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AI’s Impact on Connectivity Speed
Vistasp M Karbhari
Higher Education: The Connected Campus
August 31, 2023
The Evolving Campus
Physical Infrastructure Computer Labs Classroom IT “Zoom” Teaching
Network Servers / “Cloud” BYOD
Networks not only link and connect but enable the functioning of a campus
Transactions (Reg, Fees)
Advising
Wellness
Connections
Academic Support
Immersive Education
Engagement & Connectivity
The Knowledge
Enterprise
Formal Learning
Connectivity
Sociological
Connectivity
Connectivity for
Holistic Student
Enablement
Connectivity for
Learning & the
Workplace
Business
Connectivity
Research
Connectivity
Data & Information Is Everywhere
• Need to decide what is important & what
needs analysis
• Processing massive swarms of data in real
time
• Integration of IoT
• Integration of data sources including from
external entities
• Integration across repositories
• Real-time analysis at location
• Cost
Credit: John Klossner
Challenges & Opportunities
• Performance degradation
• Layers and types of systems in an enterprise
• Institutional, unit & vendor systems
• Cybersecurity
• Number and type of devices
• Capacity / Bandwidth, connectivity speed
• Monitoring & maintenance (downtime)
• Need for high quality, high speed 24/7/365
• Cost
AI Options
Autonomous
Knowledge
Intensive
Multi-Agent
Intent Driven
Decision making without
human intervention.
Adapts to unforeseen
situations
Response based on
formal specifications,
objectives &
constraints
Response based on
ML and inferred domain
models
Response based on
a range of tools aimed
towards continuous
optimization
AI: Faculty & Students
• Use of multiple mobile and connected devices
• Expectation of seamless connectivity
• Access to a wide range of applications & services
• Use of video & simulations
• Increasing use of AR/VR/XR
• 24/7/365 connectivity
AI Enabled Areas of Opportunity
Besides T, L & R
• Recruitment, admissions & registration
• Communications
• Scheduling & occupancy optimization
• Building/plant operations & energy
utilization
• Security (cyber and physical)
• Finance
• Compliance
AI & Telemetry
• Monitor network & device health
• Analyze use data to predict & meet
needs
• Identify anomalies
• Eliminate false positives
• Prioritize resources (including
bandwidth)
• Determine remediation actions
Machine Reasoning & Predictive
Analytics
• Anticipate events
• Assess vulnerabilities & predict areas of
concern
• Warn of increases in load/use
• Assess network congestion & check
correlations
• Assess potential outcomes towards an
optimal solution
• Analyze flows & define policies based on
groups of users, devices & applications
• Life-cycle management
Bandwidth Requirements
0-5 Mbps 5-40 Mbps 40-100 Mbps 100-500 Mbps 500-1000+ Mbps
Streaming music
on 1 device
Streaming video
on one device
Streaming HD
video on 2-3
devices
Streaming UHD
video on multiple
screens
Fully Immersive
learning
Checking email Basic video calls Video calls with
real time file
sharing
Fast file
download
Google search Online gaming –
single player
Multiple player
online gaming
Online gaming
for multiple
players
Downloading
large files
Providing Adequate
Bandwidth / Performance
• Faculty computing at location of choice
• Two-way steaming and immersive options
• Student learning – anytime, anywhere
• Student teleconferencing & virtual meetings
• Core applications on site and remote
• Convergence of voice, data, video,
multimedia
Cybersecurity
• Internal & external users
• Integration of outsourced services (blending
into an enterprise wide system with security)
• Enabling complex, multi-protocol, multi-
application integrated system
• Adding new networks on legacy systems
• Integrating legacy devices with cloud and IoT
• Ensuring a “big picture” analysis
Current & Future Pain Points / Strains
• Mix of legacy and new devices
• Layers of networks
• Need for 24/7/365 seamless connectivity with no downtime
• Secure access to a wide range of online resources (institutional,
cloud, vendor)
• Outsourced services which need to be blended into an
enterprise wide system
• Disjointed support and distributed authority
• “Open” network
• Access and equity issues
• Privacy Issues
• Decisions on bandwidth – who, how much, for what & where….
GIGO and Unintended Consequences….
https://xkcd.com/1838/ www.teachprivacy.com
Questions
vkarbhari@uta.edu
Vistaspmkarbhari
@VistaspKarbhari

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AI's Impact on Connectivity in Higher Education

  • 1. AI’s Impact on Connectivity Speed Vistasp M Karbhari Higher Education: The Connected Campus August 31, 2023
  • 2. The Evolving Campus Physical Infrastructure Computer Labs Classroom IT “Zoom” Teaching Network Servers / “Cloud” BYOD Networks not only link and connect but enable the functioning of a campus Transactions (Reg, Fees) Advising Wellness Connections Academic Support Immersive Education
  • 3. Engagement & Connectivity The Knowledge Enterprise Formal Learning Connectivity Sociological Connectivity Connectivity for Holistic Student Enablement Connectivity for Learning & the Workplace Business Connectivity Research Connectivity
  • 4. Data & Information Is Everywhere • Need to decide what is important & what needs analysis • Processing massive swarms of data in real time • Integration of IoT • Integration of data sources including from external entities • Integration across repositories • Real-time analysis at location • Cost
  • 6. Challenges & Opportunities • Performance degradation • Layers and types of systems in an enterprise • Institutional, unit & vendor systems • Cybersecurity • Number and type of devices • Capacity / Bandwidth, connectivity speed • Monitoring & maintenance (downtime) • Need for high quality, high speed 24/7/365 • Cost
  • 7. AI Options Autonomous Knowledge Intensive Multi-Agent Intent Driven Decision making without human intervention. Adapts to unforeseen situations Response based on formal specifications, objectives & constraints Response based on ML and inferred domain models Response based on a range of tools aimed towards continuous optimization
  • 8. AI: Faculty & Students • Use of multiple mobile and connected devices • Expectation of seamless connectivity • Access to a wide range of applications & services • Use of video & simulations • Increasing use of AR/VR/XR • 24/7/365 connectivity
  • 9. AI Enabled Areas of Opportunity Besides T, L & R • Recruitment, admissions & registration • Communications • Scheduling & occupancy optimization • Building/plant operations & energy utilization • Security (cyber and physical) • Finance • Compliance
  • 10. AI & Telemetry • Monitor network & device health • Analyze use data to predict & meet needs • Identify anomalies • Eliminate false positives • Prioritize resources (including bandwidth) • Determine remediation actions
  • 11. Machine Reasoning & Predictive Analytics • Anticipate events • Assess vulnerabilities & predict areas of concern • Warn of increases in load/use • Assess network congestion & check correlations • Assess potential outcomes towards an optimal solution • Analyze flows & define policies based on groups of users, devices & applications • Life-cycle management
  • 12. Bandwidth Requirements 0-5 Mbps 5-40 Mbps 40-100 Mbps 100-500 Mbps 500-1000+ Mbps Streaming music on 1 device Streaming video on one device Streaming HD video on 2-3 devices Streaming UHD video on multiple screens Fully Immersive learning Checking email Basic video calls Video calls with real time file sharing Fast file download Google search Online gaming – single player Multiple player online gaming Online gaming for multiple players Downloading large files
  • 13. Providing Adequate Bandwidth / Performance • Faculty computing at location of choice • Two-way steaming and immersive options • Student learning – anytime, anywhere • Student teleconferencing & virtual meetings • Core applications on site and remote • Convergence of voice, data, video, multimedia
  • 14. Cybersecurity • Internal & external users • Integration of outsourced services (blending into an enterprise wide system with security) • Enabling complex, multi-protocol, multi- application integrated system • Adding new networks on legacy systems • Integrating legacy devices with cloud and IoT • Ensuring a “big picture” analysis
  • 15. Current & Future Pain Points / Strains • Mix of legacy and new devices • Layers of networks • Need for 24/7/365 seamless connectivity with no downtime • Secure access to a wide range of online resources (institutional, cloud, vendor) • Outsourced services which need to be blended into an enterprise wide system • Disjointed support and distributed authority • “Open” network • Access and equity issues • Privacy Issues • Decisions on bandwidth – who, how much, for what & where….
  • 16. GIGO and Unintended Consequences…. https://xkcd.com/1838/ www.teachprivacy.com