ELECTRICAL ENGINEERING RESEARCH PAPERS IEEE PAPER

Electrical engineering 2024.

Active Distribution Networks

Active distribution network will be able to highly integrate and utilize a variety of distributed energy through real-time control system and two-way communication network to improve system reliability and operational efficiency. Active distribution network concept is capable of real-time monitoring of whole grid and it may utilize the flexibility of distributed energy resources to enhance

four quadrant dc motor control technology

High performance motor drives are necessary parts of industrial applications. A motor drive system with high performance has special characteristics such as good dynamic speed command tracking and load regulating response. The methods of control are much simpler and less expensive than those of alternating current motors. Modelling and simulation of four quadrant operation of

HVAC High Voltage Alternating Current

Commissioning of HVAC systems in a campus building with regard to the indoor environment and energy performancefree downloadTodays HVAC systems in the building sector become more and more complex in order to fulfill the increasing standard of the indoor environment, which typically have many components, sub-systems, and controls. Commissioning is a quality-oriented process to Stage

supercharger

A supercharger is an air compressor that increases the pressure or density of air supplied to an internal combustion engine. This gives each intake cycle of the engine more oxygen, letting it burn more fuel and do more work, thus increasing power. Development of electric supercharger to facilitate the downsizing of automobile enginesfree downloadTo satisfy

IC INTERNAL COMBUSTION ENGINES

Combustion, also known as burning, is the basic chemical process of releasing energy from a fuel and air mixture. In an internal combustion engine (ICE), the ignition and combustion of the fuel occurs within the engine itself. The engine then partially converts the energy from the combustion to work. An internal combustion engine is a

electrical transmission technology

Electric power transmission is the bulk movement of electrical energy from a generating site, such as a power plant, to an electrical substation. The interconnected lines which facilitate this movement are known as a transmission network. Evaluation of electrical transmission concepts for large offshore wind farmsfree download Todays installed offshore wind farms have a relative

power transmission trends

Electrical structure of future off-shore wind power plant with a high voltage direct current power transmission free download General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide

electrical power transmission

Transmission and distribution refers to the different stages of carrying electricity over poles and wires from generators to a home or a business. The primary distinction between the two is the voltage level at which electricity moves in each stage. Scheduling maintenance of electrical power transmission networks using genetic programming free download Abstract The National Grid

SMART SOLAR INVERTER

Smart inverters are an emerging technology that can enable more efficient integration of distributed energy resources (DERs). Like traditional inverters, smart inverters convert the direct current output of solar panels into the alternating current that can be used by consumers in their homes and businesses Smart Solar Inverter free download The term solar smart inverter

Dynamic voltage restoration 2019

Dynamic voltage restoration is a method of overcoming voltage sags and swells that occur in electrical power distribution. These are a problem because spikes consume power and sags reduce efficiency of some devices. Dynamic Voltage Restorer for Compensation of Voltage Sagfree download Superiority of the output power delivered from the utilities has become a major

ELECTRICAL ENGINEERING 2017

Electrical engineering 2016, electrical engineering 2015, best electrical engineering research topics, electrical engineering papers, ieee projects 2022, seminar reports, free ieee projects ieee papers.

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Electrical Engineering Open Access Journals

Our open access journals in Electrical Engineering cover topics such as power systems, smart grids, signal processing, or nano- and microelectronics - to name a few. Find a list of all journals here: 

Journal of Modern Power Systems and Clean Energy

The journal presents top-level academic achievements in the fields of modern power systems and clean energy by international researchers and engineers. 

More about the journal  | Read all articles |  Submission guidelines

Micro and Nano Systems Letters

The journal offers an express online publication of short research papers containing the latest advances in micro and nano-scaled devices and systems.  

Nano-Micro Letters

The journal reports on nano- or microscale science, technology, engineering and application in physics, chemistry, biology, material, pharmacy and their expanding interfaces with at least one dimension ranging from a few sub-nanometers to a few hundreds of micrometres.

More about the journal  | Read all articles | Submission guidelines

Open Geospatial Data, Software and Standard s

The journal provides an advanced forum for the science and technology of Open Data, Crowdsourced Geographic Information, Sensor Web and Open Science for Earth Remote Sensing. 

Photonic Sensors

The journal presents original, peer-reviewed articles that report on new developments of interest to members of the photonics and sensor communities in all fields of photonic sensing science and technology.

Protection and Control of Modern Power Systems

The journal presents new theories, technologies and top-level academic achievements in the field of protection and control in modern power systems.

Smart Water

The journal covers emerging domains which overlap the Information and Communication Technology (ICT) and the water domain.

EURASIP Journal on Advances in Signal Processing

The aim of the journal is to highlight the theoretical and practical aspects of signal processing in new and emerging technologies.                       

EURASIP Journal on Audio, Speech, and Music Processing

The journal brings together researchers, scientists, and engineers working on the theory and applications of the processing of various audio signals, with a specific focus on speech and music.

EURASIP Journal on Image and Video Processing

The scope of the journal covers all theoretical and practical aspects of the multidisciplinary field of image and video processing, from basic research to the development of applications.  

​​ More about the journal  | Read all articles |  Submission guidelines

EURASIP Journal on Information Security

The journal addresses all works whereby security is achieved through a combination of techniques from cryptography, computer security, machine learning and multimedia signal processing.   

EURASIP Journal on Wireless Communications and Networking

The overall aim of the journal is to bring together science and applications of wireless communications and networking technologies with an emphasis on signal processing techniques and tools.   

More about the journal  | Read all articles |  Submission guidelines ​​​​​​​

Not sure which open access journal is the most suitable one for your manuscript? Try our Journal Suggester, and don't forget to select "Fully Open Access journals".  ​​​​​​​

Journals for electrical engineers

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Digital Commons @ USF > College of Engineering > Electrical Engineering > Theses and Dissertations

Electrical Engineering Theses and Dissertations

Theses/dissertations from 2023 2023.

On the Performance Enhancement of Beamspace MIMO and Non-orthogonal Multiple Access for Future Cellular Networks , Sinasi Cetinkaya

Enhancing Smart Grid Security and Reliability through Graph Signal Processing and Energy Data Analytics , Md Abul Hasnat

Fabric-Based Organic Electrochemical Transistor Towards Wearable pH Sensing Electronics , Nestor Osvaldo Marquez Rios

Novel Systems Engineering Framework Analysis of Photovoltaic Models and Equations , Peter R. Michael

Deep Learning Enhancement and Privacy-Preserving Deep Learning: A Data-Centric Approach , Hung S. Nguyen

Cyber-Physical Multi-Robot Systems in a Smart Factory: A Networked AI Agents Approach , Zixiang Nie

Multiple Access Techniques Enabling Diverse Wireless Services , Mehmet Mert Şahin

Deep Reinforcement Learning Based Optimization Techniques for Energy and Socioeconomic Systems , Salman Sadiq Shuvo

Process Automation and Robotics Engineering for Industrial Processing Systems , Drake Stimpson

Theses/Dissertations from 2022 2022

Stability and Interaction Analysis of Inverter-Based Resources in Power Grids , Li Bao

Healthcare IoT System and Network Design , Halil Ibrahim Deniz

Video Anomaly Detection: Practical Challenges for Learning Algorithms , Keval Doshi

Data-Driven State Estimation for Improved Wide Area Situational Awareness in Smart Grids , Md Jakir Hossain

Deep Learning and Feature Engineering for Human Activity Recognition: Exploiting Novel Rich Learning Representations and Sub-transfer Learning to Boost Practical Performance , Ria Kanjilal

Assistive Technologies for Independent Navigation for People with Blindness , Howard Kaplan

Diagnosis of Neurodegenerative Diseases Using Higher Order Statistical Analysis of Electroencephalography Signals , Seyed Alireza Khoshnevis

Accelerating Multiparametric MRI for Adaptive Radiotherapy , Shraddha Pandey

A Model-Based Fault Diagnosis in Dynamic Systems via Asynchronous Motors System Identification or Testing, and Control Engineering Observers , Kenelt Pierre

Improving Wireless Networking from the Learning and Security Perspectives , Zhe Qu

Improving Robustness of Deep Learning Models and Privacy-Preserving Image Denoising , Hadi Zanddizari

Theses/Dissertations from 2021 2021

A Method for Compact Representation of Heterogenous and Multivariate Time Series for Robust Classification and Visualization , Alla Abdella

Dynamical System and Parameter Identification for Power Systems , Abdullah Abdulrahman Alassaf

Phasor Domain Modeling of Type-III Wind Turbines , Mohammed Alqahtani

An Automated Framework for Connected Speech Evaluation of Neurodegenerative Disease: A Case Study in Parkinson's Disease , Sai Bharadwaj Appakaya

Investigation of CoO ATO for Solar Cells and Infrared Sheaths , Manopriya Devisetty Subramanyam

Thermal Management of Lithium-ion Batteries Using Supercapacitors , Sanskruta Dhotre

Effect of Se Composition in CdSe 1-X T eX /CdTe Solar Cells , Sheikh Tawsif Elahi

Microencapsulation of Thermochromic Materials for Thermal Storage and Energy Efficiency of Buildings , Abdullatif Hakami

Piezoelectrically-Transduced ZnO-on-Diamond Resonators with Enhanced Signal-to-Noise Ratio and Power-handling Capability for Sensing and Wireless Communication Applications , Xu Han

Preparation and Characterization of Single Layer Conducting Polymer Electrochromic and Touchchromic Devices , Sharan Kumar Indrakar

Security Attacks and Defenses in Cyber Systems: From an AI Perspective , Zhengping Luo

Power System Optimization Methods: Convex Relaxation and Benders Decomposition , Minyue Ma

Metal Oxide Sensor Array Test Bed Prototype for Diagnostic Breath Analysis , Tiffany C. Miller

Packaging of Active RF Beamforming IC Utilizing Additive Manufacturing , Ryan Murphy

Adaptive Network Slicing in Fog RAN for IoT with Heterogeneous Latency and Computing Requirements: A Deep Reinforcement Learning Approach , Almuthanna Nassar

Development of a Bipolar Radiofrequency Ablation Device for Renal Denervation , Noel Perez

Copper Electrodeposition Assisted by Hydrogen Evolution for Wearable Electronics: Interconnections and Fiber Metallization , Sabrina M. Rosa Ortiz

Theory and Application of Dielectric Rod Antennas and Arrays , Gabriel Saffold

Advanced Organic Polymers for the Nanoscale Fabrication of Fiber-based Electronics Using the Electrospinning Technique , William Serrano Garcia

Transparent Planar Micro-Electrode Array for In-Vitro Electric Field Mediated Gene Delivery , Raj Himatlal Shah

High Speed Switching for Plasma Based Electroporation , Shivangi Sharma

Development of Small-Scale Power Supplies for Wearable Medical Diagnostic Devices , Donny Stiner

Novel Approach to Integrate CAN Based Vehicle Sensors with GPS Using Adaptive Filters to Improve Localization Precision in Connected Vehicles from a Systems Engineering Perspective , Abhijit Vasili

Modeling, Control and Analysis of Inverter-Based Generators in the Power Grids , Yangkun Xu

Fiber-Based Supercapacitor for Wearable Electronics , Rohit Lallansingh Yadav

Modeling, Identification, and Stability Analysis of Inverter-Based Resources Integrated Systems , Miao Zhang

Data-Oriented Approaches towards Mobile, Network and Secure Systems , Shangqing Zhao

Strategies in Botnet Detection and Privacy Preserving Machine Learning , Di Zhuang

Theses/Dissertations from 2020 2020

Architecture design and optimization of Edge-enabled Smart Grids , Adetola B. Adeniran

Multimodal Data Fusion and Attack Detection in Recommender Systems , Mehmet Aktukmak

Artificial Intelligence Towards the Wireless Channel Modeling Communications in 5G , Saud Mobark Aldossari

Enhancement of 5G Network Performance Using Non-Orthogonal Multiple Access (NOMA) , Faeik Tayseer Al Rabee

Investigation of Machine Learning Algorithms for Intrusion Detection System in Cybersecurity , Mohmmed Alrowaily

Comprehensive Optimization Models for Voltage Regulation in PV-rich Multi-phase Distribution Systems , Ibrahim Alsaleh

Design and Implementation of Solid/Solid Phononic Crystal Structures in Lateral Extensional Thin-film Piezoelectric on Silicon Micromechanical Resonators , Abdulrahman Alsolami

Analysis of Computational Modeling Methods as Applied to Single-Crystal Organohalide Perovskites , Jon M. Bebeau

Development of a Monolithic Implantable Neural Interface from Cubic Silicon Carbide and Evaluation of Its MRI Compatibility , Mohammad Beygi

Performance Enhancement Techniques for Next-Generation Multi-Service Communication and Medical Cyber-Physical Systems , Ali Fatih Demir

Microfluidically Reconfigurable Millimeter-Wave Switches, Antenna Arrays and Filters with Fast-Actuation Using Movable Metallized Plates and Integrated Actuation , Enrique J. Gonzalez Carvajal

Multilayered Transmission Lines, Antennas and Phased Arrays with Structurally Integrated Control Electronics Using Additive Manufacturing , Merve Kacar

Cost Efficient Algorithms and Methods for Spectral Efficiency in Future Radio Access , Murat Karabacak

Design of DeLRo Autonomous Delivery Robot and AI Based Localization , Tolga Karakurt

Theory, Fabrication, and Characterization of Perovskite Phototransistor , Fatemeh Khorramshahi

Modeling and Control of Renewable Energy in Grids and Microgrids , Yin Li

Next-Generation Self-Organizing Communications Networks: Synergistic Application of Machine Learning and User-Centric Technologies , Chetana V. Murudkar

Reliability Analysis of Power Grids and its Interdependent Infrastructures: An Interaction Graph-based Approach , Upama Nakarmi

Algorithms Enabling Communications in the Presence of Adjacent Channel Interference , Berker Peköz

Electrospun Nanofibrous Membrane Based Glucose Sensor with Integration of Potentiostat Circuit , Kavyashree Puttananjegowda

Service Provisioning and Security Design in Software Defined Networks , Mohamed Rahouti

Reading and Programming Spintronic Devices for Biomimetic Applications and Fault-tolerant Memory Design , Kawsher Ahmed Roxy

Implementation of SR Flip-Flop Based PUF on FPGA for Hardware Security , Sai Praneeth Sagi

Trauma Detection Personal Locator Beacon System , Sakshi Sharma

Network Function Virtualization In Fog Networks , Nazli Siasi

Socially Aware Network User Mobility Analysis and Novel Approaches on Aerial Mobile Wireless Network Deployment , Ismail Uluturk

Spatial Stereo Sound Source Localization Optimization and CNN Based Source Feature Recognition , Cong Xu

Hybrid RF Acoustic Resonators and Arrays with Integrated Capacitive and Piezoelectric Transducers , Adnan Zaman

Theses/Dissertations from 2019 2019

Fabrication and Characterization of Electrical Energy Storage and Harvesting Energy Devices Using Gel Electrolytes , Belqasem Aljafari

Phasor Measurement Unit Data-Based Steady State and Dynamic Model Estimation , Anas Almunif

Cross Layer-based Intrusion Detection System Using Machine Learning for MANETs , Amar Amouri

Power Conditioning System on a Micro-Grid System , Tamoghna Banerjee

Thermal Response in a Field Oriented Controlled Three-phase Induction Motor , Niyem Mawenbe Bawana

Design and Development of a Wireless EEG System Integrated into a Football Helmet , Akshay V. Dunakhe

Machine Learning, Game Theory Algorithms, and Medium Access Protocols for 5G and Internet-of-Thing (IoT) Networks , Mohamed Elkourdi

Improving Stability by Enhancing Critical Fault Clearing Time , Ammara M. Ghani

RF Power Circuit Designs for Wi-Fi Applications , Krishna Manasa Gollapudi

Enhancing Secrecy and Capacity of Wireless Systems Using Directive Communications , Mohammed A. Hafez

Statistical Anomaly Detection and Mitigation of Cyber Attacks for Intelligent Transportation Systems , Ammar Haydari

Absorber and Window Study – CdSexTe1-x/CdTe Thin Film Solar Cells , Chih-An Hsu

Methods and Algorithms to Enhance the Security, Increase the Throughput, and Decrease the Synchronization Delay in 5G Networks , Asim Mazin

Piezoelectric ZnO Nanowires as a Tunable Interface Material for Opto-Electronic Applications , Anand Kumar Santhanakrishna

Security Framework for the Internet of Things Leveraging Network Telescopes and Machine Learning , Farooq Israr Ahmed Shaikh

Diversity and Network Coded 5G Wireless Network Infrastructure for Ultra-Reliable Communications , Nabeel Ibrahim Sulieman

The Design of Passive Networks with Full-Wave Component Models , Eric Valentino

CubeSat Constellation Design for Intersatellite Linking , Michael T. White

Theses/Dissertations from 2018 2018

Design of Micro-Scale Energy Harvesting Systems for Low Power Applications Using Enhanced Power Management System , Majdi M. Ababneh

A Study on the Adaptability of Immune System Principles to Wireless Sensor Network and IoT Security , Vishwa Alaparthy

Validation of Results of Smart Grid Protection through Self-Healing , Felipe Framil Assumpção

A Novel Framework to Determine Physiological Signals From Blood Flow Dynamics , Prashanth Chetlur Adithya

The Effect of Processing Conditions on the Energetic Diagram of CdTe Thin Films Studied by Photoluminescence , Shamara P. Collins

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research paper for electrical engineering

Electrical engineers design the most sophisticated systems ever built. From computers with billions of transistors to microgrids fed by renewable energy sources, from algorithms that predict disease to solar cells and electric vehicles, electrical engineering touches all parts of modern society. We leverage computational, theoretical, and experimental tools to develop groundbreaking sensors and energy transducers, new physical substrates for computation, and the systems that address the shared challenges facing humanity.

Our research is interdisciplinary by nature, and has far-reaching effects on almost every field of human activity, including energy and climate, human health, communications and computation, finance and music. We make the future.

Research areas

Our research covers a wide range of topics of this fast-evolving field, advancing how machines learn, predict, and control, while also making them secure, robust and trustworthy. Research covers both the theory and applications of ML. This broad area studies ML theory (algorithms, optimization, …), statistical learning (inference, graphical models, causal analysis, …), deep learning, reinforcement learning, symbolic reasoning ML systems, as well as diverse hardware implementations of ML.

We develop the technology and systems that will transform the future of biology and healthcare. Specific areas include biomedical sensors and electronics, nano- and micro-technologies, imaging, and computational modeling of disease.

We develop the next generation of wired and wireless communications systems, from new physical principles (e.g., light, terahertz waves) to coding and information theory, and everything in between.

We design the next generation of computer systems. Working at the intersection of hardware and software, our research studies how to best implement computation in the physical world. We design processors that are faster, more efficient, easier to program, and secure. Our research covers systems of all scales, from tiny Internet-of-Things devices with ultra-low-power consumption to high-performance servers and datacenters that power planet-scale online services. We design both general-purpose processors and accelerators that are specialized to particular application domains, like machine learning and storage. We also design Electronic Design Automation (EDA) tools to facilitate the development of such systems.

We bring some of the most powerful tools in computation to bear on design problems, including modeling, simulation, processing and fabrication.

Educational technology combines both hardware and software to enact global change, making education accessible in unprecedented ways to new audiences. We develop the technology that makes better understanding possible.

Our research spans a wide range of materials that form the next generation of devices, and includes groundbreaking research on graphene & 2D materials, quantum computing, MEMS & NEMS, and new substrates for computation.

Our research focuses on solving challenges related to the transduction, transmission, and control of energy and energy systems. We develop new materials for energy storage, devices and power electronics for harvesting, generation and processing of energy, and control of large-scale energy systems.

Our field deals with the design and creation of sophisticated circuits and systems for applications ranging from computation to sensing.

Our research focuses on the creation of materials and devices at the nano scale to create novel systems across a wide variety of application areas.

Our work focuses on materials, devices, and systems for optical and photonic applications, with applications in communications and sensing, femtosecond optics, laser technologies, photonic bandgap fibers and devices, laser medicine and medical imaging, and millimeter-wave and terahertz devices.

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Life cycle capacity evaluation for battery energy storage systems

  • Original Paper
  • Published: 24 May 2024

Cite this article

research paper for electrical engineering

  • Yushu Sun 1 , 2 ,
  • Xinyi Yue 3 ,
  • Guofeng Zhuang 4 ,
  • Yifan Pan 5 ,
  • Wei Pei 1 &
  • Xisheng Tang 1  

Based on the SOH definition of relative capacity, a whole life cycle capacity analysis method for battery energy storage systems is proposed in this paper. Due to the ease of data acquisition and the ability to characterize the capacity characteristics of batteries, voltage is chosen as the research object. Firstly, the first-order low-pass filtering algorithm, wavelet packet decomposition algorithm, and empirical mode decomposition algorithm are used to decompose the voltage data of complete battery charging and discharging cycles into high- and low-frequency bands; Furthermore, the Pearson correlation coefficient is applied to analyze the linear relationship between high-/low-frequency band voltage and capacity and to extract evaluation indicators related to capacity; Finally, the SOH evaluation accuracy of the proposed strategy through different application scenarios is verified to improve its generalization ability.

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research paper for electrical engineering

Remaining useful life prediction of lithium-ion batteries combined with SVD-SDAE and support vector quantile regression

research paper for electrical engineering

State-of-health estimation for lithium-ion batteries using differential thermal voltammetry and Gaussian process regression

research paper for electrical engineering

Rapid Impedance Spectroscopy Reconstruction Based on M Sequence for SOH Estimation of Lithium-Ion Battery

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Acknowledgements

This work has received funding from the National Key Research and Development Program of China (No.2021YFB2402002), the National Natural Science Foundation of China (No.U22B2023), and the Youth Innovation Promotion Association of Chinese Academy of Sciences (No.2023000018).

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Yushu Sun, Wei Pei and Xisheng Tang wrote the main manuscript text and Xinyi Yue, Guofeng Zhuang, Yifan Pan and Yanyang Dang prepared figures. All authors reviewed the manuscript.

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Sun, Y., Yue, X., Zhuang, G. et al. Life cycle capacity evaluation for battery energy storage systems. Electr Eng (2024). https://doi.org/10.1007/s00202-024-02431-7

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School of Electrical and Computer Engineering

College of engineering, zheng wins best paper award for advanced packaging technologies.

Zheng Award.jpg

The ECE Ph.D. alumni won the award for his research on fused-silica stitch-chip technology for RF/mm-wave multichiplet modules.

Georgia Tech School of Electrical and Computer Engineering graduate Ting Zheng won an IEEE Transactions on Components, Packaging and Manufacturing Technology (TCPMT) Best Paper Award, from the Advanced Packaging Category, for his research on fused-silica stitch-chip technology.

TCPMT is the flagship journal of the IEEE Electronics Packaging Society (EPS).

He was recognized for the paper he co-authored prior to his graduation, “Benchmarking and Demonstration of Low-Loss Fused-Silica Stitch-Chips with Compressible Microinterconnects for RF/mm-Wave Chiplet-Based Modules.”

It proposes and benchmarks ‘fused-silica stitch-chips’  as an interconnect technology between neighboring RF/mm-wave chiplets. Compared to conventional advanced packaging technologies, the stitch-chips enable low-loss and broadband interconnection, provide built-in mechanical deformation capability to compensate for differing chiplets heights, and provide a path towards package size scaling for large-scale multichiplet integration.

He was advised by ECE Professor and 3D Systems Packaging Research Center Director Muhannad Bakir.

Zheng is the second student from Bakir’s Integrated 3D Systems Lab to have their research recognized. Shengtao Yu won the Intel Outstanding Student Paper Award for this paper on co-packaged optics and fiber-chiplet-connectors at the 2023 IEEE Electronic Components and Technology Conference (ECTC), which is the flagship conference of IEEE EPS.

It is a rare honor for the same research group to win paper awards in the same year from both ECTC and TCPMT.

At the end of May, Zheng, Yu and Bakir will all attend ECTC 2024 in Denver, CO to receive the ECTC and TCPMT paper awards.   

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  • Published: 17 May 2024

Towards interdisciplinary integration of electrical engineering and earth science

  • Jiaqi Ruan   ORCID: orcid.org/0000-0003-2584-0738 1 ,
  • Zhao Xu   ORCID: orcid.org/0000-0003-4480-7394 1 , 2 &
  • Hui Su   ORCID: orcid.org/0000-0003-1265-9702 3  

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The inherent differences in epistemologies and research methods in electrical engineering and earth science hinder interdisciplinary collaboration. In the context of climate change, this divide affects the shift towards long-term sustainability in global energy systems, prompting dialogue between the disciplines to enable effective interdisciplinary collaborations.

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Acknowledgements

Z.X. acknowledges support from the Research Grants Council of the Hong Kong Special Administrative Region (AoE/P-601/23-N) and the General Research Fund of the Hong Kong Special Administrative Region (PolyU15209322). H.S. acknowledges support from the General Research Fund of the Hong Kong Special Administrative Region (project 16300823-CIVL) and Hong Kong Jockey Club Charities Trust (FA123).

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Research Institute for Smart Energy, The Hong Kong Polytechnic University, Hong Kong SAR, China

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