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<meta name="description" content="NeuralMix AI —— 面向工业混合机的智能终点判定系统：ModbusRTU 高速采集、TimescaleDB 时序存储、1D-CNN 深度学习实时评估混合均匀度，参数持续稳定即判定混合完成。">
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      <p class="hero-eyebrow">前沿技术研究 · DEEP LEARNING</p>
      <h1>NeuralMix AI<br>混合终点卷积判断引擎</h1>
      <p class="page-hero-sub">面向工业混合机（搅拌机）的智能终点判定系统：ModbusRTU 高速采集 → Redis 高速缓冲 → TimescaleDB 时序存储 → 1D-CNN 深度学习实时评估混合均匀度，参数持续稳定即判定混合完成（提示 / 自动停机）。</p>
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        <a href="http://124.220.63.9:30000/admin/NeuralMix" class="btn btn-light">项目主页（Gitea）</a>
        <a href="/research/" class="btn btn-outline-light">返回前沿技术研究</a>
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        <div class="hero-stat"><b>0.15s</b><span>ModbusRTU 采样周期</span></div>
        <div class="hero-stat"><b>1D-CNN</b><span>实时 + 静态参数融合</span></div>
        <div class="hero-stat"><b>3</b><span>Windows / Ubuntu / Jetson</span></div>
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      <h2 class="section-title">系统架构</h2>
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        <div class="card"><div class="icon">⇅</div><h3>数据采集</h3><p>ModbusRTU 串口 0.15s 高速采样变频器 / 电机运行数据，切片先进 Redis 再批量转储 SQL，防高频写库崩溃。</p></div>
        <div class="card"><div class="icon">▤</div><h3>时序存储</h3><p>TimescaleDB 超表按天分块、自动保留 2 年、可压缩；MySQL 备份库与主库失败自动回退，数据双保险。</p></div>
        <div class="card"><div class="icon">◈</div><h3>深度学习判定</h3><p>StabilityPredictor（1D-CNN 回归，50 点滑窗 + 批次静态工艺参数融合）输出稳定度分数，参数持续稳定即判定混合完成。</p></div>
        <div class="card"><div class="icon">⌥</div><h3>本地视窗</h3><p>NeuralMix AI.exe 免安装运行，局域网连接采集端实时监控、在线重训练、数据库管理一应俱全。</p></div>
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      <h2 class="section-title">核心模型</h2>
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        <div class="card"><div class="icon">◉</div><h3>StabilityPredictor</h3><p>1D-CNN 回归模型，50 点滑窗输入，输出混合稳定度分数；阈值 + 最短稳定时间双条件判定，支持在线重训练与 A/B 对比。</p></div>
        <div class="card"><div class="icon">✧</div><h3>GTUCNN1D</h3><p>门控 tanh 单元 + CNN 结构，运行状态分类（正转 / 反转 / 待机 / 空闲），实测 F1 分数约 0.958。</p></div>
        <div class="card"><div class="icon">◈</div><h3>异常检测与聚类</h3><p>IsolationForest 异常检测 + KMeans / DBSCAN 运行段聚类，辅助分析混合过程异常工况。</p></div>
        <div class="card"><div class="icon">⌕</div><h3>反馈闭环</h3><p>操作工停机反馈采集 → 阈值自动建议，数据驱动模型持续优化，让判定越来越准。</p></div>
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      <h2 class="section-title">功能特性</h2>
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        <div class="card"><h3>自动停机（可选）</h3><p>判定 STOP 时通过 Modbus 写控制寄存器真正停机；默认仅提示不动作，实机验证后方可启用。</p></div>
        <div class="card"><h3>远程控制</h3><p>采集端内置 HTTP API（:8000），局域网任意电脑可连接控制采集启停、修改判定阈值。</p></div>
        <div class="card"><h3>数据库管理</h3><p>Navicat 式内置管理器：建库 / 建表 / 表结构 / 数据编辑 / 用户管理 / SQL 控制台。</p></div>
        <div class="card"><h3>可视化</h3><p>实时速度 / 电流 / 转矩 / 稳定度滚动曲线，COMSOL 风格收敛分析、参数场、判定轨迹图。</p></div>
        <div class="card"><h3>数据迁移</h3><p>MySQL 旧库一键迁移至 TimescaleDB，支持试跑预览，生产数据平滑过渡。</p></div>
        <div class="card"><h3>安全设计</h3><p>数据库操作全参数化 + 标识符白名单防注入，Token 鉴权控制远程访问。</p></div>
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      <h2 class="section-title">技术栈</h2>
      <p class="section-desc">Python · PyTorch（1D-CNN / GTU-CNN）· Redis · TimescaleDB / PostgreSQL · ModbusRTU · PyInstaller（轻量打包）· Tkinter 工程化 GUI</p>
      <div class="pill-row">
        <span class="pill">Python</span>
        <span class="pill">PyTorch</span>
        <span class="pill">1D-CNN</span>
        <span class="pill">Redis</span>
        <span class="pill">TimescaleDB</span>
        <span class="pill">ModbusRTU</span>
        <span class="pill">Jetson</span>
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