Publications | Patents | Presentations | Academic Contributions | Education | Experience
Daisuke MASHIMA     


I am a research scientist at Advanced Digital Sciences Center in Singapore (a.k.a. Illinois at Singapore) and am part of its cyber security research team. Previously, I was a member of research staff at Fujitsu Laboratories of America, working on security and privacy in smart energy systems. I was conferred the Ph.D. in Computer Science from the College of Computing, Georgia Tech in 2012.

E-mail : daisuke -at- mashima.us

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 Publications

  • Yao Cheng, Chang Xu, Daisuke Mashima, Vrizlynn L. L. Thing, and Yongdong Wu, "PowerLSTM: Power Demand Forecasting Using Long Short-Term Memory Neural Network." To appear at The 13th International Conference on Advanced Data Mining and Applications (ADMA 2017) in November, 2017.
  • Daisuke Mashima, Binbin Chen, Prageeth Gunathilaka, and Edwin Tjiong, "Towards a Grid-wide, High-fidelity Electrical Substation Honeynet." To appear at IEEE SmartGridComm 2017 in October, 2017. (Slightly older version is available here.)
  • Daisuke Mashima, Prageeth Gunathilaka, and Binbin Chen, "An Active Command Mediation Approach for Securing Remote Control Interface of Substations." In Proc. of IEEE SmartGridComm 2016, 2016.
  • Daisuke Mashima and Wei-Peng Chen, "Residential Demand Response System Framework Leveraging IoT Devices." In Proc. of IEEE SmartGridComm 2016, 2016.
  • Wei-Peng Chen and Daisuke Mashima, "Optimizing Economic Operations for Residential Demand Response Programs." In Proc. of IEEE PES ISGT Europe 2016, 2016.
  • Ulrich Herberg, Jim Zuber, and Daisuke Mashima, "OpenADR 2.0 Profile Specification B Profile Revision 1.1." Available on OpenADR Alliance web site, 2015.
  • Daisuke Mashima, "Authenticated Down-Sampling for Privacy-Preserving Energy Usage Data Sharing." In Proc. of IEEE SmartGridComm 2015.
  • Mustafa Faisal, Alvaro Cardenas, and Daisuke Mashima, "How the Quantity and Quality of Training Data Impacts Re-identification of Smart Meter Users?." In Proc. of IEEE SmartGridComm 2015.
  • Daisuke Mashima and Arnab Roy, "Privacy Preserving Disclosure of Authenticated Energy Usage Data." In Proc. of IEEE SmartGridComm 2014.
  • Ulrich Herberg, Daisuke Mashima, Jorjeta Jetcheva, and Sanam Mirzazad-Barijough, "OpenADR 2.0 Deployment Architectures: Options and Implications." In Proc. of IEEE SmartGridComm 2014.
  • Robin Berthier, David Urbina, Alvaro A. Cardenas, Michael Guerrero, Ulrich Herberg, Jorjeta Jetcheva, Daisuke Mashima, Jun Huh, and Rakesh B. Bobba, "On the Practicality of Detecting Anomalies with Encrypted Traffic in AMI." In Proc. of IEEE SmartGridComm 2014. [Best Paper Award]
  • Robin Berthier, Jorjeta Jetcheva, Daisuke Mashima, Jun Huh, David Grochocki, Rakesh B. Bobba, Alvaro A. Cardenas, and Bill Sanders, "Reconciling Security Protection and Monitoring Requirements in Advanced Metering Infrastructures." In Proc. of IEEE SmartGridComm 2013, Vancouver, Canada, 2013.

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 Patents

  • "Customer-centric energy usage data sharing." United States Patent Number 9767469.
  • "Trusted and privacy-preserving mechanism for electricity usage data disclosure using verifiable noise." United States Patent Number 9703963.
  • "Energy Usage Data Management." European Patent Number EP2871801 B1.
  • "Device Configuration for Secure Communication." United States Patent Number 9401895.
  • "Customer Data Management for Data Analytics Outsourcing." United States Patent Number 9292706.
  • "Data Distribution Path Verification." United States Patent Number 9032213.
    Latest status of my patent applications can be found here.

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 Presentations / Talks

  • "Protecting E-healthcare Client Devices against Malware and Physical Theft" at USENIX HealthSec '10, Washington, DC on August 10, 2010.

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 Academic Contributions

  • Technical program committee member

    • IEEE ICC 2018 SAC Symposium Smart Grid Communications Track.
    • IEEE 15th Student Conference on Research and Development (SCOReD 2017).
    • IEEE International Conference on Internet of Things, Embedded Systems and Communications (IINTEC 2017).
    • The 2nd International conference on Intelligent Information Technologies (ICIIT 2017).
    • International Conference on Internet Monitoring and Protection (ICIMP 2009-2018)
    • The Fifth International Workshop on Data Analytics for Renewable Energy Integration (DARE 2017)
    • International Workshop on Cyber-Physical Systems Security (CPS-Sec 2015, 2016, 2017)
    • IEEE Region Ten Conference 2017
    • International Conference on Smart Cities and Green ICT Systems (SMARTGREENS 2017, 2018)
    • ACM Workshop on Cyber-physical Systems Security and Privacy (CPS-SPC 2015, 2016, 2017)
    • The 6th International Symposium on Security and Privacy on Internet of Things (SPIoT 2017)
    • IEEE International Conference on Smart Grid Communications (SmartGridComm 2013, 2016, 2017)
    • The 2nd Workshop on Cyber-Physical Security and Resilience in Smart Grids (CPSR-SG 2017)
    • The 2nd EAI International Conference on Smart Grid Inspired Future Technologies (SmartGIFT 2017)
    • ACM Workshop on IoT Privacy, Trust, and Security (IoTPTS 2015, 2016, 2017)
    • International Symposium on Resilient Cyber Systems (ISRCS 2014-2017)
    • International Conference on Smart Grids, Green Communications and IT Energy-aware Technologies (ENERGY 2016, 2017)
    • International Conference on Green Communications, Computing and Technologies (GREEN 2016, 2017)
    • Smart City Security and Privacy Workshop (SCSP-W 2016)
    • The 11th International Wireless Communications & Mobile Computing Conference (IWCMC 2015)
    • The 12th Annual IEEE Consumer Communications & Networking Conference (CCNC 2015)
  • Advisory committee

    • International Conference on Internet Monitoring and Protection (ICIMP 2017, 2018)
    • International Conference on Smart Grids, Green Communications and IT Energy-aware Technologies (Energy 2017, 2018)
    • International Conference on Green Communications, Computing and Technologies (GREEN 2016, 2017)
  • Reviewer

    • IEEE Transactions on Sustainable Computing
    • Journal of Information Security and Applications
    • IEEE Transactions on Parallel and Distributed Systems
    • IEEE Transaction on Smart Grid
    • IEEE Design & Test of Computers
    • IEEE Communications Magazine
    • MDPI Entropy
    • MDPI Sustainability
    • MDPI Energies
    • MDPI Future Internet
    • MDPI Sensors
    • IARIA International Journal on Advances in Systems and Measurements
    • IEEE International Conference on Smart Grid Communications (SmartGridComm 2014)
    • Singapore Cybersecurity Consortium Seed Grant Call 2017

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 Education

  • Ph.D., Computer Science
    Georgia Institute of Technology, Atlanta, GA (08/2006 - 08/2012)
    Adviser: Prof. Mustaque Ahamad
    Committee: Prof. Douglas M. Blough, Prof. Mark Braunstein, Prof. Wenke Lee, and Prof. Ling Liu
    Major: Computer Security
    Minor: Statistics
  • M.S., Engineering
    Keio University, Japan, (04/1998 - 03/2000)
    Thesis Title: "Performance Evaluation of Bootstrap Control Chart"
    Adviser: Prof. Nobuo Shinozaki
    Major:Administration Engineering
    Minor: Statistics
  • B.E., Engineering
    Keio University, Japan, (04/1994 - 03/1998)
    Thesis Title: "Marketing of Beer based on Multivariate Analysis"
    Adviser: Prof. Nobuo Shinozaki
    Major: Administration Engineering
    Minor: Statistics

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 Professional Experience

  • Fujitsu Lab of America, Sunnyvale, CA (09/2012 - 12/2015)

    Full-time Position: Member of Research Staff

    • Worked on security and privacy in residential smart energy and demand response systems.
  • Fujitsu Lab of America, Sunnyvale, CA (05/2011 -08/2011) [Mentor: Dr. Alvaro Cardenas]

    • Worked on design and evaluation of electricity theft detection mechanisms using smart meter data.
  • PARC, Palo Alto, CA (05/2010 -08/2010) [Mentor: Dr. Richard Chow, Dr. Elaine Shi, Dr. Prateek Sarkar]
    • Analyzed changes in privacy-related configurations in Google Buzz online social network to see the characteristics of users who changed their privacy settings as well as influence from social network neighbors.
  • AT&T Labs., Florham Park, NJ (06/2009 -08/2009) [Mentor: Dr. Stephen Kobourov, Dr. Yifan Hu]
    • Explored a way to visualize dynamic data, e.g., media trends, by using map metaphor and implemented a prototype system.
  • eBay Inc., San Jose, CA (05/2008 -08/2008) [Mentor: Dr. Li Liu]

    • Analyzed data related to security, such as security incidents and fraud detected and results of network scans, and developed Security Metrics system by using Archer SmartSuite Framework. Overview of our project was presented at MetriCon3.0.