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    Impact of on-chip power distribution on temperature-induced faults in optical NoCs

    , Article Proceedings - IEEE 10th International Symposium on Embedded Multicore/Many-Core Systems-on-Chip, MCSoC 2016, 21 September 2016 through 23 September 2016 ; 2016 , Pages 161-168 ; 9781509035304 (ISBN) Tinati, M ; Koohi, S ; Hessabi, S ; Sharif University of Technology
    Institute of Electrical and Electronics Engineers Inc  2016
    Abstract
    Coping with the intrinsic limitations of electrical networks-on-chip, optical on-chip interconnect is emerged as a promising paradigm for future high performance multi-core designs. However, optical networks-on-chip (ONoCs) are drastically vulnerable to on-chip thermal fluctuation. Specifically, electrical power consumed by processing cores induces temperature drift, which may cause false paths for optical data communication through the network. Therefore, customizing electrical power distribution throughout the chip plays a critical role for reliable data communication in ONoCs. On the other hand, chip-scale distribution of electrical power is directly affected by mapping various... 

    Low-overhead thermally resilient optical network-on-chip architecture

    , Article Nano Communication Networks ; Volume 20 , 2019 , Pages 31-47 ; 18787789 (ISSN) Tinati, M ; Koohi, S ; Hessabi, S ; Sharif University of Technology
    Elsevier B.V  2019
    Abstract
    Integrated silicon photonic networks have attracted a lot of attention in the recent decades due to their potentials for low-power and high-bandwidth communications. However, these promising networks, as the future technology, are drastically susceptible to thermal fluctuations, which may paralyze wavelength-based operation of these networks. In this regard, precise addressing of thermally induced faults in optical networks-on-chip (ONoCs), as well as revealing practical methods to tackle this challenge will be a break-even point toward implementation of this technology. In this paper, thermal variation is investigated through analyzing on-chip power distribution, which is addressed by power... 

    A thermally-resilient all-optical network-on-chip

    , Article Microelectronics Reliability ; Volume 99 , 2019 , Pages 74-86 ; 00262714 (ISSN) Karimi, R ; Koohi, S ; Tinati, M ; Hessabi, S ; Sharif University of Technology
    Elsevier Ltd  2019
    Abstract
    Optical networks-on-chip are introduced as an alternative for electrical interconnects in many-core systems, due to their low delay and power consumptions, as well as their high bandwidths. Despite these advantages, physical characteristics of the photonic components are highly sensitive to thermal variations, which results in optical data misrouting through the optical networks at the presence of temperature fluctuation. In this paper, we propose a thermally-resilient all-optical communication approach which improves reliability, as well as performance of the optical networks. For this purpose, we take advantages of auxiliary waveguides and a novel wavelength assignment approach to avoid... 

    Topology exploration of a thermally resilient wavelength-based ONoC

    , Article Journal of Parallel and Distributed Computing ; Volume 100 , 2017 , Pages 140-156 ; 07437315 (ISSN) Tinati, M ; Karimi, R ; Koohi, S ; Hessabi, S ; Sharif University of Technology
    Academic Press Inc  2017
    Abstract
    With the growing number of cores, high-performance systems face power challenges due to dominating communication power. Thus, attaining energy efficient high-bandwidth inter-core communication nominates photonic network-on chip as the most promising interconnection paradigm. Although photonic networks pave the way for extremely higher performance communications, their intrinsic susceptibility to thermal fluctuations intimidates reliability of system. This necessitates the development of methodologies to analyze and model thermal effects on network behavior. In this paper, we model temperature fluctuations of optical chips and analyze photonic networks in a holistic approach. We present a... 

    Heat Conduction Modeling in Optical Network-on-Chips and Presenting Thermally-Resilient ONoC Architecture

    , M.Sc. Thesis Sharif University of Technology Tinati, Melika (Author) ; Hesabi, Shahin (Supervisor) ; Kouhi, Somayyeh (Co-Advisor)
    Abstract
    Integrated silicon photonic networks have attracted a lot of attention in the recent decade due to their potential for low-power and high-bandwidth communications. However, despite high bandwidth and low-loss data communication capability, optical NoCs are susceptible to on-chip temperature variations. In these promising networks, packets’ erroneous routing due to thermally-induced resonant wavelength shift of microring resonators are common temporary faults unless heat control mechanism is adopted. In other words, thermal drifts may paralyze wavelength-based operation of these networks. On the other hand, employing a heat control mechanism in an ONoC necessitates developing thermal fault... 

    Over-parameterized Neural Networks: Convergence Analysis and Generalization Bounds

    , M.Sc. Thesis Sharif University of Technology Tinati, Mohammad (Author) ; Maddah Ali, Mohammad Ali (Supervisor) ; Motahari, Abolfazl (Supervisor)
    Abstract
    Despite its extraordinary empirical achievements, the theoretical foundation of modern Machine Learning, and in particular deep neural networks (DNN), is still a mystery. In this thesis, we have studied the effect of optimization algorithms on the generalization properties for shallow neural networks. Particularly, we have focused on the implicit biases these optimization procedures, specifically dropout, deal with. As an example for this implicit bias, classical results had shown that for linear regression, in the interpolation regime, gradient descent, among all the possible solutions, converges to the minimum L2-norm interpolation. Due to the complex nature of the neural networks... 

    Finite-element analysis of platinum-based cone microelectrodes for implantable neural recording

    , Article 2009 4th International IEEE/EMBS Conference on Neural Engineering, NER '09, Antalya, 29 April 2009 through 2 May 2009 ; 2009 , Pages 395-398 ; 9781424420735 (ISBN) Zarifi, M. H ; Frounchi, J ; Jahed, N ; Tinati, M. A ; National Institutes of Health, NIH; National Institute of Neurological Disorders and Stroke, NINDS; National Science Foundation, NSF ; Sharif University of Technology
    2009
    Abstract
    There have been significant advances in fabrication of high-density microelectrode arrays using silicon micromachining technology in neural signal recording systems. The interface between microelectrodes and chemical environment brings great interest to researchers working on extracellular stimulation. This interface is quite complex and must be modeled carefully to match experimental results. Computer simulation is a method to increase the knowledge about these arrays and to this end the finite element method provides a strong environment for investigation of relative changes of the electrical field extension surrounding an electrode positioned in chemical environment. In this paper FEM...