745a64b342
- VegaModel CNN-FCNN 34.5M params, 82 isotopes, val acc 99.89% - Generation 50k spectres synthetiques 1D (12-24h durees) - Entrainement 100 epochs sur RTX 5060 Ti (CUDA 12.8, Blackwell) - Detection continue avec soustraction du background - Capture background 24h avec gestion deconnexion - Docker Compose : conteneur train (GPU) + detect (CPU/USB) - Modele entraite inclus (vega_best.pt, 395 Mo) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
208 lines
1.6 MiB
208 lines
1.6 MiB
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<!DOCTYPE html>
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<html>
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<head>
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<title>Synthetic Training Data Visualization</title>
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</head>
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<body>
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<div class="container">
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<h1>🔬 Synthetic Gamma Spectra Training Data Analysis</h1>
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<div style="padding: 20px; background: #f8f9fa; border-radius: 10px; margin: 20px 0;">
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<h3 style="margin-top: 0; color: #2c3e50;">📊 Dataset Summary</h3>
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<table style="width: 100%; border-collapse: collapse; font-size: 14px;">
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;"><strong>Total Samples</strong></td>
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<td style="padding: 8px;">10,000</td>
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</tr>
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;"><strong>Unique Isotopes</strong></td>
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<td style="padding: 8px;">40</td>
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</tr>
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;"><strong>Avg Isotopes per Sample</strong></td>
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<td style="padding: 8px;">2.41</td>
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</tr>
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;"><strong>Duration Range</strong></td>
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<td style="padding: 8px;">60.0s - 300.0s</td>
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</tr>
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;"><strong>Mean Duration</strong></td>
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<td style="padding: 8px;">179.6s</td>
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</tr>
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;"><strong>Activity Range</strong></td>
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<td style="padding: 8px;">1.01 - 99.99 Bq</td>
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</tr>
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<tr>
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<td style="padding: 8px;"><strong>Detectors</strong></td>
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<td style="padding: 8px;">radiacode_103</td>
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</tr>
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</table>
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</div>
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<div class="toc">
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<h3>📑 Table of Contents</h3>
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<ul>
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<li><a href="#isotope-distribution">1. Isotope Distribution</a></li>
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<li><a href="#sample-complexity">2. Sample Complexity</a></li>
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<li><a href="#temporal-activity">3. Temporal & Activity Analysis</a></li>
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<li><a href="#cooccurrence">4. Isotope Co-occurrence</a></li>
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<li><a href="#sample-spectra">5. Sample Spectra</a></li>
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<li><a href="#database-overview">6. Isotope Database Overview</a></li>
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</ul>
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</div>
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<h2 id="isotope-distribution">1. Isotope Distribution</h2>
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<div class="info-box">
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<strong>What this shows:</strong> The frequency of each isotope across all training samples.
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Imbalanced distributions may lead to model bias towards common isotopes.
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</div>
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</div>
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</div>
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<h2 id="sample-complexity">2. Sample Complexity</h2>
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<div class="info-box">
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<strong>What this shows:</strong> Distribution of how many source isotopes are present per sample.
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Mix of single and multi-isotope samples helps the model handle real-world complexity.
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</div>
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<div class="chart-container">
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<div> <div id="3e6b9c0e-b98b-476d-990e-c655e5f337bc" class="plotly-graph-div" style="height:400px; width:100%;"></div> <script type="text/javascript"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById("3e6b9c0e-b98b-476d-990e-c655e5f337bc")) { Plotly.newPlot( "3e6b9c0e-b98b-476d-990e-c655e5f337bc", [{"hovertemplate":"\u003cb\u003e%{x} isotopes\u003c\u002fb\u003e\u003cbr\u003eCount: %{y}\u003cbr\u003e%{text}\u003cextra\u003e\u003c\u002fextra\u003e","marker":{"color":"#3498db"},"text":["10.0%","27.9%","24.9%","15.4%","7.5%","5.5%","4.3%","2.9%","1.2%","0.3%","0.1%","0.0%"],"textposition":"auto","x":["0","1","2","3","4","5","6","7","8","9","10","11"],"y":[1000,2785,2492,1538,753,547,435,286,125,33,5,1],"type":"bar"}], 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</div>
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<h2 id="temporal-activity">3. Temporal & Activity Analysis</h2>
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<div class="info-box">
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<strong>What this shows:</strong> Distribution of measurement durations and source activities.
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Varied durations simulate different counting scenarios.
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</div>
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<div class="row">
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<div class="col-6 chart-container">
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</div>
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<h2 id="cooccurrence">4. Isotope Co-occurrence</h2>
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<div class="info-box">
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<strong>What this shows:</strong> Which isotopes frequently appear together in training samples.
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This helps understand potential confusion pairs and realistic combinations.
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</div>
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<div class="chart-container">
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</div>
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<h2 id="sample-spectra">5. Sample Spectra Visualization</h2>
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<div class="info-box">
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<strong>What this shows:</strong> Actual spectrum shapes from the training data.
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Each peak corresponds to gamma emission lines from the source isotopes.
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</div>
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<div class="chart-container">
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</div>
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<div class="chart-container">
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<h3>3D Time-Energy-Counts View</h3>
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<h2 id="database-overview">6. Isotope Database Overview</h2>
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<div class="info-box">
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<strong>What this shows:</strong> The complete isotope database structure organized by category.
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Click to explore the hierarchy.
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</div>
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<div class="chart-container">
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