & dzf<flheightcm(i,j,23);
    z_lay = 23;
elseif dzf > flheightcm(i,j,23) & dzf<flheightcm(i,j,24);
    z_lay = 24;
elseif dzf > flheightcm(i,j,24) & dzf<flheightcm(i,j,25);
    z_lay = 25;
elseif dzf > flheightcm(i,j,25) & dzf<flheightcm(i,j,26);
    z_lay = 26;
elseif dzf > flheightcm(i,j,26) & dzf<flheightcm(i,j,27);
    z_lay = 27;
end
no2_cumsum = no2_cumsum(1) + no2_moleccm3(i, j, z_lay, 12);

虽然这种方法有效，但它相当慢，我想尝试一种更快的方法。以下是我正在用以下代码替换 if 语句的代码：

Gz = flheight(i,j,:); % Height data
Psz = dzf; % Distance traveled from the prior point
dze = sqrt( sum( (Gz - Psz).^2, 2)); % Distance Formula
[minDist, idxMinDist] = min(dze); % Finds the minimum value of distance traveled
closest_z = Gz(idxMinDist); % Yields closest latitude ot the value given

z_o = dzf_o;
z = closest_z;
z_lay = find(flheight(i,j,:) == (z - z_o));
no2_cumsum = no2_cumsum(1) + no2_moleccm3(i, j, z_lay, 12);

我的问题是我的“飞行高度”数据只有维度：

flheight(1:336,1:264,1:27,1:25)

但我不断收到错误

 >> Date_two
 Index exceeds matrix dimensions.

 Error in Date_two (line 208)
 no2_cumsum = no2_cumsum(1) + no2_moleccm3(i, j, z_lay, 12);

我很确定问题是我的代码继续迭代超过 flheight(i,j,27,t) 的高度，直到第三维高度等于 28，如下所示：

flheight(i,j,28,t)

这意味着 z_lay 变为等于 28，即使它在一个 while 循环中指出：

while dzf < flheight(i, j, 27)
end

无论如何，我不确定为什么我的“z_lay”变量继续迭代到 28，超出了它应该到达循环末尾的时间。

标签： matlabfor-loopif-statementwhile-loopnearest-neighbor

解决方案

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