2026
2026

Drift-Aware Online Anomaly Detection in Smart Buildings via Temporal Variational Autoencoder Gradient Profile

Tran L. T. Le, Heng Chuan Tan, Zhen Wei Ng, Zbigniew Kalbarczyk, David Yau, Daisuke Mashima, and Xin Lou

To appear at ACM e-Energy 2026

2026

Position Paper: On the Feasibility of Physical-to-cyber Attack against sEMG-based Body-machine Interface

Mausam Piyush Vora, Jason Soh, and Daisuke Mashima

To appear at ACM CPSS 2026

2026

Toward Realistic and Efficient Cyber Deception

Hind Alrubaish, Walid Aljoby, Ahmed Aldeek, Mohammed Alkubaish, and Daisuke Mashima

In Press, IEEE Open Journal of the Computer Society, 2026

2025
2025

What is Critical Infrastructure Cyber Twins?

Daisuke Mashima

ACM/SIGDA E-Newsletter Vol 55, No. 9, 2025 • PDF

2025

SG-ML: Smart Grid Cyber Range Modelling Language

Muhammad M. Roomi, Suhail S.M. Hussain, and Daisuke Mashima

arXiv preprint arXiv:2509.10568, 2025 • ArXiv

2025

Auto-SGCR: Automated Generation of Smart Grid Cyber Range Using IEC 61850 Standard Models

Muhammad M Roomi, S. M. Suhail Hussain, Ee-chien Chang, David Nicol, and Daisuke Mashima

In Press, IEEE Open Journal of the Industrial Electronics Society • ArXivGitHub

2025

Demo: Smart Grid Cyber Twin for Cybersecurity Exercise

Daisuke Mashima, Jit Biswas, Revati Godse, Muhammad M Roomi, and Bennet Ng

ACM CPSIoTSec 2025 Demo

2025

Automated Generation of Configurable, High-fidelity, Smart Grid Honeynet

Karim Chehab, Walid Aljoby, Bennet Ng, Muhammad M Roomi, Ertem Esiner, and Daisuke Mashima

IEEE SmartGridComm 2025

2025

AutoPGT: LLM-Driven Automated Policy Generation for Securing Industrial Control Systems

Rochelle Xenia M Santos, Ertem Esiner, Utku Tefek, Matthew Caeser, and Daisuke Mashima

IEEE SmartGridComm 2025

2025

Survey of Moving Target Defense in Power Grids: Design Principles, Tradeoffs, and Future Directions

Subhash Lakshminarayana, Yexiang Chen, Charalambos Konstantinou, Daisuke Mashima, and Anurag K. Srivastava

In Press, IEEE Open Access Journal of Power and Energy • ArXiv

2024
2024

Cybersecurity for Modern Smart Grid Against Emerging Threats

Daisuke Mashima, Yao Chen, Muhammad M. Roomi, Subhash Lakshminarayana, and Deming Chen

Foundations and Trends in Privacy and Security, Vol. 5, No. 4, pp 189–285 • Link

Survey
2024

CRaaS: Cloud-based Smart Grid Cyber Range for Scalable Cybersecurity Experiments and Training

Bernard Chng, Bennet Ng, Muhammad M. Roomi, Daisuke Mashima, and Xin Lou

IEEE SmartGridComm 2024

2024

High-fidelity Intrusion Detection Datasets for Smart Grid Cybersecurity Research

Heng Chuan Tan, Adeeb Hossain, Daisuke Mashima, and Zbigniew Kalbarczyk

IEEE SmartGridComm 2024

2024

On Practicality of Using ARM TrustZone Trusted Execution Environment for Securing Programmable Logic Controllers

Zhiang Li, Daisuke Mashima, Wen Shei Ong, Ertem Esiner, Zbigniew Kalbarczyk, and Ee-Chien Chang

ACM AsiaCCS 2024

2023
2023

Comparative Study on Smart Grid Security Testbeds Using MITRE ATT&CK Matrix

Aneeqa Mumrez, Muhammad M. Roomi, Heng Chuan Tan, Daisuke Mashima, Ghada Elbez, and Veit Hagenmeyer

IEEE SmartGridComm 2023 Workshop on Testbed and Digital Twin for Smart Grids

2023

On Design and Implementation of Real-time, High-fidelity Virtual Power System for Smart Grid Cyber Range

Muhammad M. Roomi, Isaac Lim, and Daisuke Mashima

IEEE SmartGridComm 2023 Workshop on Testbed and Digital Twin for Smart Grids

2023

A Smart Grid Ontology: Vulnerabilities, Attacks, and Security Policies

Utku Tefek, Ertem Esiner, Carmen Cheh, and Daisuke Mashima

IEEE CPS-Sec 2023

2023

Taxonomy of Fingerprinting Techniques for Evaluation of Smart Grid Honeypot Realism

Vanessa Tay, Xinran Li, Daisuke Mashima, Bennet Ng, Phuong Cao, Zbigniew Kalbarczyk, and Ravishankar K Iyer

IEEE SmartGridComm 2023

2023

Message Authentication and Provenance Verification for Industrial Control Systems

Ertem Esiner, Utku Tefek, Daisuke Mashima, Binbin Chen, Zbigniew Kalbarczyk, and David M. Nicol

ACM Transactions on Cyber-physical Systems

2023

An Open-Source Framework for Publishing/Subscribing IEC 61850 R-GOOSE and R-SV

S.M. Suhail Hussain, Chen Yaohao, Muhammad M. Roomi, Daisuke Mashima, and Ee-Chien Chang

SoftwareX (2023): 101415 • Link

2023

Towards Automated Generation of Smart Grid Cyber Range for Cybersecurity Experiments and Training

Daisuke Mashima, Muhammad M. Roomi, Bennet Ng, Zbigniew Kalbarczyk, Suhail Hussain, and Ee-Chien Chang

DSN 2023 (Industry Track)

2023

Machine Learning Assisted Bad Data Detection for High-throughput Substation Communication

Suman Sourav, Partha P. Biswas, Vyshnavi Mohanraj, Binbin Chen, and Daisuke Mashima

IEEE ICC 2023

2023

Analysis of False Data Injection Attacks against Automated Control for Parallel Generators in IEC 61850 Based Smart Grid Systems

Muhammad M. Roomi, S. M. Suhail Hussain, Daisuke Mashima, Ee-Chien Chang, and Taha Selim Ustun

IEEE Systems Journal (2023)

2023

Resilience Analysis of Cyber-Physical Systems: A Review of Models and Methods

Beatrice Cassottana, Muhammad M. Roomi, Daisuke Mashima, and Giovanni Sansavini

Risk Analysis (2023)

2023

End-to-End Performance Evaluation of R-SV / R-GOOSE Messages for Wide Area Protection and Control Applications

S.M. Suhail Hussain, Muhammad M. Roomi, Daisuke Mashima, and Ee-Chien Chang

IEEE PES ISGT North America 2023

2022
2022

Predicting Resilience of Interdependent Urban Infrastructure Systems

Beatrice Cassottana, Partha P. Biswas, Srijith Balakrishnan, Bennet Ng, Daisuke Mashima, and Giovanni Sansavini

IEEE Access 10 (2022): 116432–116442

2022

Evaluating Synthetic Datasets for Training Machine Learning Models to Detect Malicious Commands

Jia Wei Teo, Sean Gunawan, Partha Biswas, and Daisuke Mashima

IEEE SmartGridComm 2022 Workshop on Intelligence and Security for Smart Energy Systems

2022

Detecting Hidden Attackers in Photovoltaic Systems Using Machine Learning

Suman Sourav, Partha Biswas, Binbin Chen, and Daisuke Mashima

IEEE SmartGridComm 2022

2022

Analysis of Message Authentication Solutions for IEC 61850 in Substation Automation Systems

Utku Tefek, Ertem Esiner, Daisuke Mashima, and Yih-Chun Hu

IEEE SmartGridComm 2022

2022

GateKeeper: Operator-centric Trusted App Management Framework on ARM TrustZone

Balachandar Gowrisankar, Daisuke Mashima, Wen Shei Ong, Quanqi Ye, Ertem Esiner, Binbin Chen, and Zbigniew Kalbarczyk

IEEE CNS 2022

2022

LoMoS: Less-online/More-offline Signatures for Extremely Time-critical Systems

Ertem Esiner, Utku Tefek, Hasan S. M. Erol, Daisuke Mashima, Binbin Chen, Yih-Chun Hu, Zbigniew Kalbarczyk, and David M. Nicol

IEEE Transactions on Smart Grid 13(4), pp. 3214–3226 • Link

2022

MITRE ATT&CK Based Evaluation on In-Network Deception Technology for Modernized Electrical Substation Systems

Daisuke Mashima

Sustainability 14, no. 3 (2022): 1256 • Link

2022

IEC 61850 Compatible OpenPLC for Cyber Attack Case Studies on Smart Substation Systems

Muhammad M. Roomi, Wen Shei Ong, S. M. Suhail Hussain, and Daisuke Mashima

IEEE Access 10 (2022): 9164–9173 • Link

2022

Caching-based Multicast Message Authentication in Time-critical Industrial Control Systems

Utku Tefek, Ertem Esiner, Daisuke Mashima, Binbin Chen, and Yih-Chun Hu

IEEE INFOCOM 2022

2022

OpenPLC61850: An IEC 61850 MMS Compatible Open Source PLC for Smart Grid Research

Muhammad M. Roomi, Wen Shei Ong, Daisuke Mashima, and S. M. Suhail Hussain

SoftwareX 17 (2022): 100917 • Link

2021
2021

An IEC 61850 MMS Traffic Parser for Customizable and Efficient Intrusion Detection

Heng Chuan Tan, Vyshnavi Mohanraj, Binbin Chen, Daisuke Mashima, Shing Kham Shing Nan, Aobo Yan

IEEE SmartGridComm 2021

2021

vBump: Securing Ethernet-based Industrial Control System Networks with VLAN-based Traffic Aggregation

Nils Ole Tippenhauer, Binbin Chen, Daisuke Mashima, and David Nicol

CPSIoTSec 2021

Best Paper Runner-up
2021

Machine Learning-based Intrusion Detection for Achieving Cybersecurity in Smart Grids using IEC 61850 GOOSE Messages

Taha Selim Ustun, S.M. Suhail Hussain, Ahsen Ulutas, Ahmet Onen, Muhammad M. Roomi, and Daisuke Mashima

Symmetry 13.5 (2021): 826 • Link

2021

Cyber-attack Case Studies on Dynamic Voltage Restorer in Smart Grid with Distributed Energy Resources

Muhammad M. Roomi, Daisuke Mashima, Nandhakumar Kandasamy, and Partha Biswas

3rd International Workshop on Artificial Intelligence and Industrial Internet-of-Things Security (AIoTS 2021)

2021

Securing smart-grid infrastructure against emerging threats

Daisuke Mashima

Book Chapter in "Solving Urban Infrastructure Problems Using Smart City Technologies," Elsevier, 2021, pp. 359–382 • Link

2020
2020

PowerNet: A Smart Energy Forecasting Architecture based on Neural Networks

Yao Cheng, Chang Xu, Daisuke Mashima, Partha Biswas, Geetanjali Chipurupalli, Bin Zhou, and Yongdong Wu

IET Smart Cities Journal, 2020

2020

False Data Injection Cyber Range of Modernized Substation System

Muhammad M. Roomi, Partha Biswas, Daisuke Mashima, Yuting Fan, and Ee-Chien Chang

IEEE SmartGridComm 2020

2020

An Attack-Trace Generating Toolchain for Cybersecurity Study of IEC 61850 based Substations

Partha Biswas, Yuan Li, Heng Chuan Tan, Daisuke Mashima, and Binbin Chen

IEEE SmartGridComm 2020

2020

DecIED: Scalable k-Anonymous Deception for IEC61850-Compliant Smart Grid Systems

Dianshi Yang, Daisuke Mashima, Wei Lin, and Jianying Zhou

6th ACM Cyber-Physical System Security Workshop (CPSS 2020)

2020

On Design and Enhancement of Smart Grid Honeypot System for Practical Collection of Threat Intelligence

Daisuke Mashima, Derek Kok, Wei Lin, Muhammad Hazwan, and Alvin Cheng

13th USENIX Workshop on Cyber Security Experimentation and Test (CSET 2020) • Link

2019
2019

Electricity Theft Pinpointing through Correlation Analysis of Master and Individual Meter Readings

Partha Biswas, Hongyun Cai, Bin Zhou, Binbin Chen, Daisuke Mashima, and Vincent Zheng

IEEE PES Transactions on Smart Grid • Early Access

2019

Who's Scanning Our Smart Grid? Empirical Study on Honeypot Data

Daisuke Mashima, Yuan Li, and Binbin Chen

IEEE GLOBECOM 2019

2019

F-Pro: a Fast and Flexible Provenance-Aware Message Authentication Scheme for Smart Grid

Ertem Esiner, Daisuke Mashima, Binbin Chen, Zbigniew Kalbarczyk, and David Nicol

IEEE SmartGridComm 2019

2019

A Synthesized Dataset for Cybersecurity Study of IEC 61850 based Substation

Partha Biswas, Heng Chuan Tan, Qingbo Zhu, Yuan Li, Daisuke Mashima, and Binbin Chen

IEEE SmartGridComm 2019 (Invited Paper)

2019

On Optimization of Command-Delaying for Advanced Command Authentication in Smart Grid Systems

Daisuke Mashima, Ramkumar Rajendran, Bin Zhou, Binbin Chen, and Biplab Sikdar

IEEE PES ISGT Asia 2019

2019

Tabulating Cybersecurity Solutions for Substations: Towards Pragmatic Design and Planning

Hengchuan Tan, Carmen Cheh, Binbin Chen, and Daisuke Mashima

IEEE PES ISGT Asia 2019

2018
2018

Securing Substations through Command Authentication Using On-the-fly Simulation of Power System Dynamics

Daisuke Mashima, Binbin Chen, Bin Zhou, Ramkumar Rajendran, and Biplab Sikdar

IEEE SmartGridComm 2018

2018

Short Paper: On Practical Threat Scenario Testing in an Electric Power ICS Testbed

Ahnaf Siddiqi, Nils Ole Tippenhauer, Daisuke Mashima, and Binbin Chen

4th ACM Cyber-physical System Security Workshop (ACM CPSS 2018)

2018

Towards Quantitative Evaluation of Privacy Protection Schemes for Electricity Usage Data Sharing

Daisuke Mashima, Aidana Serikova, Yao Cheng, and Binbin Chen

ICT Express 4.1 (2018): 35–41 • Link

2018

Analysis and Enhancement of RPL under Packet Drop Attacks

Binbin Chen, Yuan Li, and Daisuke Mashima

10th International Conference on Communication Systems and Networks (COMSNETS 2018)

2017
2017

Artificial Command Delaying for Secure Substation Remote Control: Design and Implementation

Daisuke Mashima, Prageeth Gunathilaka, and Binbin Chen

IEEE Transactions on Smart Grid 10.1 (2017): 471–482

2017

Towards a Grid-wide, High-fidelity Electrical Substation Honeynet

Daisuke Mashima, Binbin Chen, Prageeth Gunathilaka, and Edwin Tjiong

IEEE SmartGridComm 2017

2017

PowerLSTM: Power Demand Forecasting Using Long Short-Term Memory Neural Network

Yao Cheng, Chang Xu, Daisuke Mashima, Vrizlynn L. L. Thing, and Yongdong Wu

13th International Conference on Advanced Data Mining and Applications (ADMA 2017)

2016
2016

SPOT: A Smartphone-Based Platform to Tackle Heterogeneity in Smart-Home IoT Systems

Mohammad-Mahdi Moazzami, Guoliang Xing, Daisuke Mashima, Wei-Peng Chen, and Ulrich Herberg

IEEE 3rd World Forum on Internet of Things (WF-IoT 2016)

2016

An Active Command Mediation Approach for Securing Remote Control Interface of Substations

Daisuke Mashima, Prageeth Gunathilaka, and Binbin Chen

IEEE SmartGridComm 2016

2016

Residential Demand Response System Framework Leveraging IoT Devices

Daisuke Mashima and Wei-Peng Chen

IEEE SmartGridComm 2016

2016

SoftGrid: A Software-based Smart Grid Testbed for Evaluating Substation Cybersecurity Solutions

Prageeth Gunathilaka, Daisuke Mashima, and Binbin Chen

2nd ACM Workshop on Cyber-Physical System Security and Privacy (CPS-SPC 2016)

2016

Big Data Security and Privacy Handbook: 100 Best Practices in Big Data Security and Privacy

Daisuke Mashima and Sreeranga Rajan (Ed.)

Cloud Security Alliance Big Data Working Group, 2016 • Link

2015
2015

Authenticated Down-Sampling for Privacy-Preserving Energy Usage Data Sharing

Daisuke Mashima

IEEE SmartGridComm 2015

2015

How the Quantity and Quality of Training Data Impacts Re-identification of Smart Meter Users?

Mustafa Faisal, Alvaro Cardenas, and Daisuke Mashima

IEEE SmartGridComm 2015

2014
2014

Privacy Preserving Disclosure of Authenticated Energy Usage Data

Daisuke Mashima and Arnab Roy

IEEE SmartGridComm 2014

2014

OpenADR 2.0 Deployment Architectures: Options and Implications

Ulrich Herberg, Daisuke Mashima, Jorjeta Jetcheva, and Sanam Mirzazad-Barijough

IEEE SmartGridComm 2014

2014

On the Practicality of Detecting Anomalies with Encrypted Traffic in AMI

Robin Berthier, David Urbina, Alvaro A. Cardenas, Michael Guerrero, Ulrich Herberg, Jorjeta Jetcheva, Daisuke Mashima, Jun Huh, and Rakesh B. Bobba

IEEE SmartGridComm 2014

Best Paper Award
2014

Towards Secure Demand-Response Systems on The Cloud

Apurva Mohan and Daisuke Mashima

International Workshop on Cyber-Physical Systems Security (CPS-Sec 2014)

2014

Enhancing Demand Response Signal Verification in Automated Demand Response Systems

Daisuke Mashima, Ulrich Herberg, and Wei-Peng Chen

5th Conference on Innovative Smart Grid Technologies (ISGT 2014)

2013
2013

Customer-centric Energy Usage Data Management and Sharing in Smart Grid Systems

Gaurav Lahoti, Daisuke Mashima, and Wei-Peng Chen

ACM Smart Energy Grid Security Workshop (SEGS 2013)

2013

Reconciling Security Protection and Monitoring Requirements in Advanced Metering Infrastructures

Robin Berthier, Jorjeta Jetcheva, Daisuke Mashima, Jun Huh, David Grochocki, Rakesh B. Bobba, Alvaro A. Cardenas, and Bill Sanders

IEEE SmartGridComm 2013

2012
2012

Safeguarding Health Data with Enhanced Accountability and Patient Awareness

Daisuke Mashima

Ph.D. Dissertation, Georgia Institute of Technology, 2012 • Link

2012

Evaluating Electricity Theft Detectors in Smart Grid Networks

Daisuke Mashima and Alvaro A. Cardenas

15th International Symposium on Research in Attacks, Intrusions and Defenses (RAID 2012) • Link

2012

Enabling Robust Information Accountability in E-healthcare Systems

Daisuke Mashima and Mustaque Ahamad

3rd USENIX Workshop on Health Security and Privacy (HealthSec 2012)

2012

Visualizing Dynamic Data with Maps

Daisuke Mashima, Stephen Kobourov, and Yifan Hu

IEEE Transactions on Visualization and Computer Graphics (TVCG), September 2012 • Link

2012

Enhancing Accountability of Electronic Health Record Usage via Patient-centric Monitoring

Daisuke Mashima and Mustaque Ahamad

2nd ACM SIGHIT International Health Informatics Symposium (ACM IHI 2012)

2011
2011

Privacy Settings from Contextual Attributes: A Case Study Using Google Buzz

Daisuke Mashima, Elaine Shi, Richard Chow, Prateek Sarkar, Chris Li, and Dawn Song

3rd IEEE International Workshop on SEcurity and SOCial Networking (SESOC 2011)

2011

Visualizing Dynamic Data with Maps

Daisuke Mashima, Stephen Kobourov, and Yifan Hu

4th IEEE Pacific Visualization Symposium (PacificVis 2011)

2010
2010

Protecting E-healthcare Client Devices against Malware and Physical Theft

Daisuke Mashima, Abhinav Srivastava, Jonathon Giffin, and Mustaque Ahamad

1st USENIX Workshop on Health Security and Privacy (HealthSec '10) • Link

2009
2009

Using Identity Credential Usage Logs to Detect Anomalous Service Accesses

Daisuke Mashima and Mustaque Ahamad

5th ACM Workshop on Digital Identity Management (DIM 2009)

2009

User-Centric Handling of Identity Agent Compromise

Daisuke Mashima, Mustaque Ahamad, and Swagath Kannan

14th European Symposium on Research in Computer Security (ESORICS 2009) • Link

2008
2008

Towards a User-Centric Identity-Usage Monitoring System

Daisuke Mashima and Mustaque Ahamad

3rd International Conference on Internet Monitoring and Protection (ICIMP 2008) • Link