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Revise README for v4.6 architecture and project details
Updated the README to reflect the v4.6 architecture and enhance clarity on project goals and structure.
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README.md

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# Sentinel Network
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# Sentinel Network v4.6
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Systems-level modeling and simulation of a fault-tolerant Mars orbital relay constellation.
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**Mars Global Monitoring & Infrastructure Constellation**
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---
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## Overview
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Future Mars surface operations—human and robotic—will require continuous, low-latency, and resilient communications coverage. Today’s relay architecture relies on a small number of aging orbiters performing multiple roles simultaneously, creating single points of failure and constraining operational scale.
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Sentinel Network explores an alternative: a dense, fault-tolerant orbital relay layer designed explicitly as shared infrastructure rather than as a set of multi-mission flagship orbiters. In Sentinel, each satellite functions as a communications node, providing line-of-sight and store-and-forward connectivity between Mars surface assets, orbital users, and Earth relay paths.
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This repository contains open simulations and systems-level analyses that evaluate the feasibility, performance, and failure tolerance of such a network.
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A systems-level study of a fault-tolerant, cognitive-sensing orbital constellation designed as shared planetary infrastructure.
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## Problem Statement
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## Overview
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Mars communications today face several structural limitations:
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Sentinel Network explores a fundamentally different approach to Mars orbital infrastructure: a dense, resilient constellation that combines **global synoptic monitoring** with **onboard cognitive intelligence** to deliver persistent awareness, low-latency decision support, and graceful degradation under failure.
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- Reliance on a small number of critical relay assets
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- Increasing data demand from surface operations
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- Limited fault tolerance and graceful degradation
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- Growing latency and availability constraints for autonomous systems
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Rather than relying on a small number of high-value relay orbiters, Sentinel distributes capability across 168 satellites, each carrying a dual-layer cognitive payload (wide-field global sensors + narrow-field AI-triggered inspection). The system is designed to operate as **planetary infrastructure** — supporting multiple users, missions, and operators over multi-decade lifetimes while maintaining performance even under significant satellite loss.
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As surface activity scales, data transport—not sensing or computation—becomes the primary bottleneck.
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This repository contains the open simulations, analyses, and visualizations that define and validate the v4.6 architecture.
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## What Sentinel Is
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Sentinel Network is a conceptual Mars orbital relay constellation designed around the following principles:
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- **Fault tolerance by design**
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No single satellite is mission-critical; resilience is achieved at the constellation and network layers.
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## What Sentinel Actually Is
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- **Graceful degradation**
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Network performance degrades predictably under partial or catastrophic loss, rather than via abrupt service failures.
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- **Dual-layer cognitive payload** on every satellite (global synoptic + AI-gated narrow-field inspection)
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- **Closed-loop autonomy** — onboard AI that detects, classifies, prioritizes, and retasks faster than light time to Earth
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- **Extreme fault tolerance** — graceful degradation even under 75% satellite loss
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- **Long-term infrastructure behavior** — 10+ year power/compute degradation modeling with adaptive modes
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- **Radiation-adaptive intelligence** — AI and sensors intelligently throttle or safe themselves during SEP events
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- **End-to-end latency modeling** — from event on Mars surface to actionable awareness on Earth
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- **Infrastructure-first architecture**
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A payload-agnostic relay layer that can support multiple missions, operators, and users over time.
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- **Scalable deployment**
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Constellation sizing and orbital regimes are selected for long operational lifetimes, volumetric efficiency, and compatibility with bulk deployment.
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Sentinel is not just a communications relay. It is a **planetary nervous system** with onboard decision-making capability.
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## Key Characteristics (Current Model)
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- Constellation size: 168 satellites
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- Function: Communications and navigation relay
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- Coverage: Global Mars surface coverage
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- Performance focus: Revisit time, availability, and resilience under loss
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- Deployment philosophy: Bulk deployment compatible with high-capacity launch systems, without dependence on a specific launch vehicle
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- Operational lifetime: Long-duration orbital regimes (multi-decade class)
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## Key Results (v4.6)
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Quantitative performance results and failure-mode analyses are implemented in the simulations and supporting documentation within this repository.
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| Metric | Performance | Notes |
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|-------------------------------------|--------------------------------------|-------|
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| Mean global revisit (nominal) | ~1.0–1.5 minutes | Wide-FOV MARCI-class sensors |
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| Mean global revisit (75% loss) | Still under 10 minutes | Extreme resilience demonstrated |
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| End-to-end awareness latency | Minutes to low hours | Even in catastrophic scenarios |
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| Decision/retasking latency | Seconds (local) to minutes (global) | Faster than light time |
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| Propulsion-limited lifetime | 40+ years | With conservative margins |
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| Worst-case stacked failure survival | Survives (battery >0%) | Dust + eclipse + 500× SEP + 43% loss |
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## Repository Contents
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## Repository Structure
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```text
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Sentinel-Network/
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├── README.md — Project overview and context
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├── LICENSE — MIT License
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├── simulations/ — Coverage, revisit, and loss-tolerance modeling
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├── docs/ — Architecture summary and modeling scope
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│ ├── architecture_summary.md
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│ └── modeling_scope.md
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├── figures/ — Generated plots and constellation visuals
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└── data/ — Constants and reference parameters
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```
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This layout separates core simulations, documentation, figures, and reference data to support reproducible analysis and external review.
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---
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## Fault Tolerance Model
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Fault tolerance is achieved at the constellation level through redundancy, spatial diversity, and orbital geometry rather than through highly complex, internally fault-tolerant satellites.
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Satellite loss—whether isolated, clustered, or catastrophic—is treated as an expected operating condition. Network performance degrades in a predictable and quantifiable manner as nodes are lost, instead of exhibiting sharp thresholds or single-point failures.
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---
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├── README.md
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├── LICENSE
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├── scripts/ # Polished analysis scripts
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├── figures/ # Generated plots and animations
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├── docs/ # Architecture notes
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└── simulations/ # Original/raw versions + reference files
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## Non-Goals
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Core Principles
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This project intentionally does **not** attempt to:
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Fault tolerance by design — No single satellite is mission-critical
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Graceful degradation — Performance declines predictably, never catastrophically
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Closed-loop autonomy — Onboard AI makes decisions without waiting for Earth
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Infrastructure-first — Built for long-term, multi-user, multi-mission use
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Conservative modeling — All analyses intentionally use pessimistic assumptions
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- Replace high-data-rate science orbiters or flagship missions
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- Specify detailed RF link budgets, modulation schemes, or hardware designs
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- Optimize for mission-specific payloads or proprietary architectures
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- Address surface terminal, user equipment, or ground network implementation details
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The focus is on first-order system behavior, architectural feasibility, and fault-tolerance characteristics.
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---
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## Relationship to Existing Mars Assets
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Sentinel Network is intended to complement existing and future Mars orbiters by providing a dedicated, resilient communications infrastructure layer optimized for availability and continuity.
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Science orbiters and specialized missions remain responsible for high-value sensing and data generation, while Sentinel provides a persistent relay backbone capable of supporting scaled surface operations and multi-user demand.
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---
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## Project Status
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**Active and evolving.**
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- Core simulations: initial set complete
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- Documentation: in progress
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- Higher-fidelity modeling: planned
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- External review, critique, and extension: encouraged
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This repository represents an open systems study, not a finalized design or flight program.
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---
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## License
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This project is released under the MIT License. Reuse, modification, and extension are encouraged with attribution.
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## Disclaimer
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Project Status
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v4.6 Complete — Full systems-level modeling suite finished.
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This is an open technical study. All scripts, models, and visualizations are released for review, critique, extension, and reuse.
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This work is an independent technical exploration. It is not affiliated with, endorsed by, or representative of any space agency or commercial entity.
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License
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MIT License — reuse, modify, and extend freely with attribution.

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