##  [Cybersecurity and Cyber-Physical Resilience - 2021](/archives/ldrd-annual-2021/project-highlights/cybersecurity-and-cyber-physical-resilience) 

 .llnl-bg-78e3fcdb { background-image: linear-gradient(rgba(0, 0, 0, 0), rgba(0, 0, 0, 0)), url(https://ldrd-annual.llnl.gov/sites/ldrd_annual/files/styles/orig/public/2020-09/subart_cyber1.jpg?itok=cztDXdf8); }# Cybersecurity and Cyber–Physical Resilience

*Project Highlights*

 

FY2021





 





 

 

 

 

Click on any of the project titles below to view a brief project summary,  
or return to our **[Project Highlights ](https://ldrd-annual.llnl.gov/ldrd-annual-2021/project-highlights)**page to view lists of FY21 projects in other research categories.





 





 

 

 

 

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 Project Type - Any -Disruptive ResearchExploratory ResearchFeasibility StudyLab-WideStrategic Initiative 

 Project Status - Any -FinalContinuing 

 



 

 | [Project Title  Sort descending ](?combine=&field_project_type_target_id=All&field_project_status_value=All&order=title&sort=desc "sort by Project Title") | [Project Code](?combine=&field_project_type_target_id=All&field_project_status_value=All&order=field_release_number&sort=asc "sort by Project Code") | [Principal Investigator](?combine=&field_project_type_target_id=All&field_project_status_value=All&order=field_byline&sort=asc "sort by Principal Investigator") | [Project Type](?combine=&field_project_type_target_id=All&field_project_status_value=All&order=field_project_type&sort=asc "sort by Project Type") | [Project Status](?combine=&field_project_type_target_id=All&field_project_status_value=All&order=field_project_status&sort=asc "sort by Project Status") |
|---|---|---|---|---|
| [Exploration of In-Memory Analytics](/archives/ldrd-annual-2021/project-highlights/cybersecurity-and-cyber-physical-resilience/exploration-memory-analytics) | 20-ERD-053 | Kristine Monteith | Exploratory Research | Continuing |
| [FUNPAC: Firmware Updates Need Proof-Accompanied Code](/archives/ldrd-annual-2021/project-highlights/cybersecurity-and-cyber-physical-resilience/funpac-firmware-updates-need-proof-accompanied-code) | 21-ERD-040 | Stephen Chapin | Exploratory Research | Continuing |
| [Generating Host-Based Data using Machine Learning](/archives/ldrd-annual-2021/project-highlights/cybersecurity-and-cyber-physical-resilience/generating-host-based-data-using-machine-learning) | 21-FS-045 | Mark Desantis | Feasibility Study | Final |
| [Industrial Control Systems Network Mapping and Data Analytics for Cybersecurity](/archives/ldrd-annual-2021/project-highlights/cybersecurity-and-cyber-physical-resilience/industrial-control-systems-network-mapping-and-data-analytics-cybersecurity) | 19-ERD-021 | Brian Kelley | Exploratory Research | Final |
| [Measuring the Efficacy of Black-Box Attacks against Autonomous Reinforcement-Learning-based Cybersecurity Tools FY21](/archives/ldrd-annual-2021/project-highlights/cybersecurity-and-cyber-physical-resilience/measuring-efficacy-black-box-attacks-against-autonomous-reinforcement-learning-based-cybersecurity-tools-fy21) | 21-FS-039 | Domingo Colon | Feasibility Study | Final |