Satellite Networks

LEO satellite constellation measurement, characterization, and protocol optimization for global connectivity

LEO satellitesStarlinksatellite-terrestrial integrationglobal connectivityCDN in the skyprotocol optimizationnon-terrestrial networksinter-satellite linkssatellite measurements

Research Impact

Publications11
Active Projects1
Team Members3

Low Earth Orbit satellite constellations are transforming global Internet connectivity by providing access to underserved regions where terrestrial infrastructure is impractical or uneconomical. LEO satellites orbit at 500-1,200 km altitude, enabling much lower latency than traditional geostationary satellites, but introduce new challenges: satellites move rapidly relative to ground users, requiring frequent handovers; inter-satellite links create dynamic mesh network topologies; and performance varies significantly with geographic location and ground station proximity. Traditional Internet protocols and content delivery network architectures assume relatively static network topology and stable end-to-end paths—assumptions that break down with LEO satellites. Understanding actual performance characteristics through comprehensive measurement is essential to inform protocol design, optimize content delivery strategies, and guide deployment decisions as these constellations scale to tens of thousands of satellites providing global coverage.

Our research conducts large-scale measurements of LEO satellite networks across diverse geographic regions spanning multiple continents, characterizing latency, throughput, and reliability under varying conditions. We analyze how transport protocols behave over satellite links, discovering performance differences compared to terrestrial networks and identifying optimization opportunities. Our measurements reveal fundamental differences in content delivery patterns—satellites function as natural cache points, creating what we term "CDN in the sky" behavior where caching strategies and routing policies differ markedly from terrestrial CDNs. We explore satellite-terrestrial hybrid architectures and multipath transport protocols that enable intelligent path selection and bandwidth aggregation across both network types. Our measurement infrastructure combines global probe networks, custom instrumentation, and crowdsourced browser-based tools. This work, recognized with the IETF/IRTF Applied Networking Research Prize, informs standards discussions at IETF and 3GPP, and our open datasets and tools enable reproducible research by the broader community. Ongoing research addresses seamless mobility and handover management, intelligent caching strategies, security across satellite-terrestrial boundaries, and integration with next-generation cellular infrastructure.

Publications

DIA2026WhitepaperSatellite NetworksEdge ComputingNext-Generation Network Protocols

Aerospace-enabled Services: The Edge-Cloud Continuum Beyond the Atmosphere

Datacom Industry Association (DIA) Aerospace Working Group Whitepaper
Paulo Mendes
Rute Sofia
Edison Pignaton de Freitas
Nitinder Mohan
Nitinder Mohan
Dirk Trossen
Gorry Fairhurst
PDF
SIGCOMM2026ConferenceSatellite NetworksInternet-Wide MeasurementsNext-Generation Network Protocols

Dissecting the StarLink: Characterizing Queuing and Flow Dynamics in the Starlink Network

ACM SIGCOMM Conference
17.54%, 90/513·
PDF
CodeDataset
SIGMETRICS2026ConferenceSatellite NetworksInternet-Wide Measurements

Horizon: Understanding and Predicting Global Starlink Performance

ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems
Cristian Benghe
Vlad Graure
Tanya Shreedhar
Nitinder Mohan
Nitinder Mohan
15.2%, 32/2110
WWW2026ConferenceSatellite NetworksInternet-Wide Measurements

Investigating Web Content Delivery Performance over Starlink

ACM Web Conference
Rohan Bose
Rohan Bose
Jinwei Zhao
Tanya Shreedhar
Jianping Pan
Nitinder Mohan
Nitinder Mohan
20.1%, 676/33705
PDFDOI
CodeDataset
LEONET2025ConferenceSatellite NetworksEdge Computing

A Distributed Data Store in Orbit

ACM International Workshop on LEO Networking and Communication
Jörg Ott
Jussi Kangasharju
Nitinder Mohan
Nitinder Mohan
DOI
HotNets2024ConferenceSatellite NetworksInternet-Wide Measurements

It's a bird? It's a plane? It's CDN!: Investigating Content Delivery Networks in the LEO Satellite Networks Era

ACM Workshop on Hot Topics in Networks
Rohan Bose
Rohan Bose
Saeed Fadaei
Nitinder Mohan
Nitinder Mohan
Mohamed Kassem
Nishanth Sastry
Jörg Ott
27.8%, 44/15820
LEONET2024ConferenceSatellite NetworksNext-Generation Network Protocols

Segment Routing based on Geographic Checkpoints

ACM International Workshop on LEO Networking and Communication
Valentin Hartig
Marcin Bosk
Nitinder Mohan
Nitinder Mohan
Paulo Mendes
PDFDOI
IMC2024PosterSatellite NetworksInternet-Wide Measurements

Twinkle, Twinkle, Streaming Star: Illuminating CDN Performance over Starlink

ACM Internet Measurement Conference
PDFDOI
Code
MobiCom2024PosterSatellite NetworksInternet-Wide Measurements

Starlink Performance from Different Perspectives

ACM International Conference on Mobile Computing and Networking
Andrew E. Fergusson
Nitinder Mohan
Nitinder Mohan
Hendrik Cech
Hendrik Cech
Rohan Bose
Rohan Bose
Prakita Rayyan Renatin
Mahesh K. Marina
Jörg Ott
PDFDOI
Access2023JournalNext-Generation Network ProtocolsSatellite NetworksNext-Generation Cellular Networks

Multipath Transport Analysis over Cellular and LEO Access for Aerial Vehicles

IEEE Access
Aygun Baltaci
Kaushik Chavali
Mike Kosek
Nitinder Mohan
Nitinder Mohan
Dominic Schupke
Jörg Ott
PDFDOI

Open Source Contributions

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Horizon

Horizon

Global-scale ML system for predicting Starlink performance

An open ML pipeline and live dashboard that predicts Starlink latency and throughput anywhere on Earth, trained on 11 months of crowdsourced M-Lab and Cloudflare measurements across 90+ countries, fused with meteorological and orbital propagation features.

measurementlive-service
NetMet

NetMet

Browser-Based Network Performance Measurement Tool

A lightweight browser extension for measuring network performance metrics including bandwidth, latency, and web browsing quality. NetMet was instrumental in our large-scale Starlink performance studies, enabling measurements from real users across diverse geographic locations.

measurementresearch-prototype
Starlink CDN Analysis

Starlink CDN Analysis

Content Delivery Network Performance Analysis for LEO Satellites

Tools and datasets for analyzing CDN performance on Starlink

measurementresearch-prototype

Awards & Recognition

2025IETFIRTFNetworking

IETF/IRTF Applied Networking Research Prize

Internet Engineering Task Force & Internet Research Task Force

One of six papers worldwide selected for this prestigious award that bridges academic research and practical Internet deployment.

IETF/IRTF Applied Networking Research Prize
2024RIPEInternet MeasurementLEO

RIPE Labs Article Competition Runners-up

RIPE Network Coordination Centre

Selected among submissions from network operators, researchers, and practitioners worldwide for providing actionable insights to the Internet operations community.

Project Funding

Previous Funding

🌐

RIPE NCC RACI Fellowship

Organization: RIPE Network Coordination Centre
Period: 2025
Role: RACI Fellow

Fellowship for Internet measurements and LEO satellite network analysis. Supporting collaboration with RIPE community and atlas measurement infrastructure.

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Invited Talks & Panels

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Networking Channel·Panel

Connected Space: Challenges and Opportunities in Satellite Computing and Networking

Networking Channel
LEO SatellitesSatellite ComputingSatellite Networking
IETF 123

It's a bird? It's a plane? It's CDN!: Understanding Starlink CDN Performance

Internet Engineering Task Force (IETF) 123 - Measurement and Analysis for Protocols Research Group (MAPRG)
LEO SatellitesCDNPerformance Measurement+1 more
RIPE 90

Frontiers of LEO Space Networks: Understanding the Intricacies of Starlink's Internet Access

RIPE 90 Meeting - RIPE Network Coordination Centre
LEO SatellitesStarlinkNetwork Architecture

Thesis Projects

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Available Theses

MASTER

Improving TLS over QUIC performance over LEO sat links

Low Earth Orbit (LEO) satellite networks, particularly Starlink, have revolutionized global Internet connectivity by providing high-speed access with significantly lower latency compared to...

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MASTER

Secure Routing in LEO networks

**Routing security** has been a critical focus due to the vulnerability of BGP (Border Gateway Protocol), which traditionally lacks built-in authentication. This weakness has led to frequent **BGP...

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MASTER

LEOSCOPE satellite testbed

Low Earth Orbit (LEO) satellite networks like Starlink, OneWeb, and Amazon Kuiper are transforming global Internet connectivity by providing high-speed, low-latency access to previously underserved...

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MASTER

Supporting secure communications in satellite networks

Low Earth Orbit (LEO) satellite networks create unique challenges for maintaining secure communications during satellite handovers. Unlike terrestrial networks, LEO connections frequently switch...

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Running Theses

MASTER

Circumventing Internet Restrictions through Starlink

Student: David Weissmann

Year: 2026

MASTER

Characterizing Secure Measurements over Starlink

Student: Sander Vermeulen

Year: 2025

Recent Completed Theses

MASTER

Understanding Live WebConferencing Performance over Starlink

Student: Yannis Selmar Matezki

Year: 2026

MASTER

Multipath Media-over-QUIC (MoQ) for Video Conferencing Applications

Student: Zuji Zhou

Year: 2026

BACHELOR

The Influence of Ground Infrastructure Proximity on Starlink's Performance

Student: Christiaan Baraya

Year: 2025

BACHELOR

Capturing the Spatiotemporal Dynamics of LEO ISP Performance

Student: Cristian Benghe

Year: 2025

MASTER

Characterizing Resilience of LEO Satellite Networks Against Disasters

Student: Elvin Chen

Year: 2025