Loading...
Search for: objective-functions
0.011 seconds
Total 209 records

    Simulation of Saccharomyces Cerevisiae Batch Culture Behavior Using Dynamic Flux Analysis and Nonlinear Objective Functions

    , M.Sc. Thesis Sharif University of Technology Ershadian Arani, Hamid (Author) ; Farhadi, Fathollah (Supervisor) ; Pishvaei, Mahmoud Reza (Supervisor)
    Abstract
    There are many limitations to determine relationships within biological systems. Among the limitations of these systems, one can consider the lack of sufficient information about them, such as the complete knowledge of many networks, the lack of reaction information, the complexity of the analysis of these reactions, etc. One of the methods to analyze these systems is called flux balance analysis. This method consists of three parts: objective function, equal constraints and unequal constraints. Among the features available in this method, we can mention less need for experimental information and no need for high processing systems. In order to determine the objective functions in this... 

    Design and Control of Semi-active Suspension System with Variable Stiffness

    , M.Sc. Thesis Sharif University of Technology Rahnavard, Mostafa (Author) ; Saadat Foumani, Mahmoud (Supervisor)
    Abstract
    In this research, the effect of variable stiffness and damping, in suspension system, on car performance was studied. The optimization of car performance was obtained by minimization of an objective function including the body acceleration, suspension travel and tire deflection. Firstly, considering the stochastic input for a quarter car model, minimization of the objective function was done by changing the stiffness and damping coefficients in the frequency domain. The Linear Quadratic Regulator (LQR) method was implemented to minimize the objective function. In order to supply the active force obtained by optimization, different semi-active designs, in which stiffness and damping were... 

    Optimization of Die Profile in Screw Extrusion Process for an Arbitrary Profile by Considering Viscoelastic Effects of the Material

    , M.Sc. Thesis Sharif University of Technology Fadaei Naeini, Vahid (Author) ; Asghari, Mohsen (Supervisor)
    Abstract
    In this thesis, equations related to large deformation of a polymer were derived by considering viscoelastic effects. To express type of material behavior which includes elastoplastic and viscoelastic property at the same time, two-layer viscoplastic model was used. An axisymmetric model was used for modeling problem in finite element software. By derivation of parameters related to two layer model and entering them in finite element software and also entering other properties required to model the forming process, modeling was performed by special profile connecting input and output sections. Due to favorable properties of spline functions, profiles used in die geometry, were selected from... 

    Solving Nonlinear Multicommodity Network Flow Problem by Penalty Function Methods

    , M.Sc. Thesis Sharif University of Technology Darroudi, Ali (Author) ; Zokaee Aashtiani, Hedayat (Supervisor)
    Abstract
    Multicommodity network flow problem arises in the areas of transportation, logistics, and, telecommunication. The cost of each arc might be a linear or nonlinear function of the sum of commodity flows on that arc. Most of researches have worked on linear multicommodity flow problem. In addition, they consider the shared capacity constraints as the side constraints. In this thesis, we present a penalty-based algorithm for solving the multicommodity network flow problem with a linear or nonlinear objective function and considering the shared capacity constraints as the side. To solve multicommodity network flow problem, we relax the shared capacity constraints, and add a penalty term for the... 

    Design and Improvement of Sequence-level Objective Functions for DNN-based Large Vocabulary Continuous Speech Recognition

    , Ph.D. Dissertation Sharif University of Technology Hadian, Hossein (Author) ; Sameti, Hossein (Supervisor)
    Abstract
    This thesis focuses on the problem of large vocabulary continuous speech recognition (LVCSR).Numerous research results in recent years proved effectiveness of deep neural networks (DNN) for LVCSR. As a result, many methods were proposed to incorporate DNNs in LVCSR. From one perspective we can look at these methods from the viewpoint of objective functions used for training DNNs. A frame-level objective function is one that is defined on frames locally, whereas a sequence-level objective function is defined on whole sequences. Since speech recognition is essentially a sequentional problem, here we focus on designing and imroving sequencelevel objective functions for DNNs. The main proposed... 

    A Reliable Mobility-Aware RPL Objective Function for IoT Applications

    , M.Sc. Thesis Sharif University of Technology Mohammad Salehi, Ali Asghar (Author) ; Ejlali, Alireza (Supervisor)
    Abstract
    Internet of Things (IoT) is one of the most emerging fields in the computer science context. It is predicted that more than 9 billion devices will be connected to IoT networks by 2025. Considering the specifications of IoT devices such as low battery capacity and small memory, these networks face major challenges in energy consumption and reliability. One of the most important elements which have an indisputable effect on network efficiency is routing protocol. In this manner, IETF presented RPL in 2012. It is designed to create a robust network among IoT devices.Although RPL performs well in static networks, it is not designed originally for mobile networks and it has serious flaws in that... 

    Energy-Aware Routing in Internet of Things

    , Ph.D. Dissertation Sharif University of Technology Safaei, Bardia (Author) ; Ejlali, Alireza (Supervisor)
    Abstract
    Internet of Things (IoT) is a communicative infrastructure, which establishes IP-based connections between many smart devices with limited energy supplies. The gathering of such an enormous number of connected devices would impose many challenges, with routing the most important issue. Standardization of the IPv6 Routing Protocol for Low-power and Lossy Networks (RPL) was a major step towards fulfilling the IoT routing requirements. The key element in determining the routing policies and creation of the topology in RPL is the objective function. According to our studies, more than 97% of the consumed energy of a node in wireless networks is due to transceiver activities. On the other hand,... 

    An Energy-aware Objective Function for Energy-harvesting IOT Infrastructures

    , M.Sc. Thesis Sharif University of Technology Taghizadeh, Hossein (Author) ; Ejlali, Alireza (Supervisor) ; Hosseini Monazzah, Amir Mahdi (Supervisor)
    Abstract
    Internet of things (IOT) interconnects a system of low power embedded devices that each of them has a unique identifier, without human intervention. The number of devices of IOT increases every day, therefor routing in the network of IOT is an important challenge. So, Internet Engineering Task Force (IETF) propose a protocol for routing low power and lossy networks in 2012, which is named RPL. Considering the power supply limitation of devices in the network, utilizing energy-aware policies within the RPL is so important. Meanwhile, objective functions have a vital role in the consuming energy. Also, energy consumption determines the lifetime of nodes. Since many of devices are placed in... 

    Proposing an Energy-Aware Objective Function Based on Reinforcement Learning for Mobile IoT Networks

    , M.Sc. Thesis Sharif University of Technology Rezagholi Lalani, Sahar (Author) ; Ejlali, Alireza (Supervisor)
    Abstract
    The presence of IoT has been increased in different aspects of human life. Due to the increasing trend in the number of smart connected devices, routing has become a major challenge in loT systems. Furthermore, due to the energy-constrained embedded devices in the network, which are usually battery-powered, and considering that %97 of the node's energy consumption is due to activities associated with the transceiver module, the energy-aware routing is significantly important. In this regard, the IPv6 routing protocol for low-power and lossy networks (RPL) was standardized to be adopted in IoT infrastructure. Due to the increasing interest in mobile IoT applications in recent years and...