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SECURING THE SMART CITY
Kyle Chambers – Security Analyst
WHAT DO YOU KNOW ABOUT YOUR AMI DATA?
SMART METERS
• Smart Meters increase
frequency of reporting
• They don’t know more, they
just talk now
• It’s not more columns, it’s more
rows
HEURISITCS
 You want smart load shed
events
 You want faults detected
quicker
 Your bill goes down as
theft is eliminated
You probably don’t like us having heuristics of your daily
schedule, but…
• DataRaker analyzes electric meter data and account attributes
daily for AE’s entire customer base
• Deployed algorithms addressing Meter Operations and Revenue
Protection use cases
• AE reviews algorithm output for actionable results and issues
work orders accordingly
A couple of scenarios…
AUSTIN ENERGY AND
DATARAKER
REVENUE PROTECTION: INACTIVE WITH CONSUMPTION ALGORITHM
Purpose:
• Identify meters with unexpected consumption
Outcomes:
• Identifies process errors and tampering
• Recovered $1.2 million in unaccounted for
revenue within first 6 months, including 4
tamper events.
INACTIVE WITH CONSUMPTION SAMPLE RESULT
DYING POWER OUT ALGORITHM
• Purpose: The number of times a meter
issues a null report per minute is indicative
of failing meters.
• Analytics
• Dying Power Out algorithm runs & prioritizes
results:
• < 10 power outages reported by the meter in
past 10 days
• ≥10 and < 25 power outages in past 10 days
• ≥ 25 and < 100 power outages in past 10 days
• ≥ 100 power outages in past 10 days
Start
Logic
DYING POWER OUT: SAMPLE RESULT
• AMI data is combined with ______ for billing?
• Texas Business and Commerce Code
http://www.statutes.legis.state.tx.us/Docs/BC/htm/BC.521.htm
• NIST SP 800-122
http://nvlpubs.nist.gov/nistpubs/Legacy/SP/nistspecialpublication800-122.pdf
• FACTA
https://www.ftc.gov/enforcement/statutes/fair-accurate-credit-transactions-act-2003
WHAT CONTROLS?
• Find the Information
Assurance Manager or a data
owner, or it's on you
• It matters more to know ALL
the risks and the mitigations
place than to have a clean sheet
of paper.
• Mitigations become risks
more often than desired
WHO’S IN CHARGE HERE?
• Technical controls > Administrative controls
TAKING CONTROL(S)
City policy says to throw this on the ground.
• You wont get every technical
control or log
• Decline. Every. Single. Gift.
• Legal Does legal lose their ability for recourse if a breach
happens in a foreign country?
• HR Do you know the current workforce requirements?
• NetOps Remote and/or local network access language
probably already exists.
• Compliance For matching controls to regulatory language,
they may high five you.
DEVELOPING CONTROLS: EVERYONE HAS A PART
Scrutinize your controls more than the others
If your controls double the price, you may get
of them, Business will win, every time.
BO-RING
Follow established
guidance – NIST may read
funny, but it has an
accepted meaning.
• Get Everything in Writing
• SAVE ALL OF THE THINGS!!!
ALL OF THE THINGS!
Controls were the easy part - now audit…
AUDITS
• If you can't audit the controls, 100% your fault. A
right to audit should be standard.
What you think you’ll look like
• How you audit the controls
and method of delivery
can vary greatly
• Provision and
deliverables should be
contractual
WHAT TO AUDIT
 Database and OS logs/attestations
 Physical access logs/attestations
What you Really Look Like
 Procedures for the physical and
digital destruction of media
 Change control for modifications
to the environment
 Environment for tenancy and
status of certifications (e.g. SSAE
SOC)
SHOW ME WHAT YOU GOT
• Are you getting any feeds into
your SIEM from cloud solutions?
• Would you be able to see
anomalous activity like rogue DBA
login or large exfil?
• Are you seeing logs from the
applications that access the
environment?
• What would you expect from
similar internal deployments, why
is this different?
People do what you inspect, not
what you expect.
-Louis V. Gerstner, Jr.

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Securing The Smart City

  • 1. SECURING THE SMART CITY Kyle Chambers – Security Analyst
  • 2. WHAT DO YOU KNOW ABOUT YOUR AMI DATA?
  • 3. SMART METERS • Smart Meters increase frequency of reporting • They don’t know more, they just talk now • It’s not more columns, it’s more rows
  • 4. HEURISITCS  You want smart load shed events  You want faults detected quicker  Your bill goes down as theft is eliminated You probably don’t like us having heuristics of your daily schedule, but…
  • 5. • DataRaker analyzes electric meter data and account attributes daily for AE’s entire customer base • Deployed algorithms addressing Meter Operations and Revenue Protection use cases • AE reviews algorithm output for actionable results and issues work orders accordingly A couple of scenarios… AUSTIN ENERGY AND DATARAKER
  • 6. REVENUE PROTECTION: INACTIVE WITH CONSUMPTION ALGORITHM Purpose: • Identify meters with unexpected consumption Outcomes: • Identifies process errors and tampering • Recovered $1.2 million in unaccounted for revenue within first 6 months, including 4 tamper events.
  • 8. DYING POWER OUT ALGORITHM • Purpose: The number of times a meter issues a null report per minute is indicative of failing meters. • Analytics • Dying Power Out algorithm runs & prioritizes results: • < 10 power outages reported by the meter in past 10 days • ≥10 and < 25 power outages in past 10 days • ≥ 25 and < 100 power outages in past 10 days • ≥ 100 power outages in past 10 days Start Logic
  • 9. DYING POWER OUT: SAMPLE RESULT
  • 10. • AMI data is combined with ______ for billing? • Texas Business and Commerce Code http://www.statutes.legis.state.tx.us/Docs/BC/htm/BC.521.htm • NIST SP 800-122 http://nvlpubs.nist.gov/nistpubs/Legacy/SP/nistspecialpublication800-122.pdf • FACTA https://www.ftc.gov/enforcement/statutes/fair-accurate-credit-transactions-act-2003 WHAT CONTROLS?
  • 11. • Find the Information Assurance Manager or a data owner, or it's on you • It matters more to know ALL the risks and the mitigations place than to have a clean sheet of paper. • Mitigations become risks more often than desired WHO’S IN CHARGE HERE?
  • 12. • Technical controls > Administrative controls TAKING CONTROL(S) City policy says to throw this on the ground. • You wont get every technical control or log • Decline. Every. Single. Gift.
  • 13. • Legal Does legal lose their ability for recourse if a breach happens in a foreign country? • HR Do you know the current workforce requirements? • NetOps Remote and/or local network access language probably already exists. • Compliance For matching controls to regulatory language, they may high five you. DEVELOPING CONTROLS: EVERYONE HAS A PART
  • 14. Scrutinize your controls more than the others If your controls double the price, you may get of them, Business will win, every time. BO-RING Follow established guidance – NIST may read funny, but it has an accepted meaning.
  • 15. • Get Everything in Writing • SAVE ALL OF THE THINGS!!! ALL OF THE THINGS! Controls were the easy part - now audit…
  • 16. AUDITS • If you can't audit the controls, 100% your fault. A right to audit should be standard. What you think you’ll look like • How you audit the controls and method of delivery can vary greatly • Provision and deliverables should be contractual
  • 17. WHAT TO AUDIT  Database and OS logs/attestations  Physical access logs/attestations What you Really Look Like  Procedures for the physical and digital destruction of media  Change control for modifications to the environment  Environment for tenancy and status of certifications (e.g. SSAE SOC)
  • 18. SHOW ME WHAT YOU GOT • Are you getting any feeds into your SIEM from cloud solutions? • Would you be able to see anomalous activity like rogue DBA login or large exfil? • Are you seeing logs from the applications that access the environment? • What would you expect from similar internal deployments, why is this different?
  • 19. People do what you inspect, not what you expect. -Louis V. Gerstner, Jr.