Built for NASA Space Apps Challenge 2026

MOSAICMission-Oriented Search for Analog Environments on Earth

A visual platform for exploring and comparing terrestrial locations that serve as analogs for future permanent bases on the Moon and missions to Mars.

EARTH — GIS EXPLORER
Source: Esri / Maxar / Earthstar
Loading planetary cartographic engine...
Esri World Imagery (Satellite)
Case 1Earth
Subsurface Geophysics & Paleolakes

Case 1: Makgadikgadi Basin, Botswana

20° 32' S, 25° 25' E
Analog Characterization:

Paleolake stratigraphy, continuous GPR reflectors, and subsurface hypersaline brine

Target Body:MarsIllustrative score:90.2/100
PHYSICAL & ENVIRONMENTAL PARAMETERS
Median Topographic Slope (SRTM)
Calculated from 465 field GPS points cross-referenced with SRTM S21E024/025 tiles.
0.78 degrees
Median Subsurface Electrical Resistivity (ERT)
Median log10 ρ: -0.17 to -0.02. Confirms deep confined hypersaline brine layer.
0.67 - 0.95 Ω·m
Vegetation & Aridity Index (NDVI)
Sentinel-2 L2A over GPR06 profile: desiccated mineral ground without active vegetation.
0.110 dimensionless
GPR Antenna Frequencies & Resolution
Profiles DELTA_GPR1-5 and GPR1-6 (RTA 30/50 MHz antennas, v ≈ 0.085 m/ns) across lacustrine basin.
30 & 50 MHz (res. 0.67 & 0.40 m)
MULTI-CRITERIA DECISION ANALYSIS (MCDA)

Planetary Analog Compatibility Assessment

Prototype comparisons using open-data references. The displayed scores are illustrative placeholders, not calculated or validated scientific results.

CASE 1 · ILLUSTRATIVE SCORE: 90.2/100
Research Question — Case 1:

"How can ground-penetrating radar (GPR) and electrical resistivity tomography (ERT) observations from the Makgadikgadi Basin guide the stratigraphic interpretation of subsurface radar reflections detected by RIMFAX at Jezero Crater?"

Core Focus: Subsurface geology, shallow lacustrine sedimentary sequences, evaporitic processes, and closed-basin stratigraphic architecture.
Earth Analog SiteSubsurface Geophysics & Paleolakes

Case 1: Makgadikgadi Basin, Botswana

Vast Kalahari evaporitic basin evaluated with SRTM (0.78° slope), Sentinel-2 L2A multispectral data, 10 SEG-Y GPR profiles (30/50 MHz antennas), and 36,987 ERT resistivity soundings.

Coordinates:
20° 32' S, 25° 25' E
Terrain Classification:
Sedimentary basin paleolake, evaporite duricrusts, and desiccated mudflats
Analyzed Earth Datasets:
  • •Subsurface Ground-Penetrating Radar observations (profiles DELTA_GPR1-5 and GPR1-6, RTA 30 MHz & 50 MHz antennas, Zenodo DOI: 10.5281/zenodo.22256874)
  • •Electrical Resistivity Tomography (ERT Lines A & B, 10 m electrode spacing, confined hypersaline aquifer < 1 Ω·m)
  • •SRTM 30m Digital Elevation Models (SRTMGL1 S21E024 and S21E025)
  • •Sentinel-2 L2A multispectral surface reflectance (Nov 12, 2026, bands B02-B12, NDVI=0.11)
  • •Geological mapping of fossil paleolakes and evaporitic calcrete horizons

Compatibility Assessment — Case 1

ILLUSTRATIVE · NOT SCIENTIFICALLY SCORED
90.2/100

Multi-Criteria Decision Analysis (MCDA) Compatibility Score: S = 90.2/100 (vs Mars)

Geological Compatibility88/100
Correlation between shallow lacustrine sedimentary sequences and fossil evaporitic duricrusts in an endorheic basin.
Topographic Compatibility98/100
Median SRTM slope along GPR06 profile (0.78°) compared with MOLA 3x3 median at Jezero (0.85°). Empirical delta of 0.07°.
Spectral Compatibility91/100
Desiccated mineral ground in Sentinel-2 (NDVI=0.11) compared with Fe/Mg-smectites and carbonates in CRISM FRT000047A3.
Hydrological Processes90/100
Confined hypersaline aquifers mapped by ERT (< 1 Ω·m) serving as an analog model for deep residual subsurface brines.
Subsurface Geophysics (GPR ↔ RIMFAX)85/100
Terrestrial subhorizontal stratigraphic reflectors (v ≈ 0.085 m/ns) compared with dipping structural reflectors in RIMFAX (v ≈ 0.10 m/ns, ε_r ≈ 9→7).

MCDA evaluation framework based on available open datasets: SRTMGL1 S21E024/025, Sentinel-2 L2A, MOLA megt90n000eb, HiRISE DTM DTEEC_045994_1985, and RIMFAX Sol 400 calibrated data.

Instrumental Comparison & Methodological Correlation:

Methodological GPR vs RIMFAX Comparison: Terrestrial GPR at Makgadikgadi operated with low-frequency rough-terrain antennas at 30 MHz (vertical resolution ~0.67 m) and 50 MHz (~0.40 m), with an estimated radar velocity v ≈ 0.085 m/ns. On Mars, RIMFAX (FMCW 150–1200 MHz) recorded subsurface reflectors at ~15 m depth in the delta front (Sols 134–204) and at ~20 m with a ~12° structural dip and dielectric permittivity transition (ε_r ≈ 9 → 7) in the Séítah formation (Sols 400–566). A structural and dielectric contrast analogy is established (saline/clay-rich versus volcanic strata), ruling out direct metric depth matches.

Target on MarsLacustrine Stratigraphy & Subsurface Radar

Jezero Crater: River Delta & Sedimentary Fan

Mars 2020 Perseverance landing site evaluated with regional MOLA altimetry (0.85° slope), HiRISE DTM (1.01 m/px), CRISM spectrometry, and RIMFAX Sol 400 radar.

Planetary Coordinates:
18° 23' N, 77° 35' E
Classification:
Lacustrine sedimentary strata, fluvial delta deposits, and aeolian regolith
Linked Planetary Datasets:
  • •RIMFAX Ground-Penetrating Radar on Mars 2020 Perseverance (PDS urn:nasa:pds:mars2020_rimfax:data_calibrated_csv, Sol 400)
  • •Mars Orbiter Laser Altimeter (MOLA MEGDR megt90n000eb) and stereo HiRISE DTM DTEEC_045994_1985
  • •High-resolution HiRISE (0.25 m/px) and CTX imaging from Mars Reconnaissance Orbiter
  • •Corrected CRISM MTRDR orbital spectrometry (FRT000047A3, Fe/Mg-smectites and carbonates)
Key Evaluation Capabilities of this Analog
  • •Characterization of GPR reflectors in saline sedimentary media with rough-terrain 30 and 50 MHz antennas
  • •Stratigraphic architectural interpretation compared against calibrated RIMFAX profiles at Jezero (Sol 400)
  • •Close slope match between terrestrial SRTM (0.78°) and MOLA on the Jezero floor (0.85°)
Physical Boundaries & Analogy Breakdowns
  • •Differences in dielectric permittivity and attenuation from active groundwater brines on Earth
  • •Disparate radar frequency bands between terrestrial GPR (30/50 MHz) and Martian RIMFAX (150–1200 MHz)
  • •Surface biogenic and chemical weathering on Earth absent under contemporary Martian hyperaridity
SCIENTIFIC METHODOLOGY & CORRELATION SCORING

Multi-Criteria Decision Analysis (MCDA) Methodological Framework

To evaluate which locations on Earth are viable analogs for permanent lunar bases and Mars missions, MOSAIC employs a transparent and explainable multi-criteria analysis model, avoiding unverifiable "black box" approaches.

Multi-Criteria Similarity Function (MCDA)

Weighted & Explainable Mathematical Model

100% EXPLAINABLE · NO BLACK BOX
Master Global Similarity Equation
S=100·[
1−
∑j(wj·dj)
∑jwj
]
where the normalized physical distance is:
dj=
|xE,j − xP,j|
Rj
S ∈ [0, 100]Global Score

Final analog correlation index. 100 indicates perfect correspondence; 0 total disparity.

w_j ≥ 0Mission Weight

Weight of each variable. Allows irrelevant variables to be zeroed out (w_j = 0) without penalizing the analog.

d_j ∈ [0, 1]Physical Distance

Difference between Earth (x_E) and Planet (x_P), bounded by the physical range R_j.

Applied Example — Case 1 (Makgadikgadi ↔ Jezero):

Demonstration only. The source data have not yet been normalized and validated for a scientific comparison:

Formula (score not calculated):S = 100 · (1 − Σ(w_j · d_j) / Σ w_j) = Pending validated inputs
Key Principle: Mission-Profile-Specific Evaluation

Not all dimensions are applicable to every planetary profile. For instance, a basaltic lava tube should not be penalized for failing to reproduce the Martian atmosphere, since its purpose is to test shielding and structural integrity in subsurface cavities. Similarly, a polar Antarctic base (Amundsen-Scott) is an operational analog for life support and heavy logistics, so its mineralogical similarity receives a minimal weight (w_geology = 0.2) to reflect its true operational value.

Multidimensional Feature Matrix (3.2)

8 Key Dimensions
DimensionMeasurable VariablesMission RelevanceSensors / Data
GeologyLithology, mineral classes, surface materialsFundamental geological and mineralogical similarityCRISM (MRO) / OMEGA / USGS Maps
TopographyElevation, slopes, surface roughness (Hurst exponent)Safe landing, trafficability, and rover mobilityMOLA / LOLA / SRTM / ASTER DEM
ThermalDay/night temperature, extreme seasonal oscillationsExtreme environmental conditions and thermal shockLRO Diviner / MODIS LST / JAXA G-Portal
HydrologyWater ice, permafrost, brines, soil moisturePast aqueous processes and in-situ resources (ISRU)LEND / CRISM / Copernicus Sentinel-2
AeolianWind, suspended dust, abrasion and dune indicatorsSurface processes and panel/sensor wearHiRISE / CTX / Perseverance Cameras
SpectralReflectance, albedo, diagnostic absorption bandsMineral characterization without destructive samplingCRISM / Sentinel-2 / Landsat
SubsurfaceCavities, lava tubes, regolith thickness, strataHabitat exploration and radiation shieldingRIMFAX (Perseverance) / GPR / ERT
OperationsAccessibility, terrain hazards, logistics, light cyclesFeasibility and sustainability of long-duration missionsLROC (illumination) / Amundsen-Scott Records

Official Space Agency Portals & Resources

Data from NASA, CSA (Canada), ESA (Europe), and JAXA (Japan) for the three case studies.

NASAEarth

NASA Earthdata Search

NASA's primary search portal to discover, filter, and access multi-mission Earth science data across diverse spectral wavelengths.

Use in MOSAIC:Large-scale search for thermal grids, ASTER GDEM elevation, and environmental parameters across hyperarid deserts and polar analogs.
Open Official Portal
NASAEarth

NASA Worldview

Interactive map interface for exploring full-resolution, near-real-time satellite imagery and global geophysical observations.

Use in MOSAIC:Visual verification of snow/ice cover dynamics, desert dust storm activity, and surface albedo over planetary analog field sites.
Open Official Portal
NASAMoon & Mars

NASA Planetary Data System (PDS)

The official primary archive for all NASA planetary science mission observations, lander records, rover telemetry, and orbital remote sensing.

Use in MOSAIC:Direct access to calibrated imaging, cartography, geosciences, radar soundings (RIMFAX), and spectrometry across Moon and Mars targets.
Open Official Portal
NASAMoon

NASA Lunar Reconnaissance Orbiter (LRO)

Master repository for LRO instruments including LROC imaging, LOLA laser altimetry, Diviner radiometry, LEND neutron spectrometry, and Mini-RF radar.

Use in MOSAIC:Surface roughness modeling (LOLA), sub-meter morphological imaging (LROC), and hydrogen/volatile prospecting (LEND) near the lunar poles.
Open Official Portal
NASAMoon

NASA LRO Diviner Lunar Data

Multichannel infrared radiometer mapping lunar surface temperatures, diurnal thermal inertia, and permanently shadowed cold traps.

Use in MOSAIC:Cross-comparison of cryogenic lunar polar temperatures (< 40 K) against extreme terrestrial polar outposts (Amundsen–Scott Station).
Open Official Portal
CSAEarth

RADARSAT Constellation Mission (RCM)

Three-satellite synthetic aperture radar (SAR) constellation providing day-and-night C-band radar imaging through all atmospheric conditions.

Use in MOSAIC:Centimeter-scale surface roughness mapping, ice-sheet dynamics, and terrain deformation monitoring in Arctic and permafrost analog environments.
Open Official Portal
CSAEarth

RADARSAT-1 Open Data Archive

Historical open microwave SAR repository capturing global radar imagery through cloud cover, smoke, and polar winter nights.

Use in MOSAIC:Time-series baseline for microwave penetration in dry sand and permafrost, informing subsurface structural radar models.
Open Official Portal
CSAEarth

Synthetic Aperture Radar (SAR) Python Tutorial

Official open-source guide for processing, speckle filtering, and geocoding SAR imagery using open scientific Python and QGIS pipelines.

Use in MOSAIC:Methodological guide for the MOSAIC software pipeline in estimating soil roughness and microwave dielectric properties.
Open Official Portal
ESAEarth

Copernicus Data Space Ecosystem

Open access to Sentinel satellite constellations (Sentinel-1 SAR, Sentinel-2 optical, Sentinel-3 thermal) with cloud-native processing APIs.

Use in MOSAIC:Multispectral identification of phyllosilicates, zero-vegetation arid ground verification, and thermal profile modeling across analog sites.
Open Official Portal
ESAGlobal

ESA Open Science Catalog

Public catalog of peer-reviewed geoscientific datasets, cross-agency experiments, and reproducible open-science analysis workflows.

Use in MOSAIC:Validation of analytical methodologies and open algorithms for topographic cross-correlation and spectral unmixing.
Open Official Portal
JAXAEarth

JAXA G-Portal

Earth observation portal providing access to Japanese satellite missions (GCOM-C, GCOM-W, ALOS, GPM) classified by geophysical variables.

Use in MOSAIC:Land surface temperature (LST), global precipitation patterns, and soil moisture measurements across extreme arid study sites.
Open Official Portal
NASA Space Apps Challenge Transparency Declaration

MOSAIC is a software platform developed for the NASA Space Apps Challenge 2026. MOSAIC is a prototype for the NASA Space Apps Challenge 2026. It links real source datasets and selected processed observations from NASA PDS, ESA Copernicus, Zenodo, Frontiers, and AMRDC. Compatibility values and several comparison dimensions currently shown in the interface are illustrative placeholders; no validated cross-instrument MCDA scores have been calculated. They must not be interpreted as scientific findings.