astro-ph.IMOct 20, 2026

Solar System Surface Technosignatures: Searching for Signs of Artificial Design on Extraterrestrial Terrain

Authors: Ana Henrique, Sofia Sheikh, Benjamin Fields

Organizations: SETI Institute Affiliate · SETI Institute · Technosignatures SAG

Abstract

Artificial radio emissions have historically been a major focus of technosignature searches. Here, we apply an anthropological lens to expand this scope to surface technosignatures: non-random, intentional patterning on planetary terrain, similar to long-lasting human-made landscapes and monuments on Earth. On geologically inactive bodies such as the Moon and Mars, artificial traces and patterns could potentially remain visible for hundreds of millions of years. We discuss two recent developments that make this search timely: high-resolution imaging datasets, such as those produced by the HiRISE camera on the Mars Reconnaissance Orbiter (MRO), and ML-based anomaly-detection methods. Finally, we list two possible approaches to developing a model capable of searching for these surface technosignatures: a supervised and an unsupervised one. Complemented by LiDAR, ground-penetrating radar, and reflectance spectroscopy, these methods would enable the first quantitative upper limits on surface technosignatures while yielding ancillary benefits for planetary science.

Figures & tables

Explore similar work

CardsList
  1. VAD4Space: Visual Anomaly Detection for Planetary Surface Imagery

    Mar 14, 2026Fabrizio Genilotti, Arianna Stropeni, Francesco Borsatti +3Anomaly Detection

  2. A Machine Learning Based Search for Lunar Anomalies

    Aug 10, 2026Cameron Kelahan, Daniel Angerhausen, Adam Lesnikowski +1Remote Sensing Image UnderstandingUnsupervised Anomaly Detection