NIST IR 8219  
 
Securing Manufacturing  
Industrial Control Systems:  
Behavioral Anomaly Detection  
 
James McCarthy  
Michael Powell  
Keith Stouffer 
CheeYee Tang  
Timothy Zimmerman  
William Barker  
Titilayo Ogunyale  
Devin Wynne  
Johnathan Wiltberger  
 
 
 
This publication is available free of charge from:  
https://doi.org/10.6028/ NIST.IR.8219   
 NISTIR  8219  
 
Securing Manufacturing  
Industrial Control Systems:  
Behavioral Anomaly  Detection  
 
 James McCarthy  William Barker  
 Michael Powell  Dakota Consulting  
 Applied Cybersecurity Division  Silver Spring, MD  
 Information Technology Laboratory   
 
 Keith Stouffer Titilayo Ogunyale  
 CheeYee Tang  Devin Wynne  
 Timothy Zimmerman  Johnathan Wiltberger 
 Intelligent Systems Division  The MITRE Corporation  
 Engineering Laboratory  McLean, VA  
 
 
 
This publication is available free of charge from:  
https://doi.org/10.6028/ NIST.IR.8219  
 
July 2020  
 
 
 
U.S. Department of Commerce  
Wilbur L. Ross, Jr., Secretary 
 
National Institute of Standards  and Technology  
Walter Copan, NIST Director and Undersecretary of Commer ce for Standards and Technology 
i National Institute of Standards and Technology Interagency or Internal Report 8219 
93 pages ( July 2020)  
This publication is available free of charge from:  
https://doi.org/10.6028/ NIST.IR.8219  
Certain commercial entities, equipment, or materials may be ide ntified in this document in order to describe an 
experimental procedure or concept adequately. Such identification is not intended to imply recommendation or 
endorsement by NIST, nor is it intended to imply that the entities, materials, or equipment are ne cessarily the best 
available for the purpose.  
There may be references in this publication to other publications currently under development by NIST in 
accordance with its assigned statutory responsibilities. The information in this publication, including concepts 
and methodologies, may be used by federal agencies even before the completion of such companion publications. 
Thus, until each publication is completed, current requirements, guideline s, and procedures, where they exist, 
remain operative. For plan ning and transition purposes, federal agencies may wish to closely follow the 
development of these new publications by NIST.   
Organizations are encouraged to review all draft publications during public comment periods and provide 
feedback to NIST. Many NI ST cybersecurity publications , other than the ones noted above, are available at 
https://csrc.nist.gov/publications . 
Comments on this publication may be submitted to:  
National Institute of Standards and Technology  
Attn: National Cybersecurity Center of Excellence,  
100 Bureau Drive (Mail Stop 2002) Gaithersburg, MD 20899 -2002  
Email: manufacturing_nccoe@ni st.gov   
All comments are subject to release under the Freedom of Information Act (FOIA). 
  NISTIR  8219  SECURING MANUFACTURING ICS: 
 BEHAVIORAL ANOMALY DETECTION  
 
ii 
 
This publication is available free of charge from: http s://doi.org/10.6028/ NIST.IR.8219  
 Abstract  
Industrial c ontrol s ystems (ICS) are used in many industries to monitor and control physical 
processes. As ICS continue to adopt commercial ly available information technology (IT) to 
promote corporate business systems ’ connectivity and remote access capabilities, ICS  
become more vulnerable to cyber security  threats.  The National Institute of Standards and 
Technology’s (NIST ’s) National Cybersecur ity Center of Excellence (NCCoE), in 
conjunction with NIST’s Engineering Laboratory (EL), has demonstrated a set of behavioral 
anomaly detection capabilities to support cybersecurity in manufacturing organizations. 
These capabilities enable manufacturers t o detect anomalous conditions in their operating 
environments to mitigate malware attacks and other threats to the integrity of critical 
operational data. NIST’s NCCoE and EL have mapped these demonstrated ca
    
    
        
        
            
                
                    
                         NIST.IR.8219
 NIST.IR.8219
                        
                    
                    
                    
                        
							  
								
								
								
						
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