Predicting the passenger flow inside a city is a vital component of the intelligent transportation management system. The proposal for a new residential area, an office space, post­pandemic policy implications for work from home, behavioral changes for revised traffic patterns, infrastructural improvements, require a visual and analytical backing which can be provided through a macro simulation model. This research explores the performance of the Machine learning (ML) based transport model against the predictions provided by the traditional Spatial Interaction Models (SIM) for the city of Oslo. The transport models and their parameters are analyzed for sensitivity analysis and scenario analysis to derive city character. Furthermore, the derived model is deployed over an interactive dashboard for analytical and their practical visualizations through infographics. The results show that the ML model outperforms the SIM. Although the traditional SIM has a clear advantage of being interpreted by design and requiring a few parameters, it suffers from its inability to accurately capture the structure of real flows and greater variability as compared to the ML model. Extensive statistical analyses are conducted to obtain significant results and realize the pros and cons of both the models which question the validity of results for the ML model over SIM. With this thesis, we discuss the potential of ML model detected trends of passenger flows, andtheir capacity to simulate city development­related scenarios for the traffic flows within the city.

Abstract This paper describes the file formats of the output data and geometry files generated by the Delphin program, a simulation model for hygrothermal transport in porous media. The output data format is suitable for any kind of simulation output generated by transient transport simulation models. Implementing support for the Delphin output format enables use of the advanced post-processing functionality provided by the Delphin post-processing tool and its dedicated physical analysis functionality.

This paper describes the file formats of the output data and geometry files generated by the Delphin program, a simulation model for hygrothermal transport in porous media. The output data format is suitable for any kind of simulation output generated by transient transport simulation models. Implementing support for the Delphin output format enables use of the advanced post-processing functionality provided by the Delphin post- processing tool and its dedicated physical analysis functionality. The article also discusses the application programming interface of the DataIO library that can be used to read/write Delphin output data and geometry files conveniently and efficiently.

This paper describes the format of material data files that hold parameters needed by thermal and hygrothermal simulation tools such as Delphin, Hajawee (Dynamic Room Model) and Nandrad. The Material Data Files are containers for storing parameters and functions for heat and moisture transport and storage models. The article also discusses the application programming interface of the Material library that can be used to read/write material data files conveniently and efficiently.

This paper describes the format of material data files that hold parameters needed by thermal and hygrothermal simulation tools such as Delphin, Hajawee (Dynamic Room Model) and Nandrad. The Material Data Files are containers for storing parameters and functions for heat and moisture transport and storage models. The article also discusses the application programming interface of the Material library that can be used to read/write material data files conveniently and efficiently.:1 Introduction 2 Magic Headers 3 File Name Conventions 4 Format Description 4.1 String/Identifier Value Type 4.2 Internationalized/Translated String Value Type 4.3 Parameter Value Type 4.4 Special Data Lines and End-of-File Convention 4.5 Special Keyword FUNCTION 5 Material File Sections 5.1 Section Keywords 5.2 Completeness of Material Data 5.3 Section [IDENTIFICATION] 5.4 Section [STORAGE_BASE_PARAMETERS] 5.5 Section [TRANSPORT_BASE_PARAMETERS] 5.6 Section [MECHANICAL_BASE_PARAMETERS] 5.7 Section [MOISTURE_STORAGE] 5.8 Section [MOISTURE_TRANSPORT] 5.9 Section [HEAT_TRANSPORT] 5.10 Section [AIR_TRANSPORT]

Abstract This paper describes the file formats of the output data and geometry files generated by the Delphin program, a simulation model for hygrothermal transport in porous media. The output data format is suitable for any kind of simulation output generated by transient transport simulation models. Implementing support for the Delphin output format enables use of the advanced post-processing functionality provided by the Delphin post-processing tool and its dedicated physical analysis functionality.:1 Introduction 2 Magic Headers 2.1 Version Number Encoding in Binary Files 2.2 Version Number Encoding in ASCII Files 3 Output Data File Format 3.1 File Name Specification 3.2 General File Layout 3.3 ASCII Format 3.4 Binary File Format 4 Geometry File 4.1 General 4.2 File Name Specification 4.3 ASCII Format 4.4 Binary Format 5 Summary A Changes

This paper describes the file formats of the output data and geometry files generated by the Delphin program, a simulation model for hygrothermal transport in porous media. The output data format is suitable for any kind of simulation output generated by transient transport simulation models. Implementing support for the Delphin output format enables use of the advanced post-processing functionality provided by the Delphin post- processing tool and its dedicated physical analysis functionality. The article also discusses the application programming interface of the DataIO library that can be used to read/write Delphin output data and geometry files conveniently and efficiently.:1 Introduction 2 Magic Headers 2.1 Version Number Encoding in Binary Files 2.2 Version Number Encoding in ASCII Files 3 Output Data File Format 3.1 File Name Specification 3.2 General File Layout 3.3 ASCII Format 3.4 Binary File Format 4 Geometry File 4.1 General 4.2 File Name Specification 4.3 ASCII Format 4.4 Binary Format 5 Overview of the Programming Interface (API) 5.1 Reading Data Files with the DataIO Library 5.2 Writing Data Files with the DataIO Library 6 Summary