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AI FOR LOGISTICS
A PRACTICAL APPRAOCH TO SOLVING PROBLEMS
NOUR SHAWKY
CEO, Softec International
SOFTEC HIGHLIGHTS
 Globally recognized leader in fleet management and intelligent transportation solutions
 Offices in Dubai, Abu Dhabi and Cairo
 Cairo-based AI Innovation Lab
 Serving 2,500+ organizations worldwide
 60,000+ managed vehicles
 Microsoft GOLD Partner and Global Partner of the Year Finalist
 High-impact Endeavor Entrepreneurship Company since 2016
Fleet Management Command & Control Artificial Intelligence
Fleet
Tracking
Maintenance
Management
Resource
Management
Analytics
and Reporting
Work Order
Management
What we have been doing the past years
TELEMATICS – TRACK & TRACE
Fleet Panel
with live data
Find nearest
vehicle
Driver Details, Fuel
Details, Sensor Details,
Assigned Work Order,
Speed Chart
Map Panel
Zoom into
vehicle
Vehicle Condition,
Odometer/mileage, real-time
sensor data, RPM/fuel
level/temperature/…
Geo-fencing,
Landmarks
COMPLETE FLEET MOVEMENT LOG AND HISTORY
Video Playback
Stop Location
Details
Speed and temperature charts
Sensor Details
Vehicle Dashboard Items
Speed Chart
Trip Summary,
Sensor Data Engine Status (Count + Time)
ALTAIR
Business Intelligence
Heat Maps
Variety of Charts
Interactive Charts
Export to JPG, Excel, CSV, ..
HQ Operation
CRM
ERP
INTEGRATIONAPIs
Branch A Operation Region B Operation
WORKSHOPS
Internal and External DRIVERS VEHICLES
Business
Management
OperationManagement
On Customer Servers
Enterprise Implementations
Value proposition of traditional fleet management systems
 Cost Reduction – Fuel & Maintenance Management
 Optimization of utilization
 Optimization of predefined routes (TSP)
 Streamline through integration with ERP / Accounting software
 Driving Behavior, Green Driving, Safety, Anti-theft
 Asset & Resource Management
Focus to add more value
School Bus Food Delivery
Limousine
Services
Public
Transport
Car Rentals
Airport
Ground
Services
Smart
Ambulance
Couriers Oil & Gas Field Services Logistics
Waste
Management
Van Sales
Governments
Key challenges of logistics operations remain
X Unpredictable service times
X Driver shortages
X Anomalies during execution
How can we achieve more?
X Shorter time windows &
tighter regulations
Injection of Intelligence into the Workflow
Inject “intelligence” into the operational workflow
Applied AI Disciplines:
(1) Evolutionary Computing
(2) Machine Learning
The “Technology Trap”
“Yet many companies fail to deliver exceptional value because they
are obsessed by the novelty of their product or service, especially if
new technology plays a part in it.
Unless the technology makes buyer’s lives dramatically simpler,
more convenient, more productive, less risky, or more fun and
fashionable, it will not attract the m asses no matter how many
awards it wins.
Value innovation is NOT the same as
technology innovation”
Blue Ocean Strategy by W. C. Kim and R. Mauborgne
Approach to applying AI to solve problems
(1) Innovation must be combined with
value to end users
(2) Avoid technical “jargons”
(3) Wrap technology behind user friendly
interface
Evolutionary Computing
1
Order Queue
Time Windows
Constraints
Traffic
Capacity
2
Batch Processing
“Genetic Algorithm”
3
Best-Case Plan
What-if Analysis
The Genetic Algorithm
Intelligent and Fast
Inspired by nature
Finds near-optimal solutions very
fast
Follows principles of
recombination and mutation
Parallel capabilities
End User Interface
Combine with Machine Learning
1
Input consults
“trained model”
2
Predictive input
3
“Non-greedy”
results
Execution
Machine Learning
LSTM
New Value Proposition
 Increase tons per mile
 Decrease costs per mile
 Optimize and scale-out
 Cope with demand/capacity trends
Key Challenges: Quality of Input DATA
First ResponseInfrastructure Mobile Data Terminals
Other Use Cases – Emergency Management
Command & Control
Fixed
Assets
Surveillance
Radars
Fire Alarm
Fire Alarm
Mobile
Assets
Traffic
Management
Law
Enforcement
Fire Fighting
Police Response Time Target – 8 mins
Safe City in the UAE
Intelligent Command & Control
Thank You

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Ai for logistics

  • 1. AI FOR LOGISTICS A PRACTICAL APPRAOCH TO SOLVING PROBLEMS NOUR SHAWKY CEO, Softec International
  • 2. SOFTEC HIGHLIGHTS  Globally recognized leader in fleet management and intelligent transportation solutions  Offices in Dubai, Abu Dhabi and Cairo  Cairo-based AI Innovation Lab  Serving 2,500+ organizations worldwide  60,000+ managed vehicles  Microsoft GOLD Partner and Global Partner of the Year Finalist  High-impact Endeavor Entrepreneurship Company since 2016 Fleet Management Command & Control Artificial Intelligence
  • 4. TELEMATICS – TRACK & TRACE Fleet Panel with live data Find nearest vehicle Driver Details, Fuel Details, Sensor Details, Assigned Work Order, Speed Chart Map Panel Zoom into vehicle Vehicle Condition, Odometer/mileage, real-time sensor data, RPM/fuel level/temperature/… Geo-fencing, Landmarks
  • 5. COMPLETE FLEET MOVEMENT LOG AND HISTORY Video Playback Stop Location Details Speed and temperature charts Sensor Details Vehicle Dashboard Items Speed Chart Trip Summary, Sensor Data Engine Status (Count + Time)
  • 6. ALTAIR Business Intelligence Heat Maps Variety of Charts Interactive Charts Export to JPG, Excel, CSV, ..
  • 7. HQ Operation CRM ERP INTEGRATIONAPIs Branch A Operation Region B Operation WORKSHOPS Internal and External DRIVERS VEHICLES Business Management OperationManagement On Customer Servers Enterprise Implementations
  • 8. Value proposition of traditional fleet management systems  Cost Reduction – Fuel & Maintenance Management  Optimization of utilization  Optimization of predefined routes (TSP)  Streamline through integration with ERP / Accounting software  Driving Behavior, Green Driving, Safety, Anti-theft  Asset & Resource Management
  • 9. Focus to add more value School Bus Food Delivery Limousine Services Public Transport Car Rentals Airport Ground Services Smart Ambulance Couriers Oil & Gas Field Services Logistics Waste Management Van Sales Governments
  • 10. Key challenges of logistics operations remain X Unpredictable service times X Driver shortages X Anomalies during execution How can we achieve more? X Shorter time windows & tighter regulations
  • 11. Injection of Intelligence into the Workflow Inject “intelligence” into the operational workflow Applied AI Disciplines: (1) Evolutionary Computing (2) Machine Learning
  • 12. The “Technology Trap” “Yet many companies fail to deliver exceptional value because they are obsessed by the novelty of their product or service, especially if new technology plays a part in it. Unless the technology makes buyer’s lives dramatically simpler, more convenient, more productive, less risky, or more fun and fashionable, it will not attract the m asses no matter how many awards it wins. Value innovation is NOT the same as technology innovation” Blue Ocean Strategy by W. C. Kim and R. Mauborgne
  • 13. Approach to applying AI to solve problems (1) Innovation must be combined with value to end users (2) Avoid technical “jargons” (3) Wrap technology behind user friendly interface
  • 14. Evolutionary Computing 1 Order Queue Time Windows Constraints Traffic Capacity 2 Batch Processing “Genetic Algorithm” 3 Best-Case Plan What-if Analysis
  • 15. The Genetic Algorithm Intelligent and Fast Inspired by nature Finds near-optimal solutions very fast Follows principles of recombination and mutation Parallel capabilities
  • 17.
  • 18. Combine with Machine Learning 1 Input consults “trained model” 2 Predictive input 3 “Non-greedy” results Execution Machine Learning LSTM
  • 19. New Value Proposition  Increase tons per mile  Decrease costs per mile  Optimize and scale-out  Cope with demand/capacity trends
  • 20. Key Challenges: Quality of Input DATA
  • 21. First ResponseInfrastructure Mobile Data Terminals Other Use Cases – Emergency Management Command & Control Fixed Assets Surveillance Radars Fire Alarm Fire Alarm Mobile Assets Traffic Management Law Enforcement Fire Fighting
  • 22. Police Response Time Target – 8 mins
  • 23. Safe City in the UAE Intelligent Command & Control