Digital Commons Network^™

Radiation-Resilient Ai For Small Satellites: A Universal Multi-Bit Edac Architecture For Protecting On-Board Neural Network Models In Memory And Storage, Yin Sun, Nauman Wazir, Joseph Chang, Kwen-Siong Chong, Wei Shu, Hocklai They

Small Satellite Conference

The deployment of onboard artificial intelligence (AI) on small satellites enables real-time Earth-observation triage, object detection, and event-driven tasking with reduced dependence on downlink. These capabilities rely on the integrity of neural network parameters (weights and biases) stored across both volatile memory and non-volatile storage (e.g., DRAM/SRAM and SSD/SD/UFS/eMMC). In low-Earth orbit (LEO), radiation-induced upsets can flip bits in commercial-off-the-shelf (COTS) memory and storage, corrupting model parameters and degrading inference accuracy. Such degradation can manifest as persistent misclassification or missed detections. Existing mitigation options are often difficult to scale within small-satellite constraints: Triple Modular Redundancy (TMR) incurs substantial mass and …

Nasa's Small Spacecraft & Distributed Systems: Development And Demonstration Of Technologies Enabling Swarms And New Spacecraft Platforms With Ai And Edge Computing, Jan Stupl, Rodolphe De Rosee, Samson Phan, Michael Gaunce, Bruce Yost, Craig Burkhard, Edward Tagalicud, Roger Hunter, Christopher Baker, Justin Treptow-Miller, Sasha Weston, Luke Idziak, Julianna Fishman, Dorothy Santos

Small Satellite Conference

NASA’s Small Spacecraft & Distributed Systems (SSDS) within the Research and Technology Mission Directorate (RTMD) expands U.S. capability to execute unique missions through targeted investment, rapid development, and flight demonstration of small spacecraft technologies applicable to exploration, science and the commercial space sector. SSDS strategically invests in technology development and on-orbit demonstrations executed across NASA, other government agencies, industry, and academia. The program’s University SmallSat Technology Partnerships initiative awards academic researchers with the opportunity to collaborate with NASA to mature innovative technology. Capabilities aligned with RTMD’s technology shortfalls and interests - power, processing, propulsion, sensors, communications, autonomous navigation, architectures, and …

Intelligence Where Data Is Born: Vision Transformer-Based On-Orbit Change Detection For Earth Sensing, Matthew Morabito, Faries Tadros, Catherine Ordun, Michael S. Sellers, Daniel Wald

Small Satellite Conference

This paper introduces a model framework for autonomous hyperspectral segmentation that couples a foundation model with a supervised segmentation head to enable compact, high performance on-orbit scene understanding. This approach is designed to deliver end-to-end onboard processing, inference, confidence scoring, and prioritization so the spacecraft performs interpretation at or near image collection time and minimizes downlink usage by transmitting only high-value or high-interest outputs rather than full image streams. A key design element is adaptive intelligence over mission lifetime: low-size, over-the-air partial models updates as small as kb-scale enable post-launch retuning and mission-specific refinement without GB-scale data transfer. By reusing …

Flight Test Of The Autonomous Navigation, Guidance, And Control (Autongc) Software On The Starling Swarm, Robert Pritchett, Nathan Stacey, Sun Hur-Diaz, Michael Romeo, Nickalas Cason, Katherine Fowee Gasaway, Nathan Esantsi, Behnam Azimi, Sean Semper, Hossein Mohammadkhan, Grant Hecht, Joseph Patton, Liam Greenlee, Justin Clavette, Alan Cudmore, Ian Hammer, Ted Hendriks, Terry Stevenson, Nahum Alem

Small Satellite Conference

Performing real-time autonomous guidance, navigation, and control (GN&C) functions onboard spacecraft is critical for enabling greater spacecraft autonomy. The autoNGC (autonomous Navigation, Guidance, and Control) software suite is a collection of applications, built on the NASA core Flight System (cFS), that provides these capabilities. This paper presents results from the first flight demonstration of autoNGC, conducted on the NASA Starling mission in 2025. The Starling spacecraft's use of cFS enabled autoNGC to be uplinked and run onboard despite the spacecraft already being in orbit. The flight test had three goals: to demonstrate onboard GPS navigation, onboard state and uncertainty prediction …

Ai For Autonomous Operation Of Small Satellite Missions, Lucy Donnell, Reuben Lynch, Charlotte Crawshaw, Karl Buckley, Robert Field, Steven Kay

Small Satellite Conference

UK space industry partners Craft Prospect Ltd (CPL) and GMV deliver an advanced avionics demonstrator which incorporates cutting-edge machine learning (ML) techniques to enhance on-board autonomy for small satellite space missions. The work is funded by the European Space Agency (ESA), and the delivery partners combine expertise in embedded Artificial Intelligence (AI) and space systems engineering to target use cases for on-board autonomy which offer the best gains for a diverse range of mission types including institutional and commercial Earth observation (EO), navigation, scientific, and lunar exploration missions.

Common technical target applications have emerged as underpinning technologies which enable the …

Back From The Dead: Using Stellar Psf Calibration To Recover Operational Value From A Defocused Skysat Telescope, Phillip Linden, Hira Nadeem, Ross Losher, Venkataraman Krishnaswami

Small Satellite Conference

For large-scale Earth observation constellations, such as Planet’s SkySat fleet, a major challenge is mitigating the effects of post-launch optical aberrations, which can render an asset unusable. This paper presents a novel approach to recover operational value from SkySat-C5, which remained excluded from production for 8 years due to significant, uncorrectable focus deficit at launch. Our method leverages stars to calibrate a reliable Point Spread Function (PSF) used in a deconvolution process that restored the camera’s images to a usable level of quality.

Because there is no on-orbit focus mechanism, the only path to restoration is post-processing deconvolution using a …

Probe Cytotoxic And Oxidative Stress Effects Of Nanoplastics On Caco-2 Cells: Insights From Raman Spectroscopy And Machine Learning, Bryan Gustafson, Negar Kosari, Emily Brothersen, Morgan Mosher, Anhong Zhou

Biological Engineering Student Research

Nanoplastics and microplastics have become an increasing ecological and health concern due to their widespread presence in the environment and food chain. In this study, Caco-2 cells were used as an in vitro model of the human intestinal epithelium to investigate the cytotoxic effects of polystyrene nanoparticles and microparticles of varying sizes, concentrations, and surface modification. Oxidative stress and apoptosis were evaluated following particle exposure. Raman spectroscopy, combined with machine learning analysis, was employed to detect and characterize biochemical alterations in the cells. Several peak ratios were selected to cluster data depending on size. A correlation between apoptosis and both …

831sat: A Cubesat Subsystem Platform For Space Systems Development Education, Dominic S. Fucile, George Lordos, James Dingley, Kerri Cahoy, Paul Fucile

Small Satellite Conference

The CubeSat standard has become one of the most popular frameworks for co-curricular and extracurricular student satellite projects, yet its integration into formal curricula for space systems engineering remains limited.

Accessibility concerns:

• Students encountering satellite design for the first time face a learning curve when working with flight-representative hardware.
• Time constraints of undergraduate semesters limit the technical depth covered in a single course.
• Existing educational platforms often lack subsystem flexibility and fidelity needed to deliver an authentic systems engineering experience.

Presented is the 831Sat, a custom single board platform that provides core satellite subsystems:

• Central Processing Unit
• Electrical Power System …

Experimental Investigation Of "Structured Radio Wave" Propagation Using A Deployable Parabolic Reflector With A Uniform Circular Array, Makoto Ito, Tsukasa Funane, Yosuke Tanabe, Miki Yonehara, Hisatoshi Kimura, Keigo Nakamura, Yasuyuki Miyazaki, Satoshi Ikari, Shinichi Nakasuka, Ayako Torisaka, Koichi Watanabe

Small Satellite Conference

Poster presented at the 2026 Small Satellite Conference

Advanced Avionics: Low Swap Hpsc Box For Space Autonomy, Behnam Azimi, Sun Hur-Diaz, Hossein Mohammadkhan, Michael Romeo, Sean Semper, Alan Cudmore

Small Satellite Conference

Objective: To provide a next-generation avionics system built on NASA's High Performance Spaceflight Computing (HPSC) processor technology.

Autonomous Onboard Navigation And Mission Planning In A Lunar Near-Rectilinear Halo Orbit, Carl De Vries, Robert Pritchett, Sun Hur-Diaz, Nathan Esantsi, Liam Greenlee, Ben Leser, Mike Romeo

Small Satellite Conference

autoNGC is a core Flight System (CFS) application suite that performs real-time, onboard autonomous navigation, guidance and control (autoNGC)

Schott Options For Efficient Design-To-Cost Zerodur® Optical Assemblies With Established Supply Chain Reliability, Florian Gollier, Jesse Bonfeld, Dustin Ruth, Janina Krieg, Thomas Westerhoff, Tony Hull, Jacqueline Caraballo

Small Satellite Conference

Poster presented at the 2026 Small Satellite Conference

4dof Steam Propulsion System For 1u Cubesats And Larger, David Hinkley, Jonathan Cheng, Susan Ossareh, Jeff Asher, Logan Fernandez, Brenda Valdez, Bhargav Nagarajan, Aryan Jafari, Stephen Samples

Small Satellite Conference

Aerospace developed a warm gas water vapor propulsion system for the OCSD-A mission in 2015 and redesigned it for the AeroCube-10 mission in 2019. Those were single nozzle systems. The 2019 mission performed reliably so this design is an evolution to 5 thrusters. Also new is that the main tank is additively manufactured aluminum so that tubing can be embedded and thermal management is easier.

Gigabit Ethernet Satellite Bus For Smallsat Applications: Standardizing Cots-Based High-Speed On-Board Data Communication, Lucas Felderhoff, Mathias Reibe

Small Satellite Conference

The satellite architectures of modern missions underline the increasing need to simplify and standardize on-board data buses. This requirement becomes more critical as missions demand higher data rates and greater flexibility.

Swap Optimized, Optical Communications Terminal Concepts For Lunar, Mars, Jupiter And Neptune Solar System Missions, Keith G. Petrillo, Mark Storm

Small Satellite Conference

Trinity: Fibertek's Lunar terminal

• Trinity provides a good basis for providing a low SWaP terminal for deep space communications
• Leveraging Trinity and high-power LiDAR lasers enables communications to 32AU
• Appropriate for deep space small satellites

Co-Optimization Of Optical Ground Station And Network Architecture For Secure And High-Capacity Satcom Ground Segments, Asher Novick, Romain Laigo, Laurie Paillier, Cédric Dautancourt, Julien Samaan, Pu Jian, Olivier Pinel

Small Satellite Conference

Poster presented at the 2026 Small Satellite Conference

Recap: A Study Of Downlink Optimization Methods Using Mms As A Template, Connor Firth, Conrad Schiff, Stephen Kreisler, Alexander Barrie

Small Satellite Conference

Motivations: MMS as a paradigm for downlink optimization

• MMS is a multi-agent mission requiring downlink optimization. ReCAP (Remote Coordination, Actuation, and Planning) assigns ground contacts using auctions.
• Five realistic downlink optimization cases are studied, and the amount of data downlinked is tracked to illustrate ReCAP’s ability to optimize for different criteria.
• ReCAP demonstrates value as a real-time, onboard downlink optimization tool.

Development Of The Korea's First Hyperspectral Microsatellite Constellation For Local-Scale Methane Monitoring: Narsha, Geuk-Nam Kim, Jinyoung Shin, Museong Park, Sang Hun Lee, Heewon Park, Taemin Kim, Jooin Lee, Dohyun Kim, Insun Jung, Marcin Badowski, Kiyun Park, Jae-Pil Park, Jaemin Hong, Yu-Ri Lee, Sujong Jeong, Alexandra Jercaianu, Pawel Snopek

Small Satellite Conference

Poster presented at the 2026 Small Satellite Conference

Adapting Missions Not Machines: Extending On-Orbit Operations To Maximize Roi, Kall Morris Inc

Small Satellite Conference

Poster presented at the 2026 Small Satellite Conference

Design And Implementation Of A Semi Automated Uhf Ground Station For Small Satellite Missions: A Case Study From India, Binoop Joseph, Vinayak Manoj, Thomas Francis, Madhav Vinod, Nikhil Jacob, Salih Majeed, Prajin I. R., Meghana Suresh, Salman Al Fariz K., Sijo George, Anish Chandra B. S., Anamika Kamath, Anjay Sudesh, Anurag Reghu, Aravind M. B., Manu Mohan, Ashfaque K. P., Amal Chandran

Small Satellite Conference

Mission success ultimately depends on reliable telecommand and telemetry links between spacecraft and Earth. For small satellites operating under tight power, size and link margin constraints, a technically robust and regulation compliant ground station is a mission critical enabler rather than an afterthought.

This poster presents a case study of a semi automated UHF ground station designed, built and commissioned by HEX20 in Thiruvananthapuram — one of the earliest privately owned and operated satellite ground stations in India — covering the hardware signal chain, the tracking and decoding software stack, integration and calibration, and the regulatory path to operation.

An Operator-In-The-Loop Smallsat Operations Simulation For Classroom Training, Samuil Nikolov, Kaelyn Tindall, Lana Laskey

Small Satellite Conference

Training spacecraft operators through a hybrid environment combining live telemetry, game-engine visualization, subsystem consoles, and real-time anomaly response.

An End-To-End Optical And Ethernet Networking Architecture For Next-Generation Satellite Constellations, Gianluca Giuffrida, Francesco Falaschi

Small Satellite Conference

• Modern satellites generate ever-increasing data volumes, increasingly challenging traditional RF links. IngeniArs combines very high speed optical links, up to 10 Gbps, with an onboard Ethernet routing fabric
• Optical data is packetized and dynamically routed for onboard storage or processing, or relayed across the constellation from satellite to satellite until it reaches an available ground station
• The result is reduced time-to-ground, increased contact opportunities, and more resilient end-to-end data delivery across the space and ground segments, despite intermittent link availability

Feasibility Of Failure-Resilient Swarm Formation Flying And Multi-Beam Coherent Apertures In 10000+ High-Density Satellite Swarms, Sumio Morioka

Small Satellite Conference

Direct-to-Device (D2D) communication links satellites directly to ground terminals without large antennas, supporting future Cyber-Physical Systems (CPS) and IoT. Our earlier work [1] showed that a formation of 10,000+ ultra-small satellites, as a coherent phased-array aperture, closes the D2D link budget. This study asks whether the formation can be operated within each satellite’s available power.

Validation Of A Modular Adcs Architecture For Small Satellites, Saish Sridharan

Small Satellite Conference

Poster Presented at the 2026 Small Satellite Conference

Magnetic Balancing For Microvibration Reduction In Passive Magnetic Bearings For Smallsat Reaction Wheels, Deckers Niel, Baekeland Mante, Cuypers Cedric, Seiler Rene, Vandepitte Dirk, Delabie Tjorven

Small Satellite Conference

Reduction and mitigation of microvibrations constitutes a crucial field of interest in the research of spacecraft reaction wheels. This applies all the more so in small satellites, where even minimal sources of vibrations lead to imprecision of onboard instruments. To address this, magnetic bearings offer contactless support, and thus prevent several sources of microvibrations that exist in classical ball bearings, for instance the mechanical imperfections in rolling elements. The inherently low stiffness of magnetic bearings also significantly reduces the transmitted forces in reaction wheels. Another advantage of contactless support is its potential longer lifetime because of the absence …

Manufacturing Advances For Cost Effective, Large Aperture Monolithic Telescopes, T. Suratwala, R. Steele, G. Tham, J. Ross, J. Johnson, O. Herrera, M. Cahill, D. Bechtold, R. Bechtold, F. Ravizza, J. Cortes

Small Satellite Conference

Space has become increasingly more contested over the last decade, with the proliferation of satellites and space assets that require new levels of Space Domain Awareness (SDA). Space is often described by the US Government as the next warfighting domain. Control, understanding and dominance over this vast domain requires exquisite and complex optomechanical systems.

Lawrence Livermore National Lab’s Space Science and Security Program (SSSP) has developed unique monolithic optics, which are ground-aligned during manufacturing and are nearly athermal. These qualities greatly reduce the complexity of the optical payload when compared to legacy telescope designs. Monolithic optics deliver excellent imaging capabilities, …

Modeling Liquid Propellant Slosh Disturbances For Small Satellite Attitude Control, Phillip Miret, Nathan Cole, Robert E. Zee

Small Satellite Conference

Objective:

Develop and optimize a reduced order spring-mass-damper (SMD) analogue of propellant slosh using computational fluid dynamic (CFD) analysis. Evaluate the efficacy of generating feedforward compensation terms using the SMD model to improve attitude control performance during rapid spacecraft slews.

Lego®-Based Cubesats For Space Outreach, Stefan Brandle, Joshua Brown, Evan Smith, Drew Nye, Sydney Reddy, Twidy Kwae, Kaiya Grzesiak, Matthew Roderer, John Hetz

Small Satellite Conference

Taylor University Computer Science and Engineering is building a satellite having a LEGO®-robotics-based payload.

Mission Goals

• Have university students build a novel ELEO satellite
• Demonstrate viability of LEGO robotics electronics in space for short-term low-altitude missions
• Enhance space awareness by capturing the public's imagination through integral use of LEGO in an actual satellite
• Identify partners willing to provide advice and promote this project
• Create additional pathways for K-12 and university student participation in building satellites and satellite-related projects
• Support other space-education organizations through a high-visibility satellite project
• Continue space outreach efforts in the spirit of the ThinSat project
• ThinSat was …

Multiclass Satellite Payload For Sar, Leonardo Carrer, Davide Giudici, Fabio Gerace, Paolo Falcone, Davide D'Aria, Giuseppe Leccese, Vincenzo Pulcino

Small Satellite Conference

SAR enables reliable all-weather, day-and-night Earth observation. Conventional SAR missions rely on large satellites, high power and costly development cycles.

NanoSat and SmallSat platforms offer faster deployment and lower mission costs, but face strict mass, volume, power and antenna constraints.

A modular multiclass payload allows the same SAR electronic core to be adapted to different satellite platforms.

Distributed SIMO/MIMO operation shares Radar resources across multiple spacecraft, improving scalability, resilience and revisit time. The proposed architecture enables high-performance X-band SAR missions using compact and cost-effective satellite systems.

Rad-Hard Circuits For Complete System-On-Chip Integration Of Smallsat Electronics On Standard Non-Rad-Hard Cmos Including Finfets, Ignatius Bezzam, Dhandeep Challagundla, Riadul Islam

Small Satellite Conference

1. SmallSat Compute Is Thermally Constrained

• SmallSats are packing more autonomy, sensing, and payload processing into tighter volumes.
• Power budget, heat removal, and radiation reliability constrain sustained on-orbit computation.
• Off-chip shielding increases mass and volume
• Redundancy and guard-banding increase switching energy. 
• This work targets lower heat generation and higher reliability inside the silicon.