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    Evaluation of Implementing Machine Learning Methods on Multi-Access Edge Computing Based Networks, Focusing on Computation Offloading

    , M.Sc. Thesis Sharif University of Technology Noorzad, Soroosh (Author) ; Hajsadeghi, Khosrow (Supervisor)
    Abstract
    Many applications that require heavy processing, such as augmented reality, facial recognition, self-driving cars, and digital healthcare systems, are emerging. Many devices in the Internet of Things space cannot process such a volume of calculations. One of the newest methods to solve this problem is using new architectures in network design, among which we can refer to the edge computing architecture. In this method, by offloading the computation on the available computing resources close to the network's end nodes, we try to provide the results of the calculations for the end nodes of the network as quickly as possible. In this thesis, the problem of determining the computation offloading... 

    Supply Chain Optimization with Perishable Products Through Demand Forecasting by a Reinforcement Learning Algorithm

    , M.Sc. Thesis Sharif University of Technology Shams Shemirani, Sadaf (Author) ; Khedmati, Majid (Supervisor)
    Abstract
    Using an efficient method to manage inventory systems is always a challenging issue in supply chain optimization. In supply chains including perishable goods, it is possible to reduce waste and other costs by identifying uncertain demand patterns and managing inventory levels at different stages of the supply chain. Considering the uncertainty and complex conditions of supply chains in the real world, in order to create a suitable model to express these conditions, various uncertain factors must be considered, each of which affects the supply chain inventory level in some way. In this research, a multi-level perishable supply chain model with uncertain demand, lead time and deterioration... 

    Modeling and Forecasting Dust Storms in Yazd Province

    , Ph.D. Dissertation Sharif University of Technology Hosseini Dehshiri, Shahabaddin (Author) ; Firoozabadi, Bahar (Supervisor) ; Afshin, Hossein (Co-Supervisor)
    Abstract
    The Yazd province is located in the dry and desert region of Iran and is constantly exposed to strong winds and dust storms due to its climatic conditions and geographical location. The first objective of this thesis is to assess the dust storm events that have occurred in Yazd province in order to identify their source and pathways of transport during the long-term period of 2012-2019. A novel multi-criteria framework for identifying the sources of dust storms and dust events in Yazd province has been presented using the HYSPLIT model. In this framework, the numerical results, along with geographical features, observational and satellite data, were used as criteria in the multi-criteria... 

    Risk-based Framework for Optimal Calibration of Building Seismic Design Provisions through Minimization of Lifecycle Cost

    , Ph.D. Dissertation Sharif University of Technology Saeed Hosseini Varzandeh (Author) ; Mahsuli, Mojtaba (Supervisor)
    Abstract
    This dissertation proposes a probabilistic framework for optimal calibration of design provisions based on the minimization of lifecycle cost (LCC) and its uncertainty. Subsequently, this framework is utilized to determine the optimal robust design base shear coefficient of building structures, and propose a methodology for codifying it while preserving the current structure of the base shear equation. In the first part of the proposed methodology, various structures are designed with different seismic base shears. Then, at each site, their LCC comprising the construction costs and seismic losses is calculated. Various types of seismic loss considered in this study include the direct... 

    A Hybrid Multi-Objective and Multi-Criteria Approach to Develop an Assignment Optimization Model in Car Sharing Networks

    , M.Sc. Thesis Sharif University of Technology Mahdaei, Mahdi (Author) ; Akbari Jokar, Mohammad Reza (Supervisor)
    Abstract
    In this study, given the increasing challenges urban and intercity transportation face in the modern world, including population growth, urban development, and environmental concerns, an innovative approach to optimize the use of car-sharing vehicles is presented. The research aims to develop a multi-objective mathematical programming model for the optimal allocation of car-sharing vehicles, considering key factors such as transportation costs, travel time, and environmental pollution. This seeks to reduce costs, increase efficiency, shorten travel times, and contribute to environmental sustainability. Initially, a thorough literature review was conducted to provide a comprehensive... 

    Optimization of Post-disaster Recovery: Integration of Bayesian Network and Agent-based Simulation

    , M.Sc. Thesis Sharif University of Technology Gerami, Borhan (Author) ; Mahsouli, Mojtaba (Supervisor)
    Abstract
    This thesis proposes a probabilistic framework for evaluating and enhancing the community recovery process following an earthquake occurrence. This framework serves as a recovery decision support tool, aiming to enhance community resilience through the optimal allocation of limited available resources following a disaster occurrence. To this end, Bayesian network and agent-based simulation are integrated, each of which forming one of the modules of the proposed framework. The first module, namely, the Bayesian network, leads to situational awareness of the status of the community after the earthquake by fusing data from various sources. The data, such as the earthquake event characteristics... 

    Load commitment in a smart home

    , Article Applied Energy ; Vol. 96, issue , 2012 , p. 45-54 ; ISSN: 03062619 Rastegar, M ; Fotuhi-Firuzabad, M ; Aminifar, F ; Sharif University of Technology
    Abstract
    Although demand response (DR) potentially brings miscellaneous advantages, it is currently faced with challenges in its implementation due to customers' difficulty in manually responding to the time-varying prices. This paper presents an optimal and automatic residential load commitment (LC) framework to achieve the household minimum payment. Problem decision variables are the operating status of responsive appliances and charging/discharging cycles of battery storage and plug-in hybrid electric vehicles (PHEVs). Storage capability in residential centers provide the customers with this opportunity to not only supply the local demand during the high price hours but also sell the energy back... 

    Incorporating large-scale distant wind farms in probabilistic transmission expansion planning-part I: Theory and algorithm

    , Article IEEE Transactions on Power Systems ; Vol. 27, issue. 3 , 2012 , p. 1585-1593 ; ISSN: 08858950 Moeini-Aghtaie, M ; Abbaspour, A ; Fotuhi-Firuzabad, M ; Sharif University of Technology
    Abstract
    With increment in the penetration of wind energy in power systems, the necessity of considering its impacts on transmission expansion planning (TEP) studies, especially for large scale wind farms, is inevitable. A new multi-objective (MO) optimization transmission expansion planning algorithm considering wind farm generation is presented in this two-paper set. Part I is mainly devoted to derivation of the theory and algorithm. The objective functions used in the TEP studies take into account investment cost, risk cost and congestion cost. The combination of Monte Carlo simulation (MCS) and Point Estimation Method (PEM) is implemented to investigate the effects of network uncertainties. Due... 

    Multi-objective design optimization of functionally graded material for the femoral component of a total knee replacement

    , Article Materials and Design ; Vol. 53, Issue. 1 , 2014 , pp. 159-173 ; ISSN: 0895-7177 Bahraminasab, M ; Sahari, B. B ; Edwards, K. L ; Farahmand, F ; Hong, T. S ; Arumugam, M ; Jahan, A ; Sharif University of Technology
    Abstract
    The optimal design of complex systems in engineering requires pursuing rigorous mathematical modeling of the system's behavior as a function of a set of design variables to achieve goal-oriented design. Despite the success of current knee implants, the limited life span remains the main concern of this complex system. The mismatch between the properties of engineered biomaterials and those of biological materials leads to insufficient bonding with bone, stress shielding effects and wear problems (i.e. aseptic loosening). The use of a functionally graded material (FGM) for the femoral component of knee implants is attractive because the properties can be designed to vary in a certain pattern... 

    Finite volume coupling strategies for the solution of a Biot consolidation model

    , Article Computers and Geotechnics ; Vol. 55, issue , January , 2014 , p. 494-505 ; ISSN: 0266352X Asadi, R ; Ataie-Ashtiani, B ; Simmons, C. T ; Sharif University of Technology
    Abstract
    In this paper a finite volume (FV) numerical method is implemented to solve a Biot consolidation model with discontinuous coefficients. Our studies show that the FV scheme leads to a locally mass conservative approach which removes pressure oscillations especially along the interface between materials with different properties and yields higher accuracy for the flow and mechanics parameters. Then this numerical discretization is utilized to investigate different sequential strategies with various degrees of coupling including: iteratively, explicitly and loosely coupled methods. A comprehensive study is performed on the stability, accuracy and rate of convergence of all of these sequential... 

    On the influence of shape and material used for the femoral component pegs in knee prostheses for reducing the problem of aseptic loosening

    , Article Materials and Design ; Vol. 55, issue , March , 2014 , p. 416-428 Bahraminasab, M ; Sahari, B. B ; Edwards, K. L ; Farahmand, F ; Jahan, A ; Hong, T. S ; Arumugam, M ; Sharif University of Technology
    Abstract
    The integration of materials selection and design are essential to the success of new product development, especially when applied to biomedical devices. The knee prosthesis, like any other implant, is a product that still lacks satisfactory design solutions for solving the problem of aseptic loosening. Stress shielding is one of the main causes of aseptic loosening that is intimately related to the overall design of the knee prosthesis. The design of the location pegs in the femoral component of the knee prosthesis is seen to have a critical effect on the stress shielding. In this study, therefore, different combinations of location peg geometries and material designs were assessed using... 

    Peer evaluation of multi-attribute analysis techniques: Case of a light rail transit network choice

    , Article Scientia Iranica ; Volume 20, Issue 3 , 2013 , Pages 371-386 ; 10263098 (ISSN) Poorzahedy, H ; Rezaei, A ; Sharif University of Technology
    2013
    Abstract
    This paper attempts to present a method for differentiating between multi-attribute decision procedures and to identify some competent procedures for major decision problems, where a matrix of alternative-measure of effectiveness and a vector of weights for the latter are available. In this respect, several known multi-attribute analysis procedures are chosen, and the same procedures are exploited to evaluate themselves, based on some evaluation criteria. This is done from an engineering viewpoint and in the context of a transportation problem, using a real case light rail transit network choice problem for the City of Mashhad, and the results are presented. Two concepts have been proposed... 

    Integration of CFD and Nelder-Mead algorithm for optimization of MOCVD process in an atmospheric pressure vertical rotating disk reactor

    , Article International Communications in Heat and Mass Transfer ; Volume 43 , April , 2013 , Pages 138-145 ; 07351933 (ISSN) Abedi, S ; Farhadi, F ; Boozarjomehry, R. B ; Sharif University of Technology
    2013
    Abstract
    In this work, optimization of metalorganic chemical vapor deposition process for uniform layer thickness with especial attention to reactor geometric parameters as decision variables is presented. A numerical solution to a steady thermal flow associated with multi-species and chemical reactions in atmospheric pressure axisymmetrical rotating disk reactor by the CFD technique is obtained. Such a simulation is conducted on the assumption that the low Mach number flow is laminar. Then the validation of the numerical results with the benchmark solutions is conducted. Finally, integrating the CFD simulator with an optimization program, based on the Nelder-Mead algorithm, as a new approach is... 

    A multi-objective analysis for import quota policy making in a perishable fruit and vegetable supply chain: A system dynamics approach

    , Article Computers and Electronics in Agriculture ; Volume 93 , 2013 , Pages 37-45 ; 01681699 (ISSN) Teimoury, E ; Nedaei, H ; Ansari, S ; Sabbaghi, M ; Sharif University of Technology
    2013
    Abstract
    This study investigates a supply chain of perishable fruits and vegetables. A simulation model using system dynamics approach is proposed to study the behaviors and relationships within the supply chain and to determine the impact of the supply, demand and price interactions. The proposed model yields an insight into the overall agricultural system, taking into account the influence of import quota policies. The purpose of this study is to develop a multi-objective model identifying the best import quota policy for Tehran Municipality Organization of Fruits and Vegetables. The multiple objectives are considered to be price mean, price variation and markup. Key conclusions were reached on how... 

    Post-2012 CDM multi-criteria analysis of industries in six Asian countries: Iranian case study

    , Article Climate Policy ; Volume 13, Issue 2 , 2013 , Pages 210-239 ; 14693062 (ISSN) Mohammadi, A ; Abbaspour, M ; Soltanieh, M ; Atabi, F ; Rahmatian, M ; Sharif University of Technology
    2013
    Abstract
    The prospects of the Clean Development Mechanism (CDM) and for carbon income, up to and beyond 2012, in the industrial sectors of Iran and five other Asian countries are investigated. The attractiveness and suitability of each host country, the status of their industrial sectors (based on four post-2012 scenarios), and the post-2012 potential of the CDM (or similar carbon projects) in these sectors are all examined. A multi-criteria analysis of Iran, Saudi Arabia, the UAE, Qatar, China, and India, based on seven sets of criteria (institutional, regulatory, economic, political, social, CDM experience, and energy production/consumption), is conducted, and the post-2012 potential carbon incomes... 

    Kinematic control of a new hyper-redundant manipulator with lockable joints

    , Article Scientia Iranica ; Volume 20, Issue 6 , 2013 , Pages 1742-1752 ; 10263098 (ISSN) Taherifar, A ; Salarieh, H ; Alasty, A ; Sharif University of Technology
    Sharif University of Technology  2013
    Abstract
    Kinematic control of a special hyper-redundant manipulator with lockable joints is studied. In this manipulator, the extra cables are replaced by a locking system to reduce the weight of the structure and the number of actuators. This manipulator has discrete and continuous variables due to its locking system. Therefore, a hybrid approach has been adopted in control. At first the forward kinematics and velocity kinematics of this manipulator are derived, and then a novel closed-loop control algorithm is presented. This algorithm consists of decision making, an inner loop controller, and kinematic calculation blocks. The decision making block is the logical part of the control scheme in which... 

    Subsidy cut and its effect on tehran electricity company: A system dynamics approach

    , Article Proceedings of the 2012 - Summer Computer Simulation Conference, SCSC 2012, Part of SummerSim 2012 Multiconference ; Volume 44, Issue 10 , 2012 , Pages 113-120 ; 9781618399847 (ISBN) Mehmanchi, E ; Fard, S. Z
    2012
    Abstract
    In recent years, subsidy payment has been made a main challenge for governments due to growth of population and energy price in global markets. Targeted subsidy plan has been implemented in Iran since last year, and this article discusses its effects on costs and revenues of Tehran Electricity Company as one of the major subdivisions of Iran's electricity industry. In the new system, structural changes have been made in electricity tariffs, so it is not possible to predict the future trends in electricity consumption only based on the past consumptions. In order to model the decision making structure in the recent conditions, a system dynamics method is applied. In addition to modeling the... 

    An integrated vendor-buyer inventory model with partial backordering

    , Article Journal of Manufacturing Technology Management ; Volume 23, Issue 7 , 2012 , Pages 869-884 ; 1741038X (ISSN) Moshrefi, F ; Jokar, M. R. A ; Sharif University of Technology
    2012
    Abstract
    Purpose - The purpose of this paper is to analyze the effects of supply chain coordination on inventory management while the retailer inventory cycle consists of a shortage period and the backorder rate linearly decreases as a function of shortage duration. It is intended to consider how on-hand inventory and shortage durations are altered when the decisions are centralized. Design/methodology/approach - Mathematical modelling of inventory costs for the retailer and the vendor is used to formulate objective functions. The vendor sets his inventory period as an integer multiple (n) of the retailer inventory cycle in which the integer multiple is a decision variable. Solution spaces of models... 

    Centralized replenishment policy for deteriorating items in a three echelon supply chain under stochastic lead time

    , Article IFAC Proceedings Volumes (IFAC-PapersOnline) ; Volume 14, Issue PART 1 , 2012 , Pages 493-498 ; 14746670 (ISSN) ; 9783902661982 (ISBN) Sazvar, Z ; Akbari Jokar, M ; Baboli, A ; Campagne, J. P ; Sharif University of Technology
    2012
    Abstract
    One of the significant problems faced in inventory management is how to control and maintain the inventories of deteriorating items. Most of studies developed in this field, assumed supply lead time is fixed while that is hard to be exactly determined in the majority procurement systems. Also, most of integration inventory models for supply chains with a deterioration item have been developed for two-echelon supply chains. In this paper, in order to fill these gaps, we focus on optimally determining replenishment policy for deteriorating items among all the partners in a three echelon supply chain with stochastic supply lead time for the buyer. For modeling the deterioration process, a... 

    Load commitment in a smart home

    , Article Applied Energy ; Volume 96 , 2012 , Pages 45-54 ; 03062619 (ISSN) Rastegar, M ; Fotuhi Firuzabad, M ; Aminifar, F ; Sharif University of Technology
    Abstract
    Although demand response (DR) potentially brings miscellaneous advantages, it is currently faced with challenges in its implementation due to customers' difficulty in manually responding to the time-varying prices. This paper presents an optimal and automatic residential load commitment (LC) framework to achieve the household minimum payment. Problem decision variables are the operating status of responsive appliances and charging/discharging cycles of battery storage and plug-in hybrid electric vehicles (PHEVs). Storage capability in residential centers provide the customers with this opportunity to not only supply the local demand during the high price hours but also sell the energy back...