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Related papers: Machine Learning for Mars Exploration

200 papers

Autonomous robotic arm manipulators have the potential to make planetary exploration and in-situ resource utilization missions more time efficient and productive, as the manipulator can handle the objects itself and perform goal-specific…

Instrumentation and Methods for Astrophysics · Physics 2024-03-04 C. McDonnell , M. Arana-Catania , S. Upadhyay

Space weather observations and modeling at Mars have begun but they must be significantly increased to support the future of Human Exploration on the Red Planet. A comprehensive space weather understanding of a planet without a global…

Space Physics · Physics 2022-12-06 James L. Green , Chuanfei Dong , Michael Hesse , C. Alex Young , Vladimir Airapetian

This roadmap outlines research pathways to determine whether Mars could be warmed with non-biological methods. It does not presuppose that warming Mars is desirable; its purpose is to identify what would need to be true for Mars to be…

An array of large observational programs using ground-based and space-borne telescopes is planned in the next decade. The forthcoming wide-field sky surveys are expected to deliver a sheer volume of data exceeding an exabyte. Processing the…

Instrumentation and Methods for Astrophysics · Physics 2023-05-26 Kana Moriwaki , Takahiro Nishimichi , Naoki Yoshida

Machine learning has rapidly become a tool of choice for the astronomical community. It is being applied across a wide range of wavelengths and problems, from the classification of transients to neural network emulators of cosmological…

Autonomous aerial vehicles, such as NASA's Ingenuity, enable rapid planetary surface exploration beyond the reach of ground-based robots. Thus, NASA is studying a Mars Science Helicopter (MSH), an advanced concept capable of performing…

Robotics · Computer Science 2025-09-03 Luca Di Pierno , Robert Hewitt , Stephan Weiss , Roland Brockers

In recent years, there has been a significant surge of interest in Mars exploration, driven by the planet's potential for human settlement and its proximity to Earth. In this paper, we explore the performance of the LoRaWAN technology on…

Networking and Internet Architecture · Computer Science 2024-12-30 Manuele Favero , Alessandro Canova , Marco Giordani , Michele Zorzi

Multiple governmental agencies and private organisations have made commitments for the colonisation of Mars. Such colonisation requires complex systems and infrastructure that could be very costly to repair or replace in cases of cyber…

Computers and Society · Computer Science 2021-02-15 Petar Radanliev , David De Roure , Kevin Page , Max Van Kleek , Omar Santos , La Treall Maddox , Pete Burnap , Eirini Anthi , Carsten Maple

The thermal subsystem of the Mars Express (MEX) spacecraft keeps the on-board equipment within its pre-defined operating temperatures range. To plan and optimize the scientific operations of MEX, its operators need to estimate in advance,…

The goal of the Mars Sample Return campaign is to collect soil samples from the surface of Mars and return them to Earth for further study. The samples will be acquired and stored in metal tubes by the Perseverance rover and deposited on…

Computer Vision and Pattern Recognition · Computer Science 2022-11-07 Raúl Castilla-Arquillo , Carlos Jesús Pérez-del-Pulgar , Gonzalo Jesús Paz-Delgado , Levin Gerdes

Machine learning, particularly deep learning, is being increasing utilised in space applications, mirroring the groundbreaking success in many earthbound problems. Deploying a space device, e.g. a satellite, is becoming more accessible to…

Signal Processing · Electrical Eng. & Systems 2020-02-04 Vivek Kothari , Edgar Liberis , Nicholas D. Lane

This paper explores a simple question: How would we provide a high-quality search experience on Mars, where the fundamental physical limit is speed-of-light propagation delays on the order of tens of minutes? On Earth, users are accustomed…

Information Retrieval · Computer Science 2016-10-21 Charles L. A. Clarke , Gordon V. Cormack , Jimmy Lin , Adam Roegiest

This paper presents a time-efficient scheme for Mars exploration by the cooperation of multiple drones and a rover. To maximize effective coverage of the Mars surface in the long run, a comprehensive framework has been developed with joint…

Robotics · Computer Science 2020-11-17 Yuan Chang , Chao Yan , Xingyu Liu , Xiangke Wang , Han Zhou , Xiaojia Xiang , Dengqing Tang

The exploration and study of exoplanets remain at the frontier of astronomical research, challenging scientists to continuously innovate and refine methodologies to navigate the vast, complex data these celestial bodies produce. This…

Other Computer Science · Computer Science 2023-05-23 Mithil Sai Jakka

The NASA Planetary Data System hosts millions of images acquired from the planet Mars. To help users quickly find images of interest, we have developed and deployed content-based classification and search capabilities for Mars orbital and…

Establishing a human colony on Mars is one of the most ambitious endeavors of our time. This paper provides a comprehensive assessment of the challenges and solutions related to Mars colonization, emphasizing sustainability, efficiency, and…

Instrumentation and Methods for Astrophysics · Physics 2024-02-19 Florian Neukart

Autonomous exploration is a widely studied problem where a robot incrementally builds a map of a previously unknown environment. The robot selects the next locations to reach using an exploration strategy. To do so, the robot has to balance…

Robotics · Computer Science 2025-08-15 Matteo Luperto , Valerii Stakanov , Giacomo Boracchi , Nicola Basilico , Francesco Amigoni

The ability to traverse an unknown environment is crucial for autonomous robot operations. However, due to the limited sensing capabilities and system constraints, approaching this problem with a single robot agent can be slow, costly, and…

Robotics · Computer Science 2024-06-13 Friedrich M. Rockenbauer , Jaeyoung Lim , Marcus G. Müller , Roland Siegwart , Lukas Schmid

Performing orbital insertion around Mars using aerocapture instead of a propulsive orbit insertion manoeuvre allows to save resources and/or increase the payload mass fraction. Aerocapture has never been employed to date because of the high…

Earth and Planetary Astrophysics · Physics 2021-07-13 Giorgio Isoletta , Michele Grassi , Elena Fantino , David de la Torre Sangrà , Jesús Peláez Álvarez

This white paper recognizes gaps in observations that will, when addressed, much improve solar radiation hazard and geomagnetic storm forecasting. Radiation forecasting depends on observations of the entire "Solar Radiation Hemisphere" that…

Instrumentation and Methods for Astrophysics · Physics 2023-01-12 A. Posner , N. Arge , K. Cho , B. Heber , F. Effenberger , T. Y. Chen , S. Krucker , P. Kühl , O. Malandraki , Y. -D. Park , A. Pulkkinen , N. Raouafi , S. K. Solanki , O. C. StCyr , R. D. Strauss