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    Machine Learning-Based Positioning in Optical Communication Networks Using a Camera: Indoors and Underwater

    , M.Sc. Thesis Sharif University of Technology Seyed Tabatabaei, Raouf (Author) ; Shabany, Mahdi (Supervisor) ; Hashemi, Matin (Supervisor)
    Abstract
    Positioning refers to the process of estimating the receiver coordinates aiming for an accurate understanding of the surrounding environment. This branch of science has attracted considerable attention in recent years. Today, the influence sphere of positioning is so expanded that encompasses applications in daily life (e.g., navigation) as well as commercial and even military fields. Global Positioning System (GPS) is the most widely used tool in real-time positioning. Because GPS imposes great measurement errors in challenging conditions (e.g., turbulent water environments), alternative methods such as methods based on Wi-Fi, Bluetooth, and visible light have been proposed. Benefiting... 

    Improving the Energy Efficiency in Visible Light Communication
    Networks with Space Division Multiplexing

    , M.Sc. Thesis Sharif University of Technology Zolala, Elahe (Author) ; Salehi, Jawad (Supervisor) ; Beyranvand, Hamzeh (Supervisor)
    Abstract
    Visible light communication networks provide wide bandwidth due to the use of visible light. In these networks, high efficiency can be achieved with proper system design and the use of space division multiplexing, effectively utilizing the existing bandwidth. Design issues in these networks are usually raised in the form of optimization. In this thesis, we optimize the energy efficiency of a visible light communication network with space division multiplexing in the transmitter by determining how to allocate LEDs to users and the amount of power for each LED. To accomplish this, we first propose two heuristic algorithms for determining how to allocate LEDs, and then we use a global... 

    Optical Communication Impairments Mitigation Using Interpretable Machine Learning

    , M.Sc. Thesis Sharif University of Technology Karami, Mahyar (Author) ; Pakravan, Mohammad Reza (Supervisor) ; Hadi, Mohammad (Co-Supervisor)
    Abstract
    Optical impairments, as a challenging obstacle in optical communication systems, have been under deep attention of optical engineers in recent years. These impairments can be divided into two categories of linear and nonlinear impairments. Dispersion is a significant linear impairment leads to broadening of the optical signal and interference between transmitted symbols during detection. Nonlinear impairments such as cross-phase modulation (XPM) and self-phase modulation (SPM) also distort the transmitted signal through the fiber, causing interference at the receiver and degrading the system's performance. An appropriate solution for compensating optical fiber impairments is to utilize... 

    Improving Performance and Power Consumption of Optical CMPs Using Inter-core Communication Prediction

    , M.Sc. Thesis Sharif University of Technology Ghane, Millad (Author) ; Sarbazi Azad, Hamid (Supervisor)
    Abstract
    Studying data flows in conventional applications of Multi-Processor System-on-Chips (MPSoCs) denotes that most of these flows are the ones that transfer huge volume of data in inter-core communications. Previous works try to present architecture for interconnection network which some paths with low power and latency are reserved (statically or dynamically). However all of the presented methods are based on subnetworks or mechanism of transferring control messages (to establish a path and tear it down after transmission of data). Optical connections with low cost, low power and high bandwidth are good candidates to reduce power consumption of Network-on-Chips (NoCs). Therefore, using optical... 

    Mobility-Aware Resource Allocation in Hybrid Visible Light Communication and 5G Radio Access Technologies Networks

    , M.Sc. Thesis Sharif University of Technology Dastgheib, Mohammad Amir (Author) ; Salehi, Javad (Supervisor)
    Abstract
    Visible light communication (VLC) uses huge license-free spectral bandwidth of visible light for high-speed wireless communication. Since each VLC access point covers a small area, handovers of mobile users are inevitable. In order to deal with these handovers, developing fast and effective resource allocation algorithms is a challenge. this paper introduces the problem of mobility-aware optimization of resources in hybrid VLC and 5G radio access technologies networks using the T-step look-ahead policy and employing the notion of handover efficiency. It is shown that the handover efficiency can correlate the overall performance of the network with future actions based on the mobility of...