IEEE Senior Member Assistant Professor IEEE Computer Society IEEE ITSS IEEE TEMS

İsmail Can Dikmen Electrical & Electronics Engineering · İstinye Üniversitesi, Istanbul

Building brain-inspired computing architectures for real-world engineering problems — from battery management on electric vehicles to fault detection in industrial systems. My work bridges spiking neural networks, FPGA hardware, and edge AI deployment.

Can Dikmen

Research Interests

My research program sits at the intersection of neuromorphic engineering and industrial intelligent systems, with a focus on making spiking neural networks practical for safety-critical, energy-constrained applications.

Spiking Neural Networks

Event-driven neural architectures for temporal signal processing, including barrier-hazard dynamics, mixture-of-experts routing, and biologically-grounded information bottleneck theory.

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Battery Management Systems

Neuromorphic and hybrid approaches to state-of-charge and state-of-health estimation in lithium-ion batteries for electric vehicles and eVTOL platforms.

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FPGA & Edge AI

Hardware implementation of spiking neural networks on FPGA platforms (Xilinx Kria KV260) for real-time, low-power inference at the edge.

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Industrial Fault Detection

Physics-informed neuromorphic sentinel architectures for cross-domain anomaly detection in battery cells, rotating machinery, SCADA systems, and biomedical signals.

Selected Publications

Full list available on Google Scholar and ORCID.

2026
Low-Energy Battery State Estimation for EVs Using Hybrid SNN-LSTM for Heterogeneous System-on-Chip Architectures
İ. C. Dikmen
IEEE Transactions on Transportation Electrification
2026
A Physics-Guided Framework for Available Traction Power and In-Motion Charging
İ. C. Dikmen
IEEE Access
2026
A Review on Fundamentals, Applications, Challenges and Current Status of Spiking Automotive Electronics
İ. C. Dikmen
Int. J. Automotive Science and Technology (IJASTECH)
2026
Comprehensive Modelling and Prediction of State of Health for LTO, LMO, and LFP Batteries Using Machine Learning
İ. C. Dikmen et al.
Electrica
2026
Physics-Informed LSTM and EKF Fusion for Robust Battery SoC Estimation
İ. C. Dikmen et al.
Turkish J. Science and Technology
2025
Battery State of Health Estimation Using an LLM Framework
İ. C. Dikmen et al.
IEEE Int. Symp. Quality Electronic Design (ISQED)
2025
Continuous Monitoring and Modeling of High-Frequency EM Pollution Using Cutting-Edge Regression Techniques
İ. C. Dikmen
IEEE Access
2022
Electrical Method for Battery Chemical Composition Determination
İ. C. Dikmen et al.
IEEE Access

Selected peer-reviewed work. Full list, including conference papers and preprints, on Google Scholar and ORCID.

Media Coverage

Research featured across major Turkish national media outlets, including television broadcasts and news agencies.

Teaching Experience

Courses taught across 5 institutions at graduate, undergraduate, and associate degree levels. Instruction in both English and Turkish.

GRADUATE İnönü University · 2022–2025

AI & Optimization Methods

Machine learning fundamentals, metaheuristic optimization, neural network architectures, and engineering applications. Taught 3 consecutive years.

UNDERGRADUATE
İSTİNYE UNIVERSITY · FULL-TIME

Signals & Systems

Continuous and discrete-time signals, LTI systems, Fourier and Laplace transforms, sampling theorem, filter design.

İSTİNYE UNIVERSITY · FULL-TIME

Electronics I

Diode circuits, BJT and MOSFET device physics, DC biasing, small-signal analysis, single-stage amplifier configurations.

YILDIZ TECHNICAL UNIVERSITY · PART-TIME LECTURER

Electric Vehicle Technologies

EV powertrain architectures, battery systems, charging infrastructure, regenerative braking, and BMS fundamentals.

TURGUT ÖZAL UNIVERSITY · INDUSTRY-ON-CAMPUS PROGRAM

Electric Vehicle Technologies

Industry-academia collaboration program delivering EV technology curriculum to electrical engineering students.

ASSOCIATE DEGREE
İNÖNÜ UNIVERSITY · ORGANIZED INDUSTRIAL ZONE VOCATIONAL SCHOOL · FULL-TIME · 2020–2023
Control Systems in Electric Vehicles
Automotive Electrical Systems
Automotive Electronics
Special Sensor Technologies
Basic Electronics
AC Circuit Analysis
TURGUT ÖZAL UNIVERSITY · ARAPGİR VOCATIONAL SCHOOL · FULL-TIME · 2019–2020
Sensors & Transducers
Automotive Electrical Systems
Automotive Electronics
Special Design Motors
Measurement Techniques

Certifications & Outreach

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MathWorks Professional Training

7-course certification program via FİGES BuildUp Academy (2023), covering the full model-based design pipeline:

MATLAB Fundamentals Simulink Fundamentals Simscape Stateflow Image Processing MATLAB Coder Embedded Coder
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Science Outreach

TÜBİTAK BİLİM SÖYLEŞİLERİ · 2023

Invited Speaker: Intelligent Transportation Systems

Public science talk for K-12 students organized by TÜBİTAK (The Scientific and Technological Research Council of Turkey), Darende, Malatya.

With the three high school interns of the Neuromorphic Algorithms track at the Faculty of Engineering and Natural Sciences, İstinye University
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Young Scientists High School Summer Research Internship · Neuromorphic Algorithms

RESEARCH SUPERVISOR · İSTİNYE ÜNİVERSİTESİ · JUL 2026

Two weeks of hands-on research with three high school students, Zeynep Elveren, Zeynep Bahat and Yusuf Kaymakçı, in the Neuromorphic Algorithms track of İstinye University's Genç Bilim İnsanları (Young Scientists) summer research internship, organized end to end by İstinye TTO. The outcome was three papers on spiking neural networks: two submitted to the 10th International Artificial Intelligence and Data Processing Symposium (IDAP 2026), and the third to the 30th IEEE High Performance Extreme Computing Conference (HPEC 2026).

An Adaptive Threshold Spiking Neural Network for Robust Surface-EMG Gesture Recognition under Fatigue and Noise IDAP 2026
Subject-Independent Evaluation of Spiking Neural Networks for Per-Minute Sleep Apnea Detection from Single-Lead ECG: Accuracy and Energy Trade-offs IDAP 2026
Subject-Independent Muscle Fatigue Detection from Surface EMG with a Spiking Neural Network and Verified FPGA RTL HPEC 2026

The titles do not read like high school work, and that was exactly the point. In two weeks the students learned scientific methodology by applying it directly: setting the question up right, and going back to the method when a result did not come out as expected. A result that looks good is not automatically a correct one; they saw this firsthand. The credit is theirs.

DataMedX Hackathon 2 at İstinye University
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DataMedX Hackathon 2 · İstinye University

MENTOR · İSTİNYE ÜNİVERSİTESİ · MAY 2026

Served as a mentor at DataMedX Hackathon 2, an İstinye University event where high-school students built AI and data-science solutions for healthcare on anonymized real-world clinical data over three days. Event page

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ZeroTech Academy · EV & Next-Generation Vehicle Technologies

DESIGN · DELIVERY · EVALUATION · TEMSA · 2025

Designed and delivered ZeroTech Academy, TEMSA's EV and next-generation vehicle technologies program, together with Teoman Karadağ. About six months went into building the curriculum department by department, followed by six months of delivery across sites in three countries: the Adana plant and R&D center, Istanbul, Germany, and France. Content spanned battery systems, electric powertrains, charging infrastructure, and next-generation vehicle architectures, reaching nine functional departments from R&D through Sales (WE and EMEA), Operations, and support units.

Effectiveness was measured, not assumed. A quasi-experimental pre-test/post-test design was applied to 315 employees with a validated instrument (expert-reviewed content validity, Cronbach's α > 0.70). Mean scores rose from 59.5 to 70.2 on a 100-point scale, an 18% gain that was significant on a paired-sample t-test (t = 2.35, p = 0.019). Knowledge gain correlated with operational performance (r = 0.45, p < 0.01), and a department-level ANOVA (F = 1.85, p = 0.055) showed R&D and Sales responding most. Analysis ran in SPSS under ethics-committee approval, and the results were published in JEBI (2025).

ZeroTech Academy — EV and next-generation vehicle technologies training
Presenting NEUROSEC at ARC 2024 in Aveiro, Portugal
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NEUROSEC: FPGA-Based Neuromorphic Audio Security

CONFERENCE TALK · ARC 2024 · AVEIRO, PORTUGAL

Presented NEUROSEC at the 20th International Symposium on Applied Reconfigurable Computing (ARC 2024) in Aveiro, Portugal. The work brings neuromorphic computing to audio security on FPGA, reaching a 94% threat-detection rate and holding up against FGSM and PGD adversarial attacks at a 5.39 dB SNR. The full paper appears in the ARC 2024 proceedings (Springer LNCS, pp. 134–147).

Presenting at CHEP 2024 in Kraków, Poland
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CHEP 2024 · Computing in High Energy & Nuclear Physics

CONFERENCE TALK · KRAKÓW, POLAND · OCT 2024

Presented at the 27th International Conference on Computing in High Energy & Nuclear Physics (CHEP 2024) at Jagiellonian University, Kraków. The talk covered neuromorphic and hybrid neural-network models for particle physics, mapping spiking architectures onto FPGA hardware through HLS4ML for high-throughput, low-power inference. CHEP is the flagship venue for computing in high-energy and nuclear physics.

UITP Training Programme on Electric Buses, Geneva — TOSA electric bus depot
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UITP Training Programme on Electric Buses

CERTIFICATION · UITP CENTRE FOR TRAINING · GENEVA · SEP 2016

Completed the UITP Centre for Training programme on electric buses in Geneva, Switzerland (26–28 September 2016), including a technical visit to the city's TOSA flash-charging electric bus system.

Electric and Hydrogen Vehicles: Past to Present

INVITED TALK · OTOMOTIV YAZ KAMPI (OSD) · JUL 2024

Invited speaker at the 4th Automotive Summer Camp (Otomotiv Yaz Kampı), the online program run by the Automotive Manufacturers Association of Türkiye (OSD) and supported by OİB. Delivered the session on the past-to-present arc of electric and hydrogen vehicles together with Teoman Karadağ, to university students exploring careers in the automotive industry. The camp draws the sector's leading manufacturers and reaches a large national student audience each year.

Otomotiv Yaz Kampı 2024 — talk on electric and hydrogen vehicles with Teoman Karadağ

Professional Experience

Mobility Technologies Lead

TEMSA Skoda Sabancı R&D Center
2023–PRESENT

Innovation tracking at Turkey's first automotive R&D center. Leading cross-functional simulation projects across the full product range.

Department Head & Lecturer

İnönü University · Organized Industrial Zone Vocational School
2020–2023 · DEPT. HEAD: ELECTRICAL & ENERGY (2021–2023)

Led the Electrical and Energy Department while teaching EV-focused courses. Supervised funded research projects. Established Turkey's first virtual simulation laboratory for EV maintenance training.

Co-Founder

SusTech R&D
2018–PRESENT · TÜBİTAK 1512 TECHNO-ENTREPRENEURSHIP

Founded an R&D startup focused on intelligent battery management systems. Secured TÜBİTAK 1512 funding and developed patented adaptive BMS technology.

Chief Engineer

MOTAŞ — Malatya Metropolitan Transit Authority
2015–2017 · FLEET OPERATIONS & MAINTENANCE

Oversaw all workshops including the trolleybus facility, managing vehicle maintenance, fleet electrification planning, and technical operations for the city's public transit system. Supervised 56 employees and served as product owner for the ERP software development project.

Search & Rescue Pilot · Senior Captain

Turkish Air Force
2002–2014 · 1,029 FLIGHT HOURS · FIXED-WING & ROTARY-WING

Commissioned as Pilot Lieutenant upon graduation from Flight School. Served as SAR pilot operating both jet and helicopter platforms. Deployed to Afghanistan under NATO ISAF as A-5/7 Plans, Exercise and Evaluation Officer (PXEO) at Kabul International Airport, serving under a U.S. Colonel. Awarded the NATO ISAF Medal. Completed MSc in Electronic Engineering (quadrotor flight control) during active service. Departed at the rank of Senior Captain.

Awards & Recognition

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First Prize — Most Innovative Scientific-Based Project

RDCONF International Conference on Design, R&D — for development of an intelligent battery management system for electric vehicles, 2021.

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NATO ISAF Medal

Awarded for service during NATO International Security Assistance Force deployment in Afghanistan, 2011–2012.

Journal Reviewer

IEEE Trans. Vehicular Technology IEEE Trans. Automation Science and Engineering IEEE Computing in Science and Engineering IEEE Canadian J. Electrical and Computer Eng. Elsevier ISA Transactions Springer Electrical Engineering Springer J. Intelligent & Robotic Systems IET Electrical Systems in Transportation Taylor & Francis Cybernetics and Systems Springer J. Aeronautics and Space Technologies Gazi University J. Faculty of Engineering

Patents

2026
Hazard-Function-Based Spiking Neuron Family and N-Island Mixture-of-Experts Architecture for Neuromorphic Computing
İstinye University
TR 2026/007632 · TÜRKPATENT · Filed 2026
2026
Event-Driven Neuromorphic Sentinel-Based Heterogeneous System-on-Chip Architecture and Method for Battery State Estimation
İstinye University
TR 2026/004809 · TÜRKPATENT · Filed 2026
2025
Neuromorphic Battery Management System (nBMS)
I. C. Dikmen
TR 2025/018585 · TÜRKPATENT · REGISTERED 2026
2022
IoT-Based Medical Smart Transport Thermos
İnönü University
TR 2022/021732 · TÜRKPATENT
2021
Adaptive, Modular and Intelligent Battery Management System with Automatic Cell Chemistry Identification
İnönü University
TR 2021/018973 · TÜRKPATENT · REGISTERED 2026
2021
Battery Expertise System and Method for Hybrid and Electric Vehicles
İnönü University
TR 2021/018933 · TÜRKPATENT
2021
Electronic Cell Chemistry Identification Method for Lithium-Based Batteries
İnönü University
TR 2021/005464 · TÜRKPATENT · REGISTERED 2025
Curriculum Vitae

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Complete academic CV with full publication list, grants, and service.

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Get in Touch

Office
Department of Electrical Electronics Engineering
İstinye University Ana Kampüs,
Azerbaycan Cd. No:4
Sarıyer, Istanbul, Turkey
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