. "Geographic Information Science"@en . . "Space System engineering"@en . . "Aerospace engineering"@en . . "English"@en . . "Introduction to national defence"@en . . "5" . "Defence-related duties of the State. Preparation of activ\u0002ities related to national defence, analysing threats that \nmay lead to crisis situations of a political or military na\u0002ture, learning about national mobilisation procedures \nand mobilisation of strategic reserves and preparing the necessary related documentation." . . "Presential"@en . "TRUE" . . "Mathematics"@en . . "3" . "Basic terms and theorems of mathematics, mathemati\u0002cal analysis, ordinary differential equations, integral calculus of functions of several real variables, elements of theory of probability." . . "Presential"@en . "TRUE" . . "Image analysis"@en . . "3" . "Selected theoretical and practical problems related to \r\nthe analysis and digital processing of photogrammetric \r\nand remote sensing pan-chromatic and multispectral \r\nimagery obtained from the aviation and satellite alti\u0002tudes. Selection of satellite imagery and methods of its \r\nprocessing as well as the use of specialist software for \r\nprofessional digital processing." . . "Presential"@en . "TRUE" . . "Geodata processing algorithms"@en . . "3" . "Numerical algorithms used in geospatial engineering, \r\nalgorithms of minimalist methods, mapping algorithms\r\nand solving classical tasks. Computational geometry \r\nalgorithms, including classical problems of spatial analy\u0002sis." . . "Presential"@en . "TRUE" . . "Occupational health and safety"@en . . "0" . "Terminology and definitions: ergonomics, occupational \nhealth and safety, work protection, dangerous, harmful, \nand onerous factors. Obligations of the employer and \nthe employee. Supervision over work conditions." . . "Presential"@en . "TRUE" . . "Remote sensing application"@en . . "3" . "Overview of advanced remote sensing techniques. Pre\u0002processing and processing of data for the purposes of \r\nsolving issues related to environmental analyses con\u0002ducted with use of remote sensing. Data, ways of their \r\nprocessing, and methods of analysing remote sensing \r\ninformation to solve various problems related to monitor\u0002ing the natural environment." . . "Presential"@en . "TRUE" . . "Advanced photogrammetric maps"@en . . "2" . "Advanced situational/altitudinal maps prepared with use of contemporary digital photogrammetric methods. Pho\u0002togrammetric imagery obtained at various altitudes is used for standard photogrammetric studies, as well as \natypical projects, connected to the unusual nature of source data." . . "Presential"@en . "TRUE" . . "Designing geographic information systems"@en . . "3" . "Methodology of designing IT systems. Tools and tech\u0002niques for the implementation of geographic information systems. Methodologies and software for managing IT projects." . . "Presential"@en . "TRUE" . . "Publishing geospatial data"@en . . "4" . "Legal and technical aspects of publishing spatial data.\r\nThe INSPIRE Initiative and Directive, benefits of its im\u0002plementation and main components of spatial infor\u0002mation infrastructure. Spatial data services from the \r\npoint of view of their providers and users on various \r\nlevels of administration." . . "Presential"@en . "TRUE" . . "Reverse engineering"@en . . "3" . "Preparation and development of point clouds to the form of 3D models. Preparation of measurement data: obtain\u0002ing data and initial processing to the form of complete point clouds. Construction of a 3D model in specialist \r\nsoftware." . . "Presential"@en . "TRUE" . . "Reference systems in geodesy"@en . . "3" . "Reference systems and sets and sets of coordinates used in geodesy. Terrestrial and celestial reference systems, transformations between the terrestrial and celestial systems. Dynamics of the rotational and revolu\u0002tionary movement of the Earth, the notion of altitude in geodesy and altitude systems." . . "Presential"@en . "TRUE" . . "Spectral analysis"@en . . "4" . "Advanced issues related to the methods of obtaining and processing remote sensing data for the purposes of conducting qualitative and quantitative analyses. The course includes both theoretical and practical analysis of various methods of obtaining spectral data, both imag\u0002ing and non-imaging ones. Obtaining and processing spectrometric data. Processing raw imagery data to a form that is fully corrected in the radiometric and geo\u0002metric aspects. Processing imagery data from the mo\u0002ment of obtaining to a form that enables conducting advanced spectral analyses." . . "Presential"@en . "FALSE" . . "Geostatistics"@en . . "4" . "Theoretical and practical issues related to geostatistics.Tobler’s Laws, spatial autocorrelation, conditions for the application of geostatistics, definitions of: regionalized variable, variogram, covariance, kriging. Selected ex\u0002amples of geostatistics, including in preparing maps of real property value." . . "Presential"@en . "FALSE" . . "Advanced geospatial analyses"@en . . "4" . "Methods of exploring spatial data and advanced statisti\u0002cal methods used to analyse such data." . . "Presential"@en . "FALSE" . . "Photogrammetry in engineering"@en . . "4" . "Preparing and elaborating geodata for tasks in the field \r\nof civil engineering. Preparing measurement data, in\u0002cluding obtaining and pre-processing to the form of complete point clouds. Application of point clouds in \r\nvarious tasks related to geospatial engineering with use \r\nof photogrammetric and remote sensing data." . . "Presential"@en . "FALSE" . . "Low-altitude photogrammetry"@en . . "4" . "Processing digital images obtained at low altitudes in \r\nthe visible and near infrared spectrum with use of non\u0002metric cameras installed on UAVs. Photogrammetric \r\ndevelopment of data obtained at low altitudes and the \r\nuse of specialist photogrammetric software. Introduction \r\nto low-altitude photogrammetry. Assessment of the qual\u0002ity of images obtained at low altitude" . . "Presential"@en . "FALSE" . . "Environmental remote sensing"@en . . "5" . "Basic and advanced issues related to contemporary \r\ntechniques of processing remote sensing data and their \r\napplication in environmental research. Basic and ad\u0002vanced methods, techniques, and tools used in contem\u0002porary remote sensing, including the integration of data \r\nobtained from various sources, radar remote sensing, \r\nand spectral analyses." . . "Presential"@en . "FALSE" . . "Close-range photogrammetry"@en . . "5" . "Close-range photogrammetry. Techniques of terrestrial \r\nimaging techniques in the visual spectrum. Analogue \r\nand digital ground-based photogrammetric cameras and \r\nthe adaptation of non-metric digital cameras for the \r\ntasks of engineering and industrial photogrammetry as \r\nan alternative to geodesic measurement technologies, \r\nincluding laser scanning. Unmanned aerial platforms to \r\nobtain image data that enable spatial modelling of close\u0002range objects and their surroundings." . . "Presential"@en . "FALSE" . . "Radar systems in earth Imaging"@en . . "5" . "Military and commercial radar satellite reconnaissance systems. Types and properties of radar images. Meth\u0002ods of processing digital radar data." . . "Presential"@en . "FALSE" . . "Deep neural networks in geodata analysis"@en . . "5" . "Processing photogrammetric, remote sensing, pan\u0002chromatic, multispectral images with use of deep neural networks. Selection of the neural network type and ar\u0002chitecture to solve a specific task. Developing the ability to use specialist software to perform professional digital transformations related to artificial intelligence." . . "Presential"@en . "FALSE" . . "Geo-engineering research support"@en . . "5" . "Application of geographic information systems in hu\u0002manities, historical GIS, archival documents as data sources, integration of cartographic data and humani\u0002ties." . . "Presential"@en . "FALSE" . . "Managing geographic information projects"@en . . "5" . "Managing projects related to SIP/GIS. Theoretical basis and basic practical skills related to the methods and tools that support the management of IT projects. Man\u0002aging geo-information projects taking into consideration the needs and legal regulations concerning geodesy and cartography." . . "Presential"@en . "FALSE" . . "Diploma seminars"@en . . "5" . "The course prepares students to choose the topic and to start writing the Master’s thesis. Considering various types of diplomas, depending on the objective and sub\u0002ject of the thesis, topics of Master’s theses, ethics and practical aspects, the role and manner of using technical literature in solving technical problems, the role of ex\u0002periment, elements of intellectual property law, stages of solving and performing the task, layout and content of the thesis, presentation and discussion of the ways to solve the problems included in the task, partial-results and the whole thesis." . . "Presential"@en . "FALSE" . . "Diploma"@en . . "20" . "Preparation of a diploma project in the field of Geospa\u0002tial Engineering with the elements of scientific research.\r\nIncluding information from foreign-language literature in \r\nthe analysis of the problem analysed in the thesis." . . "Presential"@en . "FALSE" . . "Master in Geospatial Engineering"@en . . "https://www.wig.wat.edu.pl/index.php/ksztalcenie/programy-studiow/nabor-2022-2023/inzynieria-geoprzestrzenna-2\r\n\r\nhttps://www.wig.wat.edu.pl/index.php/ksztalcenie/programy-studiow/nabor-2022-2023/inzynieria-geoprzestrzenna-2/853-program-studiow-stac-ii-st-mgr-inzynieria-geoprzestrzenna-1/file\r\n" . "90"^^ . "Presential"@en . "nan"@en . . . . "1.5 years"@en . "FALSE" . . "Master"@en . "Final Exam of content of DP" . "Not informative" . "no data"@en . "Not informative" . "Recommended" . "nan"@en . "no data" . "FALSE" . "Downstream"@en . . . . . . . . . . . . . . . . . . . . . . . . . . "Faculty of Civil Engineering and Geodesy"@en . .