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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>MitraSETI — Rust-Accelerated SETI Signal Analysis | DeepField Labs</title>
<meta name="description" content="MitraSETI: Rust-accelerated SETI signal analysis with ML classification. 45x faster than turboSETI on Breakthrough Listen data. CNN+Transformer classifier, streaming observation mode, and full desktop+web interfaces.">
<meta name="author" content="Saman Tabatabaeian">
<meta property="og:title" content="MitraSETI — Rust-Accelerated SETI Signal Analysis">
<meta property="og:description" content="45x faster than turboSETI. CNN+Transformer classifier with 9 signal classes. Streaming observation mode for multi-day campaigns.">
<meta property="og:type" content="website">
<meta property="og:image" content="">
<meta property="og:url" content="">
<meta name="twitter:card" content="summary_large_image">
<meta name="twitter:title" content="MitraSETI — Rust-Accelerated SETI Signal Analysis">
<meta name="twitter:description" content="Rust-accelerated SETI signal analysis with ML classification. 45x faster than turboSETI.">
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</style>
</head>
<body>
<!-- Header -->
<header class="site-header" id="top">
<div class="header-inner">
<a href="index.html" class="logo">Deep<span>Field</span> Labs</a>
<button class="nav-toggle" aria-label="Toggle navigation">
<svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round"><line x1="3" y1="6" x2="21" y2="6"/><line x1="3" y1="12" x2="21" y2="12"/><line x1="3" y1="18" x2="21" y2="18"/></svg>
</button>
<nav id="main-nav">
<a href="index.html">Home</a>
<div class="products-dropdown">
<a href="#">Products ▾</a>
<div class="products-dropdown-menu">
<a href="mitraseti.html" class="active">MitraSETI</a>
<a href="astrolens.html">AstroLens</a>
</div>
</div>
<a href="index.html#about">About</a>
<a href="index.html#contact">Contact</a>
<a href="https://github.com/deepfieldlabs" target="_blank" rel="noopener noreferrer">GitHub</a>
</nav>
</div>
</header>
<!-- Hero -->
<section class="hero" id="hero">
<div class="starfield" id="starfield" aria-hidden="true"></div>
<div class="hero-content fade-in">
<img src="mitraseti_logo.png" alt="MitraSETI Logo" class="hero-logo">
<h1><span class="gradient">MitraSETI</span></h1>
<p class="hero-subtitle">Rust-Accelerated SETI Signal Analysis with ML Classification</p>
<p class="hero-sub2"><span class="badge badge-released">v0.1.0 — Released</span></p>
<div class="hero-ctas">
<a href="https://github.com/deepfieldlabs/MitraSETI" target="_blank" rel="noopener noreferrer" class="btn btn-primary">
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Explore Pipeline
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</section>
<!-- Pipeline Image -->
<section id="pipeline" style="background:var(--bg-secondary)">
<div class="container">
<div class="section-header center fade-in">
<p class="section-label">Architecture</p>
<h2 class="section-title">Intelligent Signal Processing Pipeline</h2>
<p class="section-desc">From raw Breakthrough Listen filterbank data to ML-classified candidates — fully automated, self-correcting, and 45x faster than the standard.</p>
</div>
<div class="img-container fade-in">
<img src="mitraseti_pipeline.png" alt="MitraSETI signal processing pipeline" loading="lazy">
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<!-- Comparison -->
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<p class="section-label">Benchmark</p>
<h2 class="section-title">Performance: MitraSETI vs turboSETI</h2>
<p class="section-desc">Measured on real Breakthrough Listen observation data. No synthetic files, no cherry-picked runs.</p>
</div>
<div class="img-container fade-in" style="margin-bottom:48px">
<img src="mitraseti_comparison.png" alt="MitraSETI vs turboSETI performance comparison" loading="lazy">
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<div class="comparison-content fade-in">
<p><strong>45x speedup on Voyager-1 data.</strong> MitraSETI processes a million-channel HDF5 observation in 0.06 seconds — turboSETI takes 2.53 seconds for the same file. The Rust de-Doppler engine distributes drift-rate trials across all CPU cores using rayon parallelism, replacing turboSETI's single-threaded Python loop.</p>
<p>turboSETI reports raw hits. MitraSETI reports <strong>classified candidates</strong> — signals that survived rule-based filtering, CNN+Transformer inference, and out-of-distribution analysis. One high-confidence candidate is more actionable than three unscreened hits.</p>
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</section>
<!-- Results -->
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<p class="section-label">Results</p>
<h2 class="section-title">What MitraSETI Found</h2>
<p class="section-desc">Autonomous analysis across 2,200 Breakthrough Listen observations with full ML pipeline.</p>
</div>
<div class="stats-grid">
<div class="glass-card stat-card fade-in">
<div class="stat-number">2,200</div>
<div class="stat-label">BL Files Processed</div>
<div class="stat-detail">Breakthrough Listen HDF5 + filterbank</div>
</div>
<div class="glass-card stat-card fade-in">
<div class="stat-number">16.8M</div>
<div class="stat-label">Raw Signals</div>
<div class="stat-detail">De-Doppler detections across all files</div>
</div>
<div class="glass-card stat-card fade-in">
<div class="stat-number">275</div>
<div class="stat-label">ML-Verified Candidates</div>
<div class="stat-detail">Survived CNN+Transformer + OOD scoring</div>
</div>
<div class="glass-card stat-card fade-in">
<div class="stat-number">45x</div>
<div class="stat-label">Faster Than turboSETI</div>
<div class="stat-detail">Rust de-Doppler with rayon parallelism</div>
</div>
<div class="glass-card stat-card fade-in">
<div class="stat-number">11</div>
<div class="stat-label">Verified Candidates</div>
<div class="stat-detail">Across 9 target categories</div>
</div>
<div class="glass-card stat-card fade-in">
<div class="stat-number">21.6h</div>
<div class="stat-label">Total Runtime</div>
<div class="stat-detail">Full pipeline end-to-end</div>
</div>
<div class="glass-card stat-card fade-in">
<div class="stat-number">2,175</div>
<div class="stat-label">Post-Filter Signals</div>
<div class="stat-detail">After rule-based + ML rejection</div>
</div>
<div class="glass-card stat-card fade-in">
<div class="stat-number">Aggressive</div>
<div class="stat-label">Pipeline Mode</div>
<div class="stat-detail">Lower SNR thresholds, maximum coverage</div>
</div>
</div>
</div>
</section>
<!-- Technology -->
<section id="technology">
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<p class="section-label">Technology</p>
<h2 class="section-title">How It Works</h2>
<p class="section-desc">A hybrid Rust+Python architecture. Rust handles the compute-intensive DSP. Python handles ML inference and orchestration.</p>
</div>
<div class="pipeline fade-in">
<div class="pipeline-step">
<div class="pipeline-icon">
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<span>Load BL Data</span>
</div>
<div class="pipeline-arrow" aria-hidden="true">→</div>
<div class="pipeline-step">
<div class="pipeline-icon">
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<span>Rust De-Doppler</span>
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<div class="pipeline-step">
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<span>Feature Extraction</span>
</div>
<div class="pipeline-arrow" aria-hidden="true">→</div>
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<span>CNN+Transformer</span>
</div>
<div class="pipeline-arrow" aria-hidden="true">→</div>
<div class="pipeline-step">
<div class="pipeline-icon">
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</div>
<span>OOD Detection</span>
</div>
<div class="pipeline-arrow" aria-hidden="true">→</div>
<div class="pipeline-step">
<div class="pipeline-icon">
<svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"><path d="M1 12s4-8 11-8 11 8 11 8-4 8-11 8-11-8-11-8z"/><circle cx="12" cy="12" r="3"/></svg>
</div>
<span>RFI Rejection</span>
</div>
<div class="pipeline-arrow" aria-hidden="true">→</div>
<div class="pipeline-step">
<div class="pipeline-icon">
<svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"><path d="M22 11.08V12a10 10 0 11-5.93-9.14"/><polyline points="22 4 12 14.01 9 11.01"/></svg>
</div>
<span>Candidate Verification</span>
</div>
</div>
<div class="fade-in" style="text-align:center">
<div class="tech-tags">
<span class="tech-tag">Rust</span>
<span class="tech-tag">Python</span>
<span class="tech-tag">PyTorch</span>
<span class="tech-tag">PyO3</span>
<span class="tech-tag">rayon</span>
<span class="tech-tag">FastAPI</span>
<span class="tech-tag">PyQt5</span>
</div>
<p class="tech-note">Hybrid Rust+Python architecture. Rust handles DSP, Python handles ML inference.</p>
</div>
</div>
</section>
<!-- Cloud Architecture -->
<section id="cloud" style="background:var(--bg-secondary)">
<div class="container">
<div class="section-header center fade-in">
<p class="section-label">Infrastructure</p>
<h2 class="section-title">Cloud Architecture for MitraSETI</h2>
<p class="section-desc">Production deployment on AWS — from Breakthrough Listen data ingestion to ML-classified candidates at scale.</p>
</div>
<div class="img-container fade-in" style="margin-bottom:48px">
<img src="mitraseti_cloud_architecture.png" alt="MitraSETI cloud architecture on AWS" loading="lazy">
</div>
<div class="aws-services-grid fade-in">
<div class="aws-service-card">
<div class="aws-service-name">Amazon S3 — Data Lake</div>
<div class="aws-service-desc">Stores Breakthrough Listen filterbank (.fil) and HDF5 (.h5) files. Object lifecycle policies tier cold data to S3 Glacier.</div>
</div>
<div class="aws-service-card">
<div class="aws-service-name">Amazon SQS — Streaming</div>
<div class="aws-service-desc">Event-driven file arrival notifications. Decouples data ingestion from processing workers for back-pressure handling.</div>
</div>
<div class="aws-service-card">
<div class="aws-service-name">ECS / EKS — Rust Workers</div>
<div class="aws-service-desc">Containerised Rust de-Doppler workers with rayon parallelism. Auto-scales based on queue depth and CPU utilisation.</div>
</div>
<div class="aws-service-card">
<div class="aws-service-name">AWS Step Functions</div>
<div class="aws-service-desc">Orchestrates the full pipeline: ingest → de-Doppler → feature extraction → ML inference → verification.</div>
</div>
<div class="aws-service-card">
<div class="aws-service-name">Amazon SageMaker — ML</div>
<div class="aws-service-desc">Hosts CNN+Transformer classifier and Spectral OOD detector on GPU inference endpoints. Batch transform for large runs.</div>
</div>
<div class="aws-service-card">
<div class="aws-service-name">Amazon DynamoDB</div>
<div class="aws-service-desc">Low-latency metadata store for candidate signals, processing status, and cross-reference results.</div>
</div>
<div class="aws-service-card">
<div class="aws-service-name">Amazon S3 — Spectrograms</div>
<div class="aws-service-desc">Stores generated spectrogram images for candidate signals. Served via CloudFront for web UI access.</div>
</div>
<div class="aws-service-card">
<div class="aws-service-name">RDS / Aurora</div>
<div class="aws-service-desc">Relational store for verified candidates, observation metadata, and historical analysis records.</div>
</div>
<div class="aws-service-card">
<div class="aws-service-name">CloudWatch + SNS</div>
<div class="aws-service-desc">Pipeline health metrics, processing throughput dashboards, and real-time SNS alerts for high-confidence detections.</div>
</div>
</div>
<div class="fade-in" style="padding:32px;background:var(--bg-card);border:1px solid var(--border-card);border-radius:16px;margin-top:8px">
<h4 style="color:var(--accent-blue);font-size:1.1rem;margin-bottom:20px;">Data Flow: Inputs, Processing, Outputs</h4>
<div style="display:grid;grid-template-columns:repeat(3,1fr);gap:24px">
<div>
<h5 style="color:var(--accent-purple);font-size:.9rem;margin-bottom:8px;text-transform:uppercase;letter-spacing:1px">Inputs</h5>
<ul style="list-style:none;padding:0;color:var(--text-secondary);font-size:.85rem;line-height:1.8">
<li>Breakthrough Listen filterbank / HDF5 archives</li>
<li>Observation metadata (RA, Dec, source name)</li>
<li>Pre-trained model artifacts (CNN+Transformer, OOD)</li>
<li>Catalog data (SIMBAD, NVSS, FIRST, Pulsar)</li>
</ul>
</div>
<div>
<h5 style="color:var(--accent-blue);font-size:.9rem;margin-bottom:8px;text-transform:uppercase;letter-spacing:1px">Processing</h5>
<ul style="list-style:none;padding:0;color:var(--text-secondary);font-size:.85rem;line-height:1.8">
<li>Step Functions orchestrates multi-stage pipeline</li>
<li>ECS Rust workers run de-Doppler with rayon</li>
<li>SageMaker runs CNN+Transformer inference</li>
<li>Spectral OOD detector flags anomalies</li>
<li>Catalog cross-reference and RFI rejection</li>
</ul>
</div>
<div>
<h5 style="color:#22c55e;font-size:.9rem;margin-bottom:8px;text-transform:uppercase;letter-spacing:1px">Outputs</h5>
<ul style="list-style:none;padding:0;color:var(--text-secondary);font-size:.85rem;line-height:1.8">
<li>Ranked ML-classified candidates with confidence</li>
<li>9-class signal taxonomy with OOD scores</li>
<li>Spectrogram visualisations per candidate</li>
<li>SNS alerts for high-confidence detections</li>
<li>CloudWatch dashboards and throughput metrics</li>
</ul>
</div>
</div>
</div>
</div>
</section>
<!-- Cloud Pilot CTA -->
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<div class="container">
<div class="section-header center fade-in">
<p class="section-label" style="background:var(--accent-gradient);-webkit-background-clip:text;-webkit-text-fill-color:transparent;background-clip:text;">Cloud Pilot Program</p>
<h2 class="section-title">Run MitraSETI at Scale — In the Cloud</h2>
<p class="section-desc">We are developing a cloud-hosted version of MitraSETI for research teams and institutions that need GPU-accelerated signal analysis without local infrastructure.</p>
</div>
<div style="display:grid;grid-template-columns:repeat(3,1fr);gap:24px;margin-bottom:48px">
<div class="glass-card fade-in" style="text-align:center;padding:32px 24px">
<div style="font-size:2rem;margin-bottom:12px">☁</div>
<h3 style="font-size:1rem;font-weight:600;margin-bottom:8px">Managed Rust Workers</h3>
<p style="font-size:.875rem;color:var(--text-secondary);line-height:1.6">Auto-scaling ECS clusters running the Rust de-Doppler engine. No setup, no maintenance.</p>
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<div class="glass-card fade-in" style="text-align:center;padding:32px 24px">
<div style="font-size:2rem;margin-bottom:12px">📊</div>
<h3 style="font-size:1rem;font-weight:600;margin-bottom:8px">GPU ML Inference</h3>
<p style="font-size:.875rem;color:var(--text-secondary);line-height:1.6">SageMaker-hosted CNN+Transformer classifier and OOD detector on demand.</p>
</div>
<div class="glass-card fade-in" style="text-align:center;padding:32px 24px">
<div style="font-size:2rem;margin-bottom:12px">🔗</div>
<h3 style="font-size:1rem;font-weight:600;margin-bottom:8px">REST API Access</h3>
<p style="font-size:.875rem;color:var(--text-secondary);line-height:1.6">FastAPI gateway for programmatic access. Submit observations, query candidates, stream results.</p>
</div>
</div>
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<a href="https://www.linkedin.com/in/samantabatabaeian/" target="_blank" rel="noopener noreferrer" class="btn btn-primary" style="font-size:1rem;padding:14px 32px;">Contact Us on LinkedIn</a>
<p style="color:var(--text-muted);font-size:.85rem;margin-top:12px">Priority support • Onboarding assistance • Custom configurations available</p>
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</div>
</section>
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<p class="section-label">Open Source</p>
<h2 class="section-title" style="margin-bottom:20px">Explore the Code</h2>
<p class="section-desc" style="margin:0 auto 40px">MitraSETI is open-source under the MIT License. Contributions, feedback, and collaboration welcome.</p>
<a href="https://github.com/deepfieldlabs/MitraSETI" target="_blank" rel="noopener noreferrer" class="btn btn-primary" style="font-size:1rem;padding:16px 36px;">
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