Makan fardad.

Makan Fardad Spatially periodic systems are of interest in problems of science and engineering and are typically described by partial (integro) di↵erential equations with periodic coecients. In this work we present tools for the analysis of such systems in the spatial-frequency domain. ELE791 HW3 M.Fardad 1. [B&V, problem 3.6] When is the epigraph of a function a halfspace? When is the epigraph of a function a polyhedron? 2. [B&V, problems 3.18,20] Adapt the proof of convexity of the negative log-determinant function dis-cussed in class to show that f(X) = trace(X 1) is convex on domf = Sn ++. Use this to prove the 2-212 Center of Science & Technology Syracuse University Syracuse, NY 13244 315.443.1060Thesis title: "The Analysis of Distributed Spatially Periodic Systems". Current position: Assistant Professor, Electrical Engineering & Computer Science Dept., Syracuse University, NY. Course Number. Title. Instructor. Center for Control, Dynamical Systems and Computation • University of California, Santa Barbara.no code implementations • 21 Dec 2021 • Minghai Qin, Tianyun Zhang, Fei Sun, Yen-Kuang Chen, Makan Fardad, Yanzhi Wang, Yuan Xie Deep neural networks (DNNs) have …

Apr 26, 2024 · Makan Fardad, Associate Professor Ph.D., University of California, Santa Barbara, 2006 Comvex optimization; Design and optimal control of complex networks; Synchronization and consensus multi-agent systems. James W. Fawcett, Emeritus Teaching Professor Ph.D., Syracuse University, 1981 Software, software complexity, re-use, salvage Makan Fardad Engineering & Computer Science, Syracuse University Verified email at syr.edu. ... W Wen, M Fardad, Y Wang. European Conference on Computer Vision 2018 (ECCV 2018), 191-207, 2018. 526: 2018: Admm-nn: An algorithm-hardware co-design framework of dnns using alternating direction methods of multipliers.Makan Fardad [email protected] Reza Zafarani [email protected] 1 Syracuse University, Syracuse, USA 2 Cleveland State University, Cleveland, USA ing[26],oronnodeclassification[2],whichistheparticular focus of this study. In node classification, one aims to classify nodes in a

We consider the design of optimal state feedback gains subject to structural constraints on the distributed controllers. These constraints are in the form of sparsity requirements for the feedback matrix, implying that each controller has access to information from only a limited number of subsystems. The minimizer of this constrained optimal control problem is sought using the augmented ...

Tianyun Zhang, Kaiqi Zhang, Shaokai Y e, Jiayu Li, Jian T ang, Wujie W en, Xue Lin, Makan Fardad, and Y anzhi Wang. Adam-admm: A unified, systematic framework of structured weight pruning for dnns.Assistant Professor Makan Fardad is exposing minor failures in infrastructure networks to stop them from snowballing into full-blown catastrophes. To address these ques-tions, we propose Sparsified Graph Convolutional Network (SGCN), a neural network graph sparsifier that sparsifies a graph by pruning some edges. We formulate sparsification as an optimization problem, which we solve by an Alternating Direction Method of Multipliers (ADMM)-based solution. 4. Kailath, Exercise 2.2-10.b: Realizations can have di erent numbers of states. Show that the realizations A A1 0 A2 b 0 ; c q A 0 A1 A2 b q ; c 0 and the realization fA;b;cT gall have the same transfer function for all values and (compatible) di-In this paper, we propose a unified DNN weight pruning framework with dynamically updated regularization terms bounded by the designated constraint. Our proposed method increases the compression rate, reduces the training time and reduces the number of hyper-parameters compared with state-of-the-art ADMM-based hard constraint method.

Instructor: Makan Fardad 3-189 SciTech [email protected] Prerequisites: Knowledge of matrix analysis and linear algebra, pro ciency in matlab, and most importantly, willingness to learn. Course Topics: Matrix analysis and linear …

Two ECS faculty members have earned National Science Foundation (NSF) CAREER Awards! Please join us in congratulating Assistant Professors Makan Fardad and Ian D. Hosein.

Tianyun Zhang, Shaokai Ye, Kaiqi Zhang, Jian Tang, Wujie Wen, Makan Fardad, Yanzhi Wang; The European Conference on Computer Vision (ECCV), 2018, pp. 184-199 Abstract Weight pruning methods for deep neural networks (DNNs) have been investigated recently, but prior work in this area is mainly heuristic, iterative pruning, thereby lacking …Makan Fardad Pron.: Maa-'kaan Far-'dad Associate Professor Electrical Engineering & Computer Science : EECS | ECS | SU: Makan Fardad Home CV : Research …PROGRESSIVE WEIGHT PRUNING OF DEEP NEURAL NETWORKS USING ADMM Shaokai Ye 1, Tianyun Zhang , Kaiqi Zhang , Jiayu Li1, Kaidi Xu2, Yunfei Yang, Fuxun Yu3, Jian Tang 1, Makan Fardad , Sijia Liu4, Xiang Chen3, Xue Lin2 & Yanzhi Wang2 1. Syracuse University, USA fsye106,tzhan120,kzhang17,jli221,jtang02,[email protected] …Syracuse University. New York 13244. Tel: +1 (315) 443-4406. Fax: +1 (315) 443-4936. Email: [email protected] where x=makan, y=syr, z=edu. Research Interests. Convex optimization. Design and optimal control of complex networks. Synchronization and consensus in multi-agent systems.no code implementations • 21 Dec 2021 • Minghai Qin, Tianyun Zhang, Fei Sun, Yen-Kuang Chen, Makan Fardad, Yanzhi Wang, Yuan Xie Deep neural networks (DNNs) have …Read Makan Fardad's latest research, browse their coauthor's research, and play around with their algorithms

Wayfinding and information design is on the frontlines in Ukraine Ukravtodor, the state agency in charge of Ukraine’s highways and road signs, is playing a tactical role in slowing...This work develops an alternating descent method to determine the structured optimal gain using the augmented Lagrangian method, and utilizes the sensitivity interpretation of the Lagrange multiplier to identify favorable communication architectures for structured optimal design. We consider the design of optimal state feedback gains …Stress is hard on your mind and your body, but whether it’s in the moment or chronic stress, you’re not helpless. This graphic has 15 solid suggestions to deal with stress, some of...Fardad is with the Department of Electrical Engineering and Computer Science, Syracuse University, NY 13244. E-mails: [email protected], [email protected], [email protected] - Fardad, Makan. AU - Jovanovic, Mihailo R. PY - 2011/12. Y1 - 2011/12. N2 - We consider the design of optimal state feedback gains subject to structural constraints on the distributed controllers.

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M. Fardad 1 MakanMMakanakan FFFardardardadadad Electrical Eng. & Computer Sci. Tel: (805) 280{1232 3-189 SciTech, Syracuse Univ. Email: [email protected] AU - Fardad, Makan. AU - Bamieh, Bassam. PY - 2004. Y1 - 2004. N2 - We present a frequency-domain solution to the sampled-data passivity problem. Our analysis is exact in that we take into account the intersample behavior of the sampled-data system.In this work, we overcome pruning ratio and GPU acceleration limitations by proposing a unified, systematic framework of structured weight pruning for DNNs, named ADAM-ADMM (Adaptive Moment Estimation-Alternating Direction Method of Multipliers). It is a framework that can be used to induce different types of structured sparsity, such as filter ...Makan Fardad and Bassam Bamieh Abstract The Nyquist Stability Criterion is generalized to systems where the (open-loop) system has infinite-dimensional input/output spaces and a (possibly) unbounded infinitesimal generator. This is done through use of the perturbationMakan Fardad. Engineering & Computer Science, Syracuse University. Verified email at syr.edu - Homepage. Analysis and optimization of large-scale networks. ... R Rajaram, U …Editor’s Note: The Center for Human Rights in Iran (CHRI) conducted the following interview with Iranian American musician Marjan Farsad ahead of the release of her new song, “Mahtab” (Moonlight), which was produced by CHRI. Listen to “Mahtab” on Apple Music, Spotify, and SoundCloud, and follow Marjan Farsad on Facebook and …Zhao, P, Xu, K, Zhang, T, Fardad, M, Wang, Y & Lin, X 2018, Reinforced adversarial attacks on deep neural networks using ADMM. in 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings., 8646651, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings, …

An iterative algorithm that solves a semidefinite program at every stage and for which the nonconvex constraint is satisfied upon convergence is introduced, which can be used in a wide range of network control problems. We consider the problem of finding optimal feedback gains in the presence of structural constraints and/or sparsity …

Griffin M. Kearneya,b1, Makan Fardadb2 aOpB Data Insights LLC, Syracuse, NY 13224 bSyracuse University, Syracuse, NY 13244 Abstract We develop a general framework for state estimation in systems modeled with noise-polluted con-tinuous time dynamics and discrete time noisy measurements. Our approach is based on maximum

Optimization Based Data Enrichment Using Stochastic Dynamical System Models. Griffin M. Kearney, Makan Fardad. We develop a general framework for state estimation in systems modeled with noise-polluted continuous time dynamics and discrete time noisy measurements. Our approach is based on maximum likelihood estimation …AU - Fardad, Makan. PY - 2008/8. Y1 - 2008/8. N2 - We consider a class of linear time-periodic systems in which the dynamical generator A (t) represents the sum of a stable time-invariant operator A0 and a small-amplitude zero-mean T-periodic operator ε{lunate} Ap (t).Shikha Nangia and Makan Fardad—faculty members in the College of Engineering and Computer Science (ECS)—have been promoted to associate professors and awarded tenure. Nangia and Fardad are nationally recognized researchers, each having earned the prestigious National Science Foundation (NSF) CAREER award in …Stress is hard on your mind and your body, but whether it’s in the moment or chronic stress, you’re not helpless. This graphic has 15 solid suggestions to deal with stress, some of...Liu, Sijia ; Masazade, Engin ; Fardad, Makan et al. / Sensor selection with correlated measurements for target tracking in wireless sensor networks. 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 4030-4034 (ICASSP, IEEE ...Even though many of us are staying home right now, you're probably going to want to put these properties on your "must visit" list for when it's safer to travel. Update: Some offer...Makan Fardad Pron.: Maa-'kaan Far-'dad Assistant Professor Electrical Engineering & Computer Science : EECS | ECS | SU: Makan Fardad Home CV : Research Publications Google Scholar Software : Teaching ELE 312 ELE 603 : ELE 312 - Control Systems - Spring 2020 : Syllabus : Office Hours Makan Fardad ...Graphs are ubiquitous across the globe and within science and engineering. With graphs growing in size, node classification on large graphs can be space and time consuming, even with powerful classifiers such as Graph Convolutional Networks (GCNs). Hence, some questions are raised, particularly, whether one can keep only some of the edges of a ...Progressive weight pruning of deep neural networks using admm. Published in ArXiv, 2018. Recommended citation: Shaokai Ye*, Tianyun Zhang*, Kaiqi Zhang* , Jiayu Li, Kaidi Xu, Yunfei Yang, Fuxun Yu, Jian Tang, Makan Fardad, Sijia Liu, Xiang Chen, Xue Lin, Yanzhi Wang Abstract. Deep neural networks (DNNs) although achieving human-level …Makan Fardad (Principal Investigator) [email protected]; Recipient Sponsored Research Office: Syracuse University 900 S CROUSE AVE SYRACUSE NY US 13244-4407 (315)443-2807: Sponsor Congressional District: 22: Primary Place of Performance: Syracuse University Syracuse NY US 13244-1200: Primary Place of Performance Congressional …

Liu, Sijia ; Masazade, Engin ; Fardad, Makan et al. / Sensor selection with correlated measurements for target tracking in wireless sensor networks. 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 4030-4034 (ICASSP, IEEE ...Makan Fardad Pron.: Maa-'kaan Far-'dad Associate Professor Electrical Engineering & Computer Science : EECS | ECS | SU: Makan Fardad Home CV : Research …2022 (modified: 15 Nov 2022) ISQED 2022. Adversarial Attack Generation Empowered by Min-Max Optimization. Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li. Published: 09 Nov 2021, Last …Instructor: Makan Fardad 3-189 SciTech [email protected] Prerequisites: Knowledge of matrix analysis and linear algebra, pro ciency in matlab, and most importantly, willingness to learn. Course Topics: Matrix analysis and linear …Instagram:https://instagram. maricopa county civil court recordspsa dagger long term reviewflorida winter volleyball festivalemission testing markham il Makan Fardad Home CV : Research Publications Google Scholar Software : Teaching ELE 400 ELE 603 : ELE 603 - Functional Methods of Engineering Analysis - Fall 2023 ... holdship funeral home cadillac403 loudon rd loudonville ny Investigating Shocks to the System, Fardad Receives CAREER Award. Friday, April 27, 2018, By Matt Wheeler. Awards College of Engineering and Computer Science faculty. Makan Fardad. On an average day in India not so long ago, the circuit breakers on a single powerline got tripped. That caused the breakers on another line to …2011. Design of optimal sparse interconnection graphs for synchronization of oscillator networks. M Fardad, F Lin, MR Jovanović. IEEE Transactions on Automatic Control 59 (9), 2457-2462. , 2014. 101. 2014. Optimal periodic sensor scheduling in networks of dynamical systems. S Liu, M Fardad, E Masazade, PK Varshney. andy haynes wiki Teaching. ELE 612/412. ELE 791. ELE 612/412 - Modern Control Systems - Spring 2024. Syllabus. Textbook. Lecture Notes. All lecture notes as one file. Homework & Solutions.Makan Fardad. Makan Fardad. This person is not on ResearchGate, or hasn't claimed this research yet. Mihailo Jovanovic. University of Southern California; Download full-text PDF Read full-text. Fu Lin, Makan Fardad, and Mihailo R. Jovanovic´ Abstract—We consider the design of optimal state feedback gains subject to structural constraints on the distributed controllers. These constraints are in the form of sparsity requirements for the feedback matrix, implying that each controller has access to information from