\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5728\u5185\u7f51\u73af\u5883\u4e0b，\u4f7f\u7528\u9e92\u9e9f\u64cd\u4f5c\u7cfb\u7edf\u4f5c\u4e3a\u670d\u52a1\u5668，\u5e76\u4e14\u9700\u8981\u5728\u6d4f\u89c8\u5668\u4e0a\u8c03\u8bd5 MATLAB \u7a0b\u5e8f，\u8fd9\u786e\u5b9e\u590d\u6742，\u4f46\u4ecd\u7136\u6709\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002\u9e92\u9e9f\u64cd\u4f5c\u7cfb\u7edf\u662f\u56fd\u4ea7\u5316\u7684 Linux \u53d1\u884c\u7248（\u5982\u57fa\u4e8e Ubuntu Kylin \u6216\u94f6\u6cb3\u9e92\u9e9f），\u56e0\u6b64\u6211\u4eec\u9700\u8981\u57fa\u4e8e\u5176\u7279\u6027\u8bbe\u8ba1\u65b9\u6848，\u540c\u65f6\u8003\u8651\u5185\u7f51\u7684\u9650\u5236（\u65e0\u5916\u90e8\u7f51\u7edc\u8bbf\u95ee）\u3002\u4ee5\u4e0b\u662f\u8c03\u6574\u540e\u7684\u53ef\u884c\u6027\u65b9\u6848：<\/p>\n
\u00a0 \u00a0 \u00a0 \u524d\u63d0\u6761\u4ef6\u4e0e\u5047\u8bbe<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0MATLAB \u652f\u6301：\u5047\u8bbe\u670d\u52a1\u5668\u4e0a\u5df2\u5b89\u88c5 MATLAB（\u9e92\u9e9f\u7cfb\u7edf\u652f\u6301 MATLAB \u7684 Linux \u7248\u672c，\u5982 R2023b \u6216\u66f4\u65e9\u7248\u672c）\u3002<\/p>\n
\u5185\u7f51\u9650\u5236：\u65e0\u6cd5\u8bbf\u95ee MATLAB Online \u6216\u5916\u90e8\u4e91\u670d\u52a1，\u53ea\u80fd\u4f9d\u8d56\u672c\u5730\u90e8\u7f72\u3002<\/p>\n
\u6d4f\u89c8\u5668\u76ee\u6807：\u9700\u8981\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u5e76\u8c03\u8bd5 MATLAB \u4ee3\u7801，\u800c\u4e0d\u662f\u4ec5\u5c55\u793a\u7ed3\u679c\u3002<\/p>\n
\u6743\u9650：\u5047\u8bbe\u4f60\u6709\u670d\u52a1\u5668\u7684\u7ba1\u7406\u5458\u6743\u9650\u6765\u5b89\u88c5\u548c\u914d\u7f6e\u76f8\u5173\u8f6f\u4ef6\u3002<\/p>\n
\u65b9\u6848 1：\u901a\u8fc7 MATLAB \u548c Web \u670d\u52a1\u5668\u642d\u5efa\u672c\u5730\u8c03\u8bd5\u73af\u5883<\/p>\n
\u53ef\u884c\u6027：\u9ad8<\/p>\n
\u63cf\u8ff0：\u5728\u9e92\u9e9f\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c MATLAB，\u5e76\u901a\u8fc7\u4e00\u4e2a\u8f7b\u91cf\u7ea7 Web \u670d\u52a1\u5668（\u5982 Apache \u6216 Nginx）\u7ed3\u5408\u811a\u672c\u8bed\u8a00（\u5982 Python Flask）\u63d0\u4f9b\u6d4f\u89c8\u5668\u4ea4\u4e92\u548c\u8c03\u8bd5\u529f\u80fd\u3002<\/p>\n
\u5b9e\u73b0\u6b65\u9aa4：<\/p>\n
\u5b89\u88c5 MATLAB：<\/p>\n
\u786e\u4fdd\u9e92\u9e9f\u670d\u52a1\u5668\u5df2\u5b89\u88c5 MATLAB \u7684 Linux \u7248\u672c（\u53c2\u8003 MathWorks \u5b98\u65b9\u5b89\u88c5\u6307\u5357）\u3002<\/p>\n
\u6d4b\u8bd5 MATLAB \u662f\u5426\u80fd\u5728\u547d\u4ee4\u884c\u8fd0\u884c（\u5982 matlab -nodisplay -r "your_script"）\u3002<\/p>\n
\u642d\u5efa Web \u670d\u52a1：<\/p>\n
\u5b89\u88c5 Web \u670d\u52a1\u5668\u548c Python：<\/p>\n
sudo apt-get update<\/p>\n
sudo apt-get install python3 python3-pip apache2<\/p>\n
pip3 install flask <\/p>\n
\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 Flask \u5e94\u7528，\u7528\u4e8e\u63a5\u6536\u6d4f\u89c8\u5668\u8bf7\u6c42\u5e76\u8c03\u7528 MATLAB：<\/p>\n
python<\/p>\n
from flask import Flask, request, jsonify<\/p>\n
import subprocess<\/p>\n
app = Flask(__name__)<\/p>\n
@app.route('\/run', methods=['POST'])<\/p>\n
def run_matlab():<\/p>\n
\u00a0 \u00a0 code = request.json.get('code') # \u4ece\u6d4f\u89c8\u5668\u63a5\u6536 MATLAB \u4ee3\u7801<\/p>\n
\u00a0 \u00a0 with open('temp.m', 'w') as f:<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 f.write(code)<\/p>\n
\u00a0 \u00a0 try:<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 result = subprocess.check_output(<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 ['matlab', '-nodisplay', '-r', "run('temp.m');exit"],<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 stderr=subprocess.STDOUT, text=True<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 )<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 return jsonify({'output': result})<\/p>\n
\u00a0 \u00a0 except subprocess.CalledProcessError as e:<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 return jsonify({'error': e.output})<\/p>\n
if __name__ == '__main__':<\/p>\n
\u00a0 \u00a0 app.run(host='0.0.0.0', port=5000) <\/p>\n
\u6d4f\u89c8\u5668\u524d\u7aef：<\/p>\n
\u5728\u5185\u7f51\u4e2d\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 HTML \u9875\u9762，\u63d0\u4f9b\u4ee3\u7801\u8f93\u5165\u6846\u548c\u8f93\u51fa\u663e\u793a\u533a\u57df，\u4f7f\u7528 JavaScript \u4e0e Flask \u540e\u7aef\u901a\u4fe1：<\/p>\n
html<\/p>\n<\/p>\n
<!DOCTYPE html><\/p>\n
<html><\/p>\n
<body><\/p>\n
\u00a0 \u00a0 <textarea id="code" rows="10" cols="50">disp('Hello, World!');<\/textarea><br><\/p>\n
\u00a0 \u00a0 <button onclick="runCode()">\u8fd0\u884c<\/button><\/p>\n
\u00a0 \u00a0 <pre id="output"><\/pre><\/p>\n
\u00a0 \u00a0 <script><\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 async function runCode() {<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 const code = document.getElementById('code').value;<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 const response = await fetch('http:\/\/<\u670d\u52a1\u5668IP>:5000\/run', {<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 method: 'POST',<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 headers: { 'Content-Type': 'application\/json' },<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 body: JSON.stringify({ code })<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 });<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 const result = await response.json();<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 document.getElementById('output').textContent = result.output || result.error;<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 }<\/p>\n
\u00a0 \u00a0 <\/script><\/p>\n
<\/body><\/p>\n
<\/html> <\/p>\n
\u5c06\u6b64 HTML \u6587\u4ef6\u90e8\u7f72\u5230 Apache\/Nginx \u7684 Web \u6839\u76ee\u5f55（\u5982 \/var\/www\/html）\u3002<\/p>\n
\u8c03\u8bd5\u65b9\u6cd5：<\/p>\n
\u5728 MATLAB \u4ee3\u7801\u4e2d\u6dfb\u52a0\u65e5\u5fd7\u8f93\u51fa（\u5982 fprintf）\u6216\u9519\u8bef\u6355\u83b7（try-catch），\u901a\u8fc7\u6d4f\u89c8\u5668\u67e5\u770b\u7ed3\u679c\u3002<\/p>\n
\u5728 Flask \u4e2d\u8bb0\u5f55 MATLAB \u7684\u8f93\u51fa\u548c\u9519\u8bef\u65e5\u5fd7，\u5fc5\u8981\u65f6\u4fdd\u5b58\u5230\u6587\u4ef6\u3002<\/p>\n
\u4f18\u70b9：<\/p>\n
\u5b8c\u5168\u5728\u5185\u7f51\u8fd0\u884c，\u65e0\u9700\u5916\u90e8\u4f9d\u8d56\u3002<\/p>\n
\u652f\u6301\u52a8\u6001\u8f93\u5165\u548c\u8fd0\u884c MATLAB \u4ee3\u7801\u3002<\/p>\n
\u53ef\u6269\u5c55\u4e3a\u66f4\u590d\u6742\u7684\u8c03\u8bd5\u754c\u9762\u3002<\/p>\n
\u7f3a\u70b9：<\/p>\n
\u8c03\u8bd5\u529f\u80fd\u8f83\u4e3a\u57fa\u7840，\u65e0\u6cd5\u76f4\u63a5\u8bbe\u7f6e\u65ad\u70b9\u6216\u9010\u6b65\u6267\u884c\u3002<\/p>\n
\u9700\u8981\u624b\u52a8\u7ef4\u62a4 MATLAB \u548c Web \u670d\u52a1\u7684\u96c6\u6210\u3002<\/p>\n
\u9002\u7528\u573a\u666f：\u9002\u5408\u5feb\u901f\u6d4b\u8bd5\u548c\u8fd0\u884c MATLAB \u4ee3\u7801\u3002<\/p>\n
\u65b9\u6848 2：\u4f7f\u7528 MATLAB Engine API for Python<\/p>\n
\u53ef\u884c\u6027：\u4e2d\u5230\u9ad8<\/p>\n
\u63cf\u8ff0：\u901a\u8fc7 MATLAB Engine API for Python \u5728\u9e92\u9e9f\u670d\u52a1\u5668\u4e0a\u8c03\u7528 MATLAB，\u5e76\u7ed3\u5408 Web \u6846\u67b6\u5b9e\u73b0\u6d4f\u89c8\u5668\u8c03\u8bd5\u3002<\/p>\n
\u5b9e\u73b0\u6b65\u9aa4：<\/p>\n
\u5b89\u88c5 MATLAB Engine：<\/p>\n
\u5728 MATLAB \u5b89\u88c5\u76ee\u5f55\u4e0b\u627e\u5230 Engine API（\u901a\u5e38\u5728 extern\/engines\/python），\u5b89\u88c5：<\/p>\n
bash<\/p>\n
cd \/path\/to\/matlab\/extern\/engines\/python<\/p>\n
sudo python3 setup.py install <\/p>\n
\u7f16\u5199 Flask \u5e94\u7528：<\/p>\n
python<\/p>\n
from flask import Flask, request, jsonify<\/p>\n
import matlab.engine<\/p>\n
app = Flask(__name__)<\/p>\n
eng = matlab.engine.start_matlab() # \u542f\u52a8 MATLAB \u5f15\u64ce<\/p>\n
@app.route('\/run', methods=['POST'])<\/p>\n
def run_matlab():<\/p>\n
\u00a0 \u00a0 code = request.json.get('code')<\/p>\n
\u00a0 \u00a0 try:<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 eng.eval(code, nargout=0) # \u6267\u884c MATLAB \u4ee3\u7801<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 output = eng.workspace['ans'] if 'ans' in eng.workspace else "Done"<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 return jsonify({'output': str(output)})<\/p>\n
\u00a0 \u00a0 except Exception as e:<\/p>\n
\u00a0 \u00a0 \u00a0 \u00a0 return jsonify({'error': str(e)})<\/p>\n
if __name__ == '__main__':<\/p>\n
\u00a0 \u00a0 app.run(host='0.0.0.0', port=5000) <\/p>\n
\u6d4f\u89c8\u5668\u524d\u7aef：\u4e0e\u65b9\u6848 1 \u7c7b\u4f3c，\u90e8\u7f72\u4e00\u4e2a HTML \u9875\u9762\u8c03\u7528 Flask API\u3002<\/p>\n
\u8c03\u8bd5\u65b9\u6cd5：<\/p>\n
\u5728 MATLAB \u4ee3\u7801\u4e2d\u4f7f\u7528 disp \u6216 fprintf \u8f93\u51fa\u4e2d\u95f4\u53d8\u91cf\u3002<\/p>\n
\u901a\u8fc7 Python \u6355\u83b7 MATLAB \u7684\u5f02\u5e38\u5e76\u8fd4\u56de\u7ed9\u6d4f\u89c8\u5668\u3002<\/p>\n
\u4f18\u70b9：<\/p>\n
MATLAB Engine \u63d0\u4f9b\u66f4\u76f4\u63a5\u7684\u4ea4\u4e92，\u9002\u5408\u52a8\u6001\u8c03\u8bd5\u3002<\/p>\n
\u53ef\u8bbf\u95ee MATLAB \u5de5\u4f5c\u533a\u53d8\u91cf\u3002<\/p>\n
\u7f3a\u70b9：<\/p>\n
\u542f\u52a8 MATLAB \u5f15\u64ce\u8f83\u6162，\u4e14\u8d44\u6e90\u5360\u7528\u8f83\u9ad8\u3002<\/p>\n
\u8c03\u8bd5\u4ecd\u4f9d\u8d56\u8f93\u51fa\u65e5\u5fd7，\u65e0\u6cd5\u5b8c\u5168\u66ff\u4ee3 MATLAB IDE\u3002<\/p>\n
\u9002\u7528\u573a\u666f：\u9002\u5408\u9700\u8981\u8bbf\u95ee MATLAB \u5de5\u4f5c\u533a\u6216\u8fd0\u884c\u590d\u6742\u4ee3\u7801\u7684\u60c5\u51b5\u3002<\/p>\n
\u65b9\u6848 3：\u901a\u8fc7\u8fdc\u7a0b\u684c\u9762\u5de5\u5177（VNC）<\/p>\n
\u53ef\u884c\u6027：\u9ad8<\/p>\n
\u63cf\u8ff0：\u5728\u9e92\u9e9f\u670d\u52a1\u5668\u4e0a\u8fd0\u884c MATLAB，\u901a\u8fc7 VNC（\u865a\u62df\u7f51\u7edc\u8ba1\u7b97）\u5728\u6d4f\u89c8\u5668\u4e2d\u8bbf\u95ee\u5b8c\u6574\u7684 MATLAB \u684c\u9762\u73af\u5883\u3002<\/p>\n
\u5b9e\u73b0\u6b65\u9aa4：<\/p>\n
\u5b89\u88c5 VNC \u670d\u52a1：<\/p>\n
\u5b89\u88c5 VNC \u670d\u52a1\u5668（\u5982 TigerVNC \u6216 TightVNC）：<\/p>\n
bash<\/p>\n
sudo apt-get install tigervnc-standalone-server tigervnc-common <\/p>\n
\u914d\u7f6e VNC：<\/p>\n
bash<\/p>\n
vncserver<\/p>\n
\u8bbe\u7f6e\u5bc6\u7801\u5e76\u8bb0\u5f55\u663e\u793a\u7f16\u53f7（\u5982 :1）\u3002<\/p>\n
\u542f\u52a8 MATLAB：<\/p>\n
\u5728 VNC \u4f1a\u8bdd\u4e2d\u542f\u52a8 MATLAB：<\/p>\n
bash<\/p>\n
matlab &<\/p>\n
\u6d4f\u89c8\u5668\u8bbf\u95ee：<\/p>\n
\u5728\u5ba2\u6237\u7aef\u8ba1\u7b97\u673a\u4e0a\u5b89\u88c5 VNC \u5ba2\u6237\u7aef（\u5982 noVNC，\u4e00\u4e2a\u57fa\u4e8e HTML5 \u7684 VNC \u5ba2\u6237\u7aef）\u3002<\/p>\n
\u914d\u7f6e noVNC \u5e76\u901a\u8fc7\u6d4f\u89c8\u5668\u8bbf\u95ee\u670d\u52a1\u5668 IP \u548c\u7aef\u53e3（\u5982 http:\/\/<\u670d\u52a1\u5668IP>:6080\/vnc.html）\u3002<\/p>\n
\u8c03\u8bd5\u65b9\u6cd5：<\/p>\n
\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\u7684 MATLAB \u754c\u9762\u4e0e\u684c\u9762\u7248\u4e00\u81f4，\u652f\u6301\u65ad\u70b9\u3001\u9010\u6b65\u6267\u884c\u3001\u53d8\u91cf\u68c0\u67e5\u7b49\u5b8c\u6574\u8c03\u8bd5\u529f\u80fd\u3002<\/p>\n
\u4f18\u70b9：<\/p>\n
\u63d0\u4f9b\u5b8c\u6574\u7684 MATLAB \u8c03\u8bd5\u4f53\u9a8c\u3002<\/p>\n
\u65e0\u9700\u989d\u5916\u5f00\u53d1，\u76f4\u63a5\u4f7f\u7528\u73b0\u6709\u5de5\u5177\u3002<\/p>\n
\u7f3a\u70b9：<\/p>\n
\u9700\u8981\u914d\u7f6e VNC \u548c\u56fe\u5f62\u754c\u9762，\u5360\u7528\u670d\u52a1\u5668\u8d44\u6e90\u8f83\u591a\u3002<\/p>\n
\u6d4f\u89c8\u5668\u4f53\u9a8c\u4f9d\u8d56\u7f51\u7edc\u5e26\u5bbd\u548c\u5ef6\u8fdf\u3002<\/p>\n
\u9002\u7528\u573a\u666f：\u9002\u5408\u9700\u8981\u5b8c\u6574\u8c03\u8bd5\u529f\u80fd\u4e14\u670d\u52a1\u5668\u786c\u4ef6\u652f\u6301\u56fe\u5f62\u754c\u9762\u7684\u60c5\u51b5\u3002<\/p>\n
\u63a8\u8350\u65b9\u6848<\/p>\n
\u6839\u636e\u4f60\u7684\u5185\u7f51\u73af\u5883\u548c\u9e92\u9e9f\u64cd\u4f5c\u7cfb\u7edf，\u6211\u63a8\u8350：<\/p>\n
\u65b9\u6848 1（Web \u670d\u52a1\u5668 + Flask）：\u5b9e\u73b0\u7b80\u5355，\u9002\u5408\u5feb\u901f\u642d\u5efa\u8f7b\u91cf\u7ea7\u8c03\u8bd5\u73af\u5883\u3002<\/p>\n
\u65b9\u6848 3（VNC）：\u5982\u679c\u9700\u8981\u5b8c\u6574\u7684 MATLAB \u8c03\u8bd5\u529f\u80fd，\u4e14\u670d\u52a1\u5668\u652f\u6301\u56fe\u5f62\u754c\u9762，\u8fd9\u662f\u6700\u76f4\u63a5\u7684\u9009\u62e9\u3002<\/p>\n
\u6ce8\u610f\u4e8b\u9879<\/p>\n
\u9e92\u9e9f\u517c\u5bb9\u6027：\u786e\u8ba4 MATLAB \u548c\u6240\u9700\u5de5\u5177（\u5982 Python\u3001VNC）\u4e0e\u9e92\u9e9f\u7248\u672c\u517c\u5bb9，\u53ef\u80fd\u9700\u8981\u8c03\u6574\u8f6f\u4ef6\u6e90\u6216\u624b\u52a8\u5b89\u88c5\u3002<\/p>\n
\u6027\u80fd\u4f18\u5316：MATLAB \u5728\u65e0\u56fe\u5f62\u754c\u9762\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c\u66f4\u9ad8\u6548（\u5982 -nodisplay），\u4f46\u8c03\u8bd5\u53ef\u80fd\u9700\u8981 GUI\u3002<\/p>\n
\u5b89\u5168\u6027：\u5728\u5185\u7f51\u4e2d\u786e\u4fdd\u7aef\u53e3（\u5982 Flask \u7684 5000 \u6216 VNC \u7684 5901）\u4ec5\u9650\u6388\u6743\u7528\u6237\u8bbf\u95ee\u3002<\/p>\n
\u65e5\u5fd7\u8bb0\u5f55：\u5efa\u8bae\u5728\u670d\u52a1\u5668\u7aef\u6dfb\u52a0\u65e5\u5fd7\u529f\u80fd，\u4fbf\u4e8e\u6392\u67e5\u95ee\u9898\u3002<\/p>\n
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