Titel :

A critical review on the state-of-the-art and future prospects of machine learning for Earth observation operations

Beteiligte:

Miralles, Pablo (Autor:in) / Thangavel, Kathiravan (Autor:in) / Fulvio Scannapieco, Antonio (Autor:in) / Jagadam, Nitya (Autor:in) / Baranwal, Prerna (Autor:in) / Faldu, Bhavin (Autor:in) / Abhang, Ruchita (Autor:in) / Bhatia, Sahil (Autor:in) / Bonnart, Sebastien (Autor:in) / Bhatnagar, Ishita (Autor:in)

Advances in Space Research ; 71 , 12 ; 4959-4986

Erscheinungsdatum :

2023-02-13

Format / Umfang :

28 pages

ISSN :

0273-1177

DOI :

https://doi.org/10.1016/j.asr.2023.02.025

Medientyp :

Aufsatz (Zeitschrift)

Format :

Elektronische Ressource

Sprache :

Englisch

Schlagwörter :

Artificial Intelligence , Astrionics , Earth Observation , Edge Computing , Machine Learning , Neural Network , Remote Sensing , State-of-the-art , <bold>AI</bold> , ML , DL , Deep Learning , FDIR , Fault Detection Isolation and Recovery , <bold>GNC</bold> , Guidance Navigation and Control , NN , CNN , Convolutional Neural Network , DNN , Deep Neural Network , ANN , Artificial Neural Network , BNN , Binarized Neural Network , BN , Bayesian Network , DBN , Dynamic Bayesian Network , NASA , National Aeronautics and Space Administration , ESA , European Space Agency , OBC , On-Board Computer , EO , RDF , Random Decision Forest , BT , Bayesian Thresholding , SVM , Support Vector Machine , COTS , Commercial off-the-shelf , SwaP , Size Weight and Power , LIDAR , Light Detection and Ranging , SoC , System on a Chip , FP , False Positives , CCSDS , Consultative Committee for Space Data Systems , GNSS , Global Navigation Satellite System , GPS , Global Positioning System , PI , Proportional - Integral , PID , Proportional - Integral - Derivative , AODS , Attitude Orbital Determination System , RL , Reinforcement Learning , EKF , Extended Kalman Filter , RF , Random Forest , AOCS , Attitude and Orbit Control System , K-NN , k-Nearest Neighbour , SOM , Self-Organizing Map , OOS , On Orbit Servicing , ARPHA , Anomaly Resolution and Prognostic Health Management for Autonomy , DBSCAN , Density-Based Spatial Clustering of Applications with Noise , EPS , Electrical Power System , SSHM , Software and Sensor Health Management , RDA , Regularized Discriminant Analysis , AROW , Adaptive Regularization of Weight Vector , SCW , Soft Confidence-Weighted , CNES , Centre national d'études spatiales (The National Centre for Space Studies) , ESOC , European Space Operations Centre , RBF , Radial Basis Function , DLR , Deutsches Zentrum für Luft- und Raumfahrt (German Aerospace Center) , OC-SVM , One-Class Support Vector Machine , NHERD , Normal Gaussian Herding , THEMIS , Thermal EMission Imaging System , IPEX , Intelligent Payload EXperiment , <bold>HyspIRI</bold> , Hyperspectral Infrared Imager , <bold>MODIS</bold> , Moderate-Resolution Imaging Spectroradiometer , <bold>PSNR</bold> , Peak Signal to Noise Ratio , <bold>SSIM</bold> , Structural Similarity Index , FPGA , Field Programmable Gate Array , CALIC , Context-Based, Adaptive, Lossless Image Codec , IWT , Integral Wavelet Transform , PH , Peano-Hilbert , LVQ , Learning Vector Quantization , TF , TensorFlow , SAR , Synthetic Aperture Radar , ROEWA , Ratio of Exponential Weighted Average , JPEG , Joint Photographic Experts Group , <bold>STP-H5-CSP</bold> , Space Test Program-Houston-5-Cubesat Service protocol , NAS , Neural Architecture Structure , CPU , Central Processing Unit , GPU , Graphics Processing Unit , VPU , Visual Processing Unit , TPU , Time Processing Unit , TTQ , Trained Ternary Quantization , RT , Radiation Tolerant , MNAS , Mobile Neural Architecture Search , KT , Knowledge Transfer , K<inf>D</inf> , Knowledge Distillation , CSP , Cubesat Service Protocol , SBC , SpaceBorne Computer , MNIST , Modified National Institute of Standards and Technology database , NISSTC , National Information Security Standardization Technical Committee , DIN , Deutsches Institut für Normung (German Institute of Standardization) , DKE , Deutschen Kommission Elektrotechnik Elektronik Informationstechnik (German Commission for Electrical, Electronic and Information Technologies) , EU , European Union , EC , European Commission , SMEs , Small and Medium Enterprises , DEEL , DEpendable and Expandable Learning , EOSDIS , Earth Observation Systems’ Data Information Systems , SGACm , Space Generation Advisory Council , SSPG , Small Satellite Project Group , DRL , Deep Reinforcement Learning , GIS , Geographic Information Systems , XAI , Explainable AI