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    Application of Machine Learning Algorithms on Railway Track Deterioration Modeling

    , M.Sc. Thesis Sharif University of Technology Sedighi, Alireza (Author) ; Shafahi, Yosef (Supervisor)
    Abstract
    The vital and influential role of railways in the socio-economic growth and development of countries, along with the high costs of rehabilitation and maintenance of its infrastructure, has made the existence of a comprehensive maintenance management system a necessity to not only elevate the level of service, reliability, and safety but also to minimize such repair costs. Accurate modeling of track deterioration is essential as one of the components of such systems.In this study, a large database from outputs of EM120, track recording machine, was provided for the years 2009 to 2018 and for all 18 railway zones of Iranian Railways (approximately 13,000 km railway track and 80 GB of data).... 

    A Method for Multi-period Network Design Problem Considering Network Resiliency for Metro Network: A Case Study of Tehran Metro Network

    , M.Sc. Thesis Sharif University of Technology Forouzandeh, Mohammad Hossein (Author) ; Shafahi, Yosef (Supervisor)
    Abstract
    In this research, the multi-period network design problem of metro networks with the aim of maximizing network resilience redefined. In this regard, first the resilience of the metro network studied and a quantitative criterion for measuring resilience proposed. This criterion is presented using the shortest paths between each origin-destination based on the characteristics of the network graph. Then, a model for obtaining the metro network archery scheduling program introduced with the aim of maximizing resilience and taking into account budget constraints in each period, lost user demand, arc construction constraints in one period and feasibility of total construction of arcs in each... 

    Application of Deep Learning Algorithms in Railway Track Deterioration Modeling

    , M.Sc. Thesis Sharif University of Technology Fathi Jam, Faeze (Author) ; Shafahi, Yosef (Supervisor)
    Abstract
    Rail track deterioration models are integral components of rail infrastructure maintenance management systems. In particular, track geometry defects are one of the leading causes of train accidents, and control, management, and modification of the track geometric conditions are among the most important tasks of railway maintenance management systems. Track geometry data such as profile, alignment, gauge, cross-level, and twist constantly change over time. Therefore, these features have the characteristics of time series data.In this study, a large database from outputs of EM120, a track recording machine, was provided for the years 2009 to 2020 and for all 19 railway zones of Iranian... 

    Coordinated Scheduling in Public Transportation by Aim of Transfer Time Reduce

    , M.Sc. Thesis Sharif University of Technology Khani, Alireza (Author) ; Shafahi, Yusof (Supervisor)
    Abstract
    The thesis is about transit network scheduling problem and aims to minimize waiting time at transfer stations. The problem is formulated as a mixed integer programing model that gives departure times of vehicles in lines so that passengers can transfer between lines at transfer stations with minimum waiting time. The model is expanded to another model by considering an extra stoping time of vehicles at transfer stations as a new variable set. By calculationg the optimal value for these variables, transfers could be done in a better condition. The sizes of the models are small enough that the models can be solved for small and medium size networks using regular MIP solvers. Moreover, a... 

    A Comprehensive Model for Aircraft Maintenance Routing

    , M.Sc. Thesis Sharif University of Technology Asadi, Hossein (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    One of the fundamental constraints that should have been in mind in flight scheduling is aircraft maintenance scheduling. Based on the accepted rules, regulations and flight safety, in a given period of time or after definite number of flight hours each aircraft should be sent to maintenance site. This influences the flight schedule. This research provides a comprehensive model for the flight scheduling. Given the flight schedule, number of the flights and aircrafts, maintenance center's capacity and other parameters such as each check's time, allowable flight days and allowable flight hours this model could determine each season's flight schedule and solve the aircraft routing problem.... 

    Flight Rescheduling After Perturbation with Crew Constraints

    , M.Sc. Thesis Sharif University of Technology Jalayer, Mohammad (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    Airlines spend considerable time, effort and financial resources on planning. It is essential to create a competitive timetable and construct a fleet and a crew schedule that utilizes these resources to maximum. Unfortunately, it is all too common that an airline is faced with the necessity of reconstructing their schedule due to some unforeseen event such as an aircraft breakdown or unsuitable weather condition. Rescheduling flight in such conditions is inevitable. In this article, first, a mathematical model is presented to minimize the expense caused by aircraft breakdown, flight delay and airport closure with considering crew constraints. Cancellation, delay, aircraft swaps and replacing... 

    Coordinated Scheduling in Public Transportation to Decrease Transfer Waiting Time Through Slight Changes in Headways

    , M.Sc. Thesis Sharif University of Technology Dianat, Leila (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    Decreasing travel time is one of the main goals of passengers in urban areas for which transportation operators use various policies. Among these policies, expanding public transportation facilities is one of the urban planner major purposes. Considering the fact that making these facilities needs great investment, optimize use of the current facilities is valuable. Waiting time in transit station has influence on increasing passengers’ travel time and inconsistency, so coordination between different transit lines is necessary. In this thesis, creating coordination among different transit lines in a transit network by the use of integer programming is studied in the form of two models. In... 

    A Track Maintenance Management Model Using Heuristic Model (Case of Study: Iranian Railway)

    , M.Sc. Thesis Sharif University of Technology Ahmadi, Ehsan (Author) ; Shafahi, Yusof (Supervisor)
    Abstract
    Railways managers have strong economic incentive to minimize the track maintenance costs, while maintaining safety standards and providing adequate service levels to train operators. . The aim of this study is providing a method for repair and maintenance management of Iranian Railways and improving previous investigations.This study consists of three parts. First, providing a new definition for the rail's status based on fuzzy theory. Second, a cumulative damage model based on a Fuzzy Markov process is applied to model the deterioration of the track. For this reason, tracks are categorized into six classes, so that those tracks with similar traffic loads and geographical location are... 

    An Applied Model for Highway Alignment Optimization Using Particle Swarm Optimization Method

    , M.Sc. Thesis Sharif University of Technology Bagherian, Mehdi (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    A basic highway design problem is to find the most economical alignment connecting two given end points based on topography, soil conditions, socioeconomic factors and environmental impacts, while satisfying a set of design and operational constraints. The cost function complexity and numerous limitations such as highway design criteria have made this problem a NP-hard one. In this study, a swarm based searching algorithm has been applied to a three dimensional highway alignment optimization model. The spatial data has been exploited from a GIS databases using a heuristic swift approach. In addition, the majority of cost items that depend on highway design have been extended in a practical... 

    A Model for Optimizing Railway Alignment Problem Considering Bridge and Tunnel Cost and Using Transional Curves

    , M.Sc. Thesis Sharif University of Technology Ghoreishi, Benyamin (Author) ; Shafahi, Yusof (Supervisor)
    Abstract
    Due to large range searches (there are various alignments between two points) as well as the complex and non-linear cost functions and a variety of geometric constraints, the problem of optimal railway alignment is known as a difficult problem. For this reason, choosing an alignment between two points is usually done based on a limited number of alignments put forward by experts. In recent years, the study of the railway alignment optimization raised again due to the importance of optimization and introduction of various algorithms and their progress in solving various problems. It is expected that applying metaheuristic optimization algorithms, such as methods based on Swarm intelligence... 

    Urban Mobility Pattern Estimation Using O-D Surveys and Mobile Phone Data: A Case Study of Shiraz City

    , M.Sc. Thesis Sharif University of Technology Nouri, Meysam (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    Activity bases models of travel demand considers travel demand as a derived demand to fulfill activities. Development of these models cause better understanding of the mechanism of travel through Integrity, interdependencies, higher temporal and spatial aggregation, and behavioral basis. Although these models requires of spatial and temporal data with high resolution of huge number of peoples. Gathering this data through surveys require great labor and time. Mobile phone data of cellular network have high spatial-temporal resolution used for billing purposes and can be used as a supplementary source of data to develop activity based models. This research uses mobility patterns called motifs... 

    Vehicle Identification Sensors Location Problem with the Purpose of Origin-destination Estimation

    , Ph.D. Dissertation Sharif University of Technology Hadavi, Majid (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    Origin-Destination (OD) table is an important input for managing and controling processes of transportation systems. OD flow estimation based on the observations of traffic sensors is a famous way of attaining this table. Technology developments in recent years reduce the cost and improve the quality of the results for this method. This research explores the methods for applying one of these technologies, vehicle identification systems, with the purpose of OD flow estimation.In this research several location models for vehicle identification systems are presented. These models have better performances comparing to the existing models in the literature. Furthermore, location models for some... 

    A practical model for transfer optimization in a transit network: Model formulations and solutions

    , Article Transportation Research Part A: Policy and Practice ; Volume 44, Issue 6 , 2010 , Pages 377-389 ; 09658564 (ISSN) Shafahi, Y ; Khani, A ; Sharif University of Technology
    2010
    Abstract
    This paper studies the transit network scheduling problem and aims to minimize the waiting time at transfer stations. First, the problem is formulated as a mixed integer programming model that gives the departure times of vehicles in lines so that passengers can transfer between lines at transfer stations with minimum waiting times. Then, the model is expanded to a second model by considering the extra stopping time of vehicles at transfer stations as a new variable set. By calculating the optimal values for these variables, transfers can be better performed. The sizes of the models, compared with the existing models, are small enough that the models can be solved for small- and medium-sized... 

    Route Choice Estimation Using Cell Phone Data

    , M.Sc. Thesis Sharif University of Technology Taghipour, Homa (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    Knowing the trip information such as paths that travelers prefer to choose is useful for practice in developing certain transportation planning step. There are different methods such as using GPS and conducting survey for volunteer travelers in order to understand actual paths. Obviously, all of these methods have some deficiencies. This research suggests and examines a method for estimating travelers’ path by using cell phone data. The main advantage of using these kinds of data is enabling the process of collecting information without any active interference of the users. A big data set consisting of 300,000 cell phone users’ information in the city of Shiraz is studied to achieve this... 

    Determining Mode of Travel Using Cell Phone Data

    , M.Sc. Thesis Sharif University of Technology Kalatian, Arash (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    There has been growing interest in exploiting cellular network data for transportation planning purposes in recent years. In this thesis, we utilize these data for determining mode of travel in the city of Shiraz, Iran. Cellular data records -including location updates in 5minute time intervals- of 300,000 users from the city of Shiraz has been collected for 40 hours in three consecutive days in a cooperation with the major telecommunications service provider of the country. Depending on the density of mobile BTS’s in different zones of the city, the user location can be located within an average of 200 meters. Considering data filtering and smoothing, data preparation and converting them to... 

    Estimating Activity Patterns Using Spatio-temporal Data of Cell phone Networks

    , M.Sc. Thesis Sharif University of Technology Zahedi, Mostafa (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    The tendency towards using activity-based models to predict trip demand has increased dramatically over recent years, but these models have suffered insufficient data for calibration and the intrinsic problems of traditional methods imposes the need to search for better alternatives. This paper discusses ways to process the cellphone spatio-temporal data in a manner that makes it comprehensible for traffic interpretations and proposes methods on how to infer urban mobility and activity patterns from the aforementioned data. Movements of each subscriber is described by a sequence of stays and trips and each stay is labelled by an activity. The type of activities are estimated using features... 

    A practical O-D matrix estimation model based on fuzzy set theory for large cities

    , Article Proceedings - 23rd European Conference on Modelling and Simulation, ECMS 2009, 9 June 2009 through 12 June 2009, Madrid ; 2009 , Pages 77-83 ; 0 ; 9780955301889 (ISBN) Shafahi, Y ; Faturechi, R ; Sharif University of Technology
    2009
    Abstract
    Estimanon of the origin-destination trip danad matrix (O-D) plays a key role in travel analysis and transportation planning and operations. Many researchers have developed different O-D maths estimation mediods using traffic counts, which allow simple data collection as opposed to die costly traditional direct estimation methods based on home and roadside interviews. In mis papet, a new fuzzy O-D matrix estimation model (FODMEM) is proposed to estimate die O-D matrix from traffic count. A gradient-based aigoridnn. containing 3 fuzzy rule based approach to control die estimated O-D matrix changes, is proposed to solve FODMEM Since link data only represents a snapshot situation, resulting in... 

    Origin-Destination Matrix Adjustment using Split Ratios of Network Nodes

    , M.Sc. Thesis Sharif University of Technology Asgarian, Mahya (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    This research presents a model to adjust origin-destination (OD) matrix using split ratios of network nodes. Conventional direct methods for OD estimation are resource intensive and time consuming therefore developing indirect methods which are less costly is important. Split ratios of network nodes can be obtained from nowadays technologies such as Bluetooth sensors with acceptable accuracy. An iterative bilevel estimation framework is presented that uses split ratios and link flows as observations. The upper level problem is to minimize a weighted objective function of the deviation between observed and estimated data. In the lower level the OD matrix is assigned to the network. This model... 

    Estimation of Origin-Destination Trip Matrix Using Spatio-Temporal Data of Cell Phone Networks Collected based on the PLU method

    , M.Sc. Thesis Sharif University of Technology Eftekhar, Zahra (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    Origin-destination (OD) matrix is one of the most important sources of information used in planning and management of transportation networks. Estimation of a precise OD matrix is a fundamental component for enabling the administrative authorities to optimize the use of their transportation network. Traditionally, urban planners use direct approaches including household questionnaires to estimate OD matrices. These methods are time-consuming and costly. Strategies that are more recent like Bluetooth, Wi-Fi, and RFID scanners and detectors include deficient precision and the additional cost of accessories. Exploiting GPS technology in spite of its high locating accuracy, due to user... 

    Exploring the Association between the Effective Parameters on Transportation and the Process of Urban Development: Case Study Shiraz City

    , M.Sc. Thesis Sharif University of Technology Barati, Hojjat (Author) ; Shafahi, Yousef (Supervisor)
    Abstract
    The process of urbanization and the dramatic increase in residential population lead to significant development in urban area, especially in metropolitan areas, and cause unpredicted challenges for transportation planning and the mobility of dwellers and products. One of the most heated discussions in urban transportation planning during the last decades is devoted to the nexus among urban spatial development, sprawl and poly-centricity phenomena, and urban transportation system parameters. Definitely, the drivers' behaviors have also altered rapidly during this process. Besides, the complicity of the nature of transportation models for predicting the travel demand of system is inevitable....