About
Shruti Rao is a senior engineer in GE Vernova's Consulting Services.
She completed…
Activity
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Is all of your power system analysis in time-domain? Have you considered the power of frequency-domain? Thanks to the Fourier transform, we can…
Is all of your power system analysis in time-domain? Have you considered the power of frequency-domain? Thanks to the Fourier transform, we can…
Liked by Shruti Rao
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Pleased to share that last weekend was one of the most memorable weekends of my life. It was the culmination of an exciting, challenging yet…
Pleased to share that last weekend was one of the most memorable weekends of my life. It was the culmination of an exciting, challenging yet…
Liked by Shruti Rao
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I am thrilled to share that I will be joining UW-Madison Department of Electrical and Computer Engineering as a tenure-track assistant professor in…
I am thrilled to share that I will be joining UW-Madison Department of Electrical and Computer Engineering as a tenure-track assistant professor in…
Liked by Shruti Rao
Experience
Education
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Arizona State University
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Activities and Societies: IEEE PES ASU Student Chapter: Co-Vice-Chair; IEEE: Student member; IEEE Power and Energy Society: Student member; Co-Vice-Chair of the IEEE PES ASU Student Chapter (March 2015-September 2016). Serving as a reviewer for IEEE Transactions on Power Systems, Power Engineering Society Letters, International Journal of Electric Power and Energy Systems (IJEPES), IET - GTD, Electric Power Systems Research Journal (EPSR), International Journal of Thermal Sciences and Energies Journal.
Doctoral thesis: Exploring various aspects of the‘ Holomorphically Embedded Method applied to the Power Flow Problem (HEPF)’ method.
The HEPF is a non-iterative, method of solving the power flow problem that does not depend on the initial estimate of the solution and is guaranteed to converge to the operable solution if one exists. The work involves estimating the saddle node bifurcation point using the HEPF methods which do not require multiple PF problems to be solved, developing…Doctoral thesis: Exploring various aspects of the‘ Holomorphically Embedded Method applied to the Power Flow Problem (HEPF)’ method.
The HEPF is a non-iterative, method of solving the power flow problem that does not depend on the initial estimate of the solution and is guaranteed to converge to the operable solution if one exists. The work involves estimating the saddle node bifurcation point using the HEPF methods which do not require multiple PF problems to be solved, developing network equivalents which are accurate even when the loads are scaled and exploring new ways to improve the convergence behavior of the HEPF. Two journal papers have been written based on this work from which one has been accepted for future publication.
In addition I have worked on other projects as a part of the coursework and continue to work on the dynamic loading of transformers project which I undertook during my Masters. -
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Activities and Societies: IEEE: Student member IEEE Power and Energy Society: Student member Phi Kappa Phi: Student member (2013 - 2014)
My research project was on dynamic loading of substation distribution transformers for Salt River Project, a major utility in Arizona.It involves determining the maximum load that a transformer can sustain without reaching the maximum thermal limits of the insulation. My research for SRP primarily involved looking at the data provided and screening bad data with the help of data-screening algorithms and thus increase the number of reliable thermal models built using linear regression. Two…
My research project was on dynamic loading of substation distribution transformers for Salt River Project, a major utility in Arizona.It involves determining the maximum load that a transformer can sustain without reaching the maximum thermal limits of the insulation. My research for SRP primarily involved looking at the data provided and screening bad data with the help of data-screening algorithms and thus increase the number of reliable thermal models built using linear regression. Two conference papers resulted from this work.
I took eight courses specializing in the various aspects of power systems and have completed many projects as a part of the coursework. -
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Activities and Societies: Media Manager for Enthusia 2010, Media Co-ordinator for Enthusia 2011
Electrical Engineering
Volunteer Experience
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Volunteer
Snehankit Helpline
- 7 months
Social Services
Snehankit is an NGO for the blind.Volunteered to record the academic books for blind students which the NGO supported, to facilitate their preparation for examinations.
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Co-Vice-Chair
IEEE PES ASU Student Chapter
- 1 year 7 months
Education
Served as the co-vice-chair of the IEEE PES ASU Student Chapter. Duties involved:
Appropriating funds for various technical workshops, technical talks and social events.
Organizing the various events, attending meetings of the executive committee and meeting with the executive committees of the IEEE PES Phoenix section and the IEEE Phoenix Section regularly to discuss future events.
Reporting the activities of the chapter to the IEEE.
Link:…Served as the co-vice-chair of the IEEE PES ASU Student Chapter. Duties involved:
Appropriating funds for various technical workshops, technical talks and social events.
Organizing the various events, attending meetings of the executive committee and meeting with the executive committees of the IEEE PES Phoenix section and the IEEE Phoenix Section regularly to discuss future events.
Reporting the activities of the chapter to the IEEE.
Link: https://www.linkedin.com/groups/8437949 -
Peer Reviewer
IEEE Transactions on Power Systems, IEEE Power Engineering Letters
- Present 9 years 9 months
Science and Technology
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Peer Reviewer
Electric Power Systems Research journal and Energies journal
- Present 9 years 7 months
Science and Technology
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Volunteer
Arizona Science Lab
- Present 9 years 2 months
Science and Technology
I volunteered for the Arizona Science Lab (ASL) which offers science workshops for students in grades 4-8. These are full day, project-based workshops taught by volunteer engineers and scientists.
This experiential based learning offers the students a window into the world of science, technology, engineering and math through a unified lesson including scientific principles, social relevance, experimental demonstrations, and hands-on project construction activities.
This program…I volunteered for the Arizona Science Lab (ASL) which offers science workshops for students in grades 4-8. These are full day, project-based workshops taught by volunteer engineers and scientists.
This experiential based learning offers the students a window into the world of science, technology, engineering and math through a unified lesson including scientific principles, social relevance, experimental demonstrations, and hands-on project construction activities.
This program, offered free of charge to all student classes in the greater Phoenix area, is in direct response to the growing concern that not enough students are adequately prepared to enter into the fields of science, technology, engineering and mathematics (STEM). -
Peer reviewer
International Journal of Electric Power and Energy Systems (IJEPES), IET - GTD
- Present 9 years 7 months
Science and Technology
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Peer reviewer
International Journal of Thermal Sciences
- Present 8 years 7 months
Science and Technology
Publications
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Nonlinear structure-preserving network reduction using holomorphic embedding
IEEE Transactions on power systems
Network reduction is an effective tool for reducing the complexity of many analysis, design and optimization problems. However, many of the conventional reduction methods, like Ward, and REI (Radial, Equivalent, Independent) are only accurate at the base case. When the operating condition changes, the reduced model does not match the full model performance because linearization is used somewhere in the process. In this paper, a new reduction method that preserves the model’s nonlinear structure…
Network reduction is an effective tool for reducing the complexity of many analysis, design and optimization problems. However, many of the conventional reduction methods, like Ward, and REI (Radial, Equivalent, Independent) are only accurate at the base case. When the operating condition changes, the reduced model does not match the full model performance because linearization is used somewhere in the process. In this paper, a new reduction method that preserves the model’s nonlinear structure using the holomorphic embedding (HE) technique is proposed, to generate network reductions which are accurate over a broader range of operating conditions. When applied to the power-flow problem, simulation results show that the proposed method can significantly improve bus-voltage and branch-flow accuracy, matching the full-model power-flow solution exactly when moving along the so-called α line. In addition, the HE reduction is more efficient than traditional methods when calculating nonlinear network solutions under many operating conditions.
Other authorsSee publication -
Nonlinear Network Reduction for Distribution Networks using the Holomorphic Embedding Method
North American Power Symposium, 2016
This paper presents three different true nonlinear reduction methods to obtain network equivalents for radial (distribution-type) networks (using the holomorphically embedded power flow algorithm), which are exact, given computational precision limitations, even when the loads and the real-power generations are scaled. The proposed reduction methods are applied in this paper to reduce a radial distribution system and provide a two-bus-model equivalent which accurately models the real and…
This paper presents three different true nonlinear reduction methods to obtain network equivalents for radial (distribution-type) networks (using the holomorphically embedded power flow algorithm), which are exact, given computational precision limitations, even when the loads and the real-power generations are scaled. The proposed reduction methods are applied in this paper to reduce a radial distribution system and provide a two-bus-model equivalent which accurately models the real and reactive power load seen at the transmission network due to random changes in the distribution system load. Numerical results are provided for a radial 14-bus system to show the accuracy of the proposed methods in preserving voltages and slack bus power. The approach is shown to have
better performance than Ward reduction even when the loads are increased in a random manner.Other authors -
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Estimating the saddle-node bifurcation point of static power systems using the holomorphic embedding method
International Journal of Electrical Power and Energy Systems, Elsevier Publications
Voltage stability studies have been progressively gaining importance in the power engineering community. Predicting the saddle-node bifurcation point (SNBP) of a power system has become more critical as the power-system loading has increased in many places without a concomitant increase in transmission resources. Since a Newton-Raphson power-flow method is inherently unstable near the SNBP, adaptations such as continuation methods have been used as stabilizers. A new class of nonlinear equation…
Voltage stability studies have been progressively gaining importance in the power engineering community. Predicting the saddle-node bifurcation point (SNBP) of a power system has become more critical as the power-system loading has increased in many places without a concomitant increase in transmission resources. Since a Newton-Raphson power-flow method is inherently unstable near the SNBP, adaptations such as continuation methods have been used as stabilizers. A new class of nonlinear equation solvers known as the holomorphic embedding method (HEM) is theoretically guaranteed to find the high-voltage solution to the power-flow problem, if one exists, even at the SNBP, provided sufficient precision is used and the conditions of Stahl’s theorem are satisfied by the equation set. In this paper, four different HEM-based methods to estimate the saddle-node bifurcation point of a power system, are proposed and compared in terms of accuracy as well as computational efficiency.
Other authorsSee publication -
The Holomorphic Embedding Method Applied to The Power Flow Problem
IEEE Transactions on Power Systems
The Holomorphic Embedding Load-Flow Method (HELM) solves the power-flow problem to obtain the bus voltages as rational approximants, that is, a ratio of complex-valued polynomials of the embedding parameter. The proof of its claims (namely that (a) it is guaranteed to find a solution if it exists, (b) it is guaranteed to find only a high-voltage (operable) solution, and (c) that it unequivocally signals if no solution exists) are rooted in complex analysis and the theory developed by Antonio…
The Holomorphic Embedding Load-Flow Method (HELM) solves the power-flow problem to obtain the bus voltages as rational approximants, that is, a ratio of complex-valued polynomials of the embedding parameter. The proof of its claims (namely that (a) it is guaranteed to find a solution if it exists, (b) it is guaranteed to find only a high-voltage (operable) solution, and (c) that it unequivocally signals if no solution exists) are rooted in complex analysis and the theory developed by Antonio Trias and Herbert Stahl. HELM is one variant of the holomorphic embedding method (HEM) for solving nonlinear equations, the details of which may differ from those available in its published patents. In this paper we show that the HEM represents a distinct class of nonlinear equation solvers that are recursive, rather than iterative. As such, for any given problem, there are an infinite number of HEM formulations, each with different numerical properties and precision demands. The objective of this paper is to provide an intuitive understanding of HEM and apply one variant to the power-flow (PF) problem. We introduce one possible PV bus model compatible with the HEM and examine some features of different holomorphic embeddings, giving step-by-step details of model building, germ calculation and the recursive algorithm.
Other authorsSee publication -
Methods to Detect Incorrect Fan Status for Transformer Thermal Models
IEEE Conference, North American Power Symposium 2014 held at Washington State University
Transformers are seldom loaded to their maximum
capacity as per the existing industry practices. The ultimate goal
of this research project is to develop a method for predicting the
maximum dynamic loading capability without violating the
thermal limits of the transformer’s insulation. Dynamic loading
must account for, at minimum, load magnitude and shape, the
ambient temperature, the external cooling conditions and the
thermal limits. This paper discusses methods of…Transformers are seldom loaded to their maximum
capacity as per the existing industry practices. The ultimate goal
of this research project is to develop a method for predicting the
maximum dynamic loading capability without violating the
thermal limits of the transformer’s insulation. Dynamic loading
must account for, at minimum, load magnitude and shape, the
ambient temperature, the external cooling conditions and the
thermal limits. This paper discusses methods of detecting
irregularities in the cooling mode transitions for substation
distribution transformers. The two HST and TOT models
considered in this paper are the non-linear IEEE model and the
model built using linear regression techniques.Other authors -
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Model Screening Metrics for Thermal Models of Substation Distribution Transformers
IEEE, Conference paper for North American Power Symposium
Dynamic loading of transformers is the term used when the loading capacity is calculated using an appropriate thermal model while taking into account the load magnitude, load shape, thermal limits and external cooling conditions. For transformer dynamic loading, the aim is to estimate the transformer’s maximum dynamic loading capacity without violating the hottest-spot temperature (HST) and top-oil temperature (TOT) thermal limits. These two temperatures are proxy measures of insulation…
Dynamic loading of transformers is the term used when the loading capacity is calculated using an appropriate thermal model while taking into account the load magnitude, load shape, thermal limits and external cooling conditions. For transformer dynamic loading, the aim is to estimate the transformer’s maximum dynamic loading capacity without violating the hottest-spot temperature (HST) and top-oil temperature (TOT) thermal limits. These two temperatures are proxy measures of insulation temperature, which can be used to estimate the loss of service life. The accuracy of the TOT and HST predictions is dependent on many things, central to which is the accuracy of the thermal model. This paper introduces metrics that can be used to differentiate between reliable and unreliable transformer thermal models. The two models discussed in this paper for HST and TOT are the non-linear IEEE model and the model developed by the authors using linear regression methods.
Other authorsSee publication
Courses
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Applied Linear Algebra
APM 505
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Applied Power Electronics
303132
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Computer Applications of Power Systems
EEE574
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Control Systems
303101,303102
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Electric Energy Markets
EEE598
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Electric Power Quality
EEE 573
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Electrical Drives and Control
303200
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Electrical Machines
303031, 303032
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Electrical Power Devices
EEE591
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Electrical Power Systems
303131
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FACTS
403110
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Feedback Systems
EEE 591
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HV Engineering
403060
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HVDC Transmission
403010
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Industrial Controllers
303230
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Introduction to Financial Engineering
IEE 512
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Linear Systems Theory
EEE 582
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Optimization
APM 523
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Power Operations and Planning
EEE577
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Power System Design
303210
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Power System Analysis
303220
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Power System Dynamics
EEE 576
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Power System Stability
EEE 575
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Power Transmission and Distribution
EEE 575
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Principles of Communication Engg., Advanced Communication System
303160,303170
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Reading and Conference
EEE 790
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Signal Processing,Digital Signal Processing
303090,303180
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Switchgear and Protection
303190
Projects
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Holomorphically Embedding Method applied to the Power Flow Problem
Holomorphically Embedding Method applied to the Power Flow Problem
The project involves exploring various aspects of ‘Holomorphically Embedded Method applied to the Power Flow Problem (HEPF)’ method. The HEPF is a non-iterative, method of solving the power flow problem that does not depend on the initial estimate of the solution and is guaranteed to converge to the operable solution if one exists. The work involves estimating the saddle node bifurcation point using the HEPF methods which do…Holomorphically Embedding Method applied to the Power Flow Problem
The project involves exploring various aspects of ‘Holomorphically Embedded Method applied to the Power Flow Problem (HEPF)’ method. The HEPF is a non-iterative, method of solving the power flow problem that does not depend on the initial estimate of the solution and is guaranteed to converge to the operable solution if one exists. The work involves estimating the saddle node bifurcation point using the HEPF methods which do not require multiple PF problems to be solved, developing network equivalents which are accurate even when the operating conditions change and exploring new ways to improve the convergence behavior of the HEPF.Other creators -
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Dynamic Loading of Substation Distribution Transformers
Ongoing project on dynamic loading of transformers using thermal modeling for Salt River Project (S.R.P). It involves determining the maximum load that a transformer can sustain without reaching the maximum thermal limits of the insulation. Different software were developed in MATLAB to build the thermal models and use them for the dynamic loading calculations and delivered to SRP.
Other creators -
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Power Quality Assessment of a 35 kV feeder using OpenDSS
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Perform a power quality study of a 21.1 km long, 35 kV fully underground, three phase feeder located in Flagstaff with ten laterals. All loads on the feeder were residential loads with heavy PV penetration. The objective was to assess the harmonics from the rectifier loads including PWM. Capacitor banks were placed for voltage support and the power quality impacts of having a looped system at harmonic as well as switching frequencies was studied.
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Optimization
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Design of a 345 kV transmission line
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Designed a 345 kV, 98 mile transmission line in Maharashtra, India. It involved route selection, selection of towers, conductors and insulators and design of lightning and short circuit protection and cost estimation of the line.
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Fault and stability analysis to ascertain the critical clearing time
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• Analyzed the transient stability of a synchronous machine in a two area, four generator system.
• Modeled the system in PSAT/TSAT software package of DSA tools.
• Plot analysis of absolute and relative rotor angles for a faulted bus, considering adjusted tie line
flows and inertia constants.
Other creators -
Fault and stability analysis to ascertain the critical clearing time
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• Analyzed the transient stability of a synchronous machine in a two area, four generator system.
• Modeled the system in PSAT/TSAT software package of DSA tools.
• Plot analysis of absolute and relative rotor angles for a faulted bus, considering adjusted tie line
flows and inertia constants.
Other creators -
Assessment of market structure for energy storage
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-Analysed the present energy storage systems and the existing market structure for it.
-Performed simulations in AMPL to determine the behaviour of energy storage unit in the present market structure and as a vertically integrated utility.
- The results of the simulations were used to determine the whether there is a need for a change in market structure and if so a possible new market structure was put forwardOther creators -
Implementation of Power Flow Algorithm
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The project involved implementation the Newton-Raphson power flow algorithm for the IEEE 118 bus power system using sparse matrix techniques. The project was completed using MATLAB as a part of coursework for the course Computer Solutions of Power Systems at Arizona State University
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Design of relay scheme for Arizona looped transmission system
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The project involved designing overcurrent relay protection scheme of a modified transmission system of Arizona for the radial lines along with a distance protection scheme and a differential protection scheme for two transformers. It was completed using Powerworld software as a part of coursework for the course Electrical Power Devices at Arizona State University
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Addition of photovoltaic power to transmission system in Arizona
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The project involved studying a simplified model of transmission system in Arizona and determining the maximum photovoltaic power that could be injected into the system such the the system constraints are not violated. It was completed using Powerworld software as a part of the coursework for the course Power Operations and Planning at Arizona State University
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Analysis of a 662 bus power system
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Developed a MATLAB code to find the voltages at all buses of a 662 bus network given the admittance matrix and current injected at all buses using sparse matrix technology.Used Tinney-I reordering scheme to minimize number of fill-in elements and LDU factorization to minimize processing time and cost
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Solar Tracker and Maximum Power Point Tracking System
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Implementation of a solar tracker (A device which orients the photo-voltaic cells in the direction of maximum solar light) using LM324 and an MPPT system which adjusts the operating voltage to obtain maximum power from the solar panel
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Honors & Awards
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University Graduate Fellowship
Arizona State University
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Best reviewer 2016: Elsevier International Journal of Electrical Power and Energy Systems
Elsevier International Journal of Electrical Power and Energy Systems (IJEPES)
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Atluri Award 2015
IEEE Phoenix Section Student Scholarship
Received the Atluri Award, IEEE Phoenix Section Student Scholarship in February 2015
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IEEE PES Chapter Graduate Power Engineering Student Excellence Award
IEEE - PES, Phoenix Chapter
Received the IEEE PES Phoenix Chapter Graduate Scholarship in 2014.
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JRD TATA SCHOLARSHIP
Sir Dorabji TATA Trust and JRD TATA Trust, India
Awarded for academic proficiency during B.Tech
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JRD TATA SCHOLARSHIP
Sir Dorabji TATA Trust and JRD TATA Trust, India
Awarded for academic proficiency during B.Tech
Languages
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English
Native or bilingual proficiency
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Hindi
Native or bilingual proficiency
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Marathi
Professional working proficiency
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Kannada
Elementary proficiency
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Telugu
Elementary proficiency
Organizations
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IEEE Women in Engineering
Member
- Present -
IEEE Power and Energy Society
Student Member, Reviewer IEEE Transactions on Power Systems and IEEE Power Engineering Letters
- Present -
IEEE
Student member
- Present -
IEEE PES ASU Student Chapter
Co-Vice-Chair
-Served as the co-vice-chair of the IEEE PES ASU Student Chapter. Duties involved: Appropriating funds for various technical workshops, technical talks and social events. Organizing the various events, attending meetings of the executive committee and meeting with the executive committees of the IEEE PES Phoenix section and the IEEE Phoenix Section regularly to discuss future events. Reporting the activities of the chapter to the IEEE. Link: https://www.linkedin.com/groups/8437949
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Phi Kappa Phi
Student member
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More activity by Shruti
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After 8.5 years at Facebook, my time has been cut short! I was laid off along with eleven thousand others. It is tough, especially since I founded…
After 8.5 years at Facebook, my time has been cut short! I was laid off along with eleven thousand others. It is tough, especially since I founded…
Liked by Shruti Rao
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I'm thrilled to announce that Isabela Anselmo has joined Telos Energy as a Power Systems Engineer! She brings valuable experience from prior work on…
I'm thrilled to announce that Isabela Anselmo has joined Telos Energy as a Power Systems Engineer! She brings valuable experience from prior work on…
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