SlideShare a Scribd company logo

Big data - Modelling World 2015, London

Presentation from Modelling World 2015 in London (June 4, 2015). Big data is a game changer for the transportation industry - but the data need to be tamed.

1 of 48
Download to read offline
Big data - Modelling World 2015, London
892 by benmschmidt on Flickr (C)19th century shipping visualized through the logs of Matthew Fontaine Maury (1806-1873), US Navy
Shipping
movements in the
19th century
Things are happening outside the
freight industry
(and have been for some time)
Stage Coach Wheel by arbyreed on Flickr
<<<<<<<<<
Development of transportation
technology has been
fairly linear
…for the last 5500 years
We are in the middle of a gigantic exponential
development curve
beginning
Big data - Modelling World 2015, London

Recommended

Things happening in, around, and to freight transportation
Things happening in, around, and to freight transportationThings happening in, around, and to freight transportation
Things happening in, around, and to freight transportationPer Olof Arnäs
 
E commerce and freight transport - Chasing the last mile, one byte at a time
E commerce and freight transport - Chasing the last mile, one byte at a timeE commerce and freight transport - Chasing the last mile, one byte at a time
E commerce and freight transport - Chasing the last mile, one byte at a timePer Olof Arnäs
 
REACH - Accesshantering i realtid för ökad transporteffektivitet
REACH - Accesshantering i realtid för ökad transporteffektivitetREACH - Accesshantering i realtid för ökad transporteffektivitet
REACH - Accesshantering i realtid för ökad transporteffektivitetPer Olof Arnäs
 
Some observations regarding the digital future of transportation
Some observations regarding the digital future of transportationSome observations regarding the digital future of transportation
Some observations regarding the digital future of transportationPer Olof Arnäs
 
Big data in freight transport
Big data in freight transportBig data in freight transport
Big data in freight transportPer Olof Arnäs
 
Meeting the future - Big data in freight transport
Meeting the future - Big data in freight transportMeeting the future - Big data in freight transport
Meeting the future - Big data in freight transportPer Olof Arnäs
 
Hållbara transporter 2017 - digitalisering
Hållbara transporter 2017 - digitalisering Hållbara transporter 2017 - digitalisering
Hållbara transporter 2017 - digitalisering Per Olof Arnäs
 
Freight transportation in the future - Some indications
Freight transportation in the future - Some indicationsFreight transportation in the future - Some indications
Freight transportation in the future - Some indicationsPer Olof Arnäs
 

More Related Content

What's hot

Course transformations: From flop to flipped
Course transformations: From flop to flippedCourse transformations: From flop to flipped
Course transformations: From flop to flippedPer Olof Arnäs
 
ITS and freight transport - an urban perspective
ITS and freight transport - an urban perspectiveITS and freight transport - an urban perspective
ITS and freight transport - an urban perspectivePer Olof Arnäs
 
Big data – the meeting of the analogue and digital worlds
Big data – the meeting of the analogue and digital worldsBig data – the meeting of the analogue and digital worlds
Big data – the meeting of the analogue and digital worldsPer Olof Arnäs
 
Intelligent transport systems from a freight company perspective
Intelligent transport systems from a freight company perspectiveIntelligent transport systems from a freight company perspective
Intelligent transport systems from a freight company perspectivePer Olof Arnäs
 
Logistics, geocoding and new (possible) services
Logistics, geocoding and new (possible) services Logistics, geocoding and new (possible) services
Logistics, geocoding and new (possible) services Per Olof Arnäs
 
The End of Transport Behaviour Modelling
The End of Transport Behaviour ModellingThe End of Transport Behaviour Modelling
The End of Transport Behaviour ModellingAndrew Nash
 
InfoVis1415: slides sessie 1, 10 Feb 2015
InfoVis1415: slides sessie 1, 10 Feb 2015InfoVis1415: slides sessie 1, 10 Feb 2015
InfoVis1415: slides sessie 1, 10 Feb 2015Erik Duval
 
Smallworld and Google: the best of both worlds
Smallworld and Google: the best of both worldsSmallworld and Google: the best of both worlds
Smallworld and Google: the best of both worldsPeter Batty
 
Open : Data : Culture
Open : Data : CultureOpen : Data : Culture
Open : Data : CultureJulian Tait
 
Connected Platforms at Defrag 2008
Connected Platforms at Defrag 2008Connected Platforms at Defrag 2008
Connected Platforms at Defrag 2008Ian Davis
 
Berlin Hackaton MaaS Business Models by Comtrade Digital Services
Berlin Hackaton MaaS Business Models by Comtrade Digital ServicesBerlin Hackaton MaaS Business Models by Comtrade Digital Services
Berlin Hackaton MaaS Business Models by Comtrade Digital ServicesJosep Laborda
 
(New) Business models shaping future mobility
(New) Business models shaping future mobility(New) Business models shaping future mobility
(New) Business models shaping future mobilityJosep Laborda
 
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v220151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2Josep Laborda
 
MaaS and future research needs: a further perspective
MaaS and future research needs: a further perspectiveMaaS and future research needs: a further perspective
MaaS and future research needs: a further perspectiveJosep Laborda
 
The importance of Open Data in Higher Education
The importance of Open Data in Higher EducationThe importance of Open Data in Higher Education
The importance of Open Data in Higher EducationTom Williams
 
Thinking Highways-ICM_3-11
Thinking Highways-ICM_3-11Thinking Highways-ICM_3-11
Thinking Highways-ICM_3-11David Pickeral
 

What's hot (20)

Course transformations: From flop to flipped
Course transformations: From flop to flippedCourse transformations: From flop to flipped
Course transformations: From flop to flipped
 
ITS and freight transport - an urban perspective
ITS and freight transport - an urban perspectiveITS and freight transport - an urban perspective
ITS and freight transport - an urban perspective
 
Big data – the meeting of the analogue and digital worlds
Big data – the meeting of the analogue and digital worldsBig data – the meeting of the analogue and digital worlds
Big data – the meeting of the analogue and digital worlds
 
Intelligent transport systems from a freight company perspective
Intelligent transport systems from a freight company perspectiveIntelligent transport systems from a freight company perspective
Intelligent transport systems from a freight company perspective
 
Logistics, geocoding and new (possible) services
Logistics, geocoding and new (possible) services Logistics, geocoding and new (possible) services
Logistics, geocoding and new (possible) services
 
The End of Transport Behaviour Modelling
The End of Transport Behaviour ModellingThe End of Transport Behaviour Modelling
The End of Transport Behaviour Modelling
 
InfoVis1415: slides sessie 1, 10 Feb 2015
InfoVis1415: slides sessie 1, 10 Feb 2015InfoVis1415: slides sessie 1, 10 Feb 2015
InfoVis1415: slides sessie 1, 10 Feb 2015
 
INCA Connected Property - Alan Mayo - Digital Greenwich
INCA Connected Property - Alan Mayo - Digital GreenwichINCA Connected Property - Alan Mayo - Digital Greenwich
INCA Connected Property - Alan Mayo - Digital Greenwich
 
Smallworld and Google: the best of both worlds
Smallworld and Google: the best of both worldsSmallworld and Google: the best of both worlds
Smallworld and Google: the best of both worlds
 
Open : Data : Culture
Open : Data : CultureOpen : Data : Culture
Open : Data : Culture
 
Connected Platforms at Defrag 2008
Connected Platforms at Defrag 2008Connected Platforms at Defrag 2008
Connected Platforms at Defrag 2008
 
Visual storytelling
Visual storytellingVisual storytelling
Visual storytelling
 
Berlin Hackaton MaaS Business Models by Comtrade Digital Services
Berlin Hackaton MaaS Business Models by Comtrade Digital ServicesBerlin Hackaton MaaS Business Models by Comtrade Digital Services
Berlin Hackaton MaaS Business Models by Comtrade Digital Services
 
Mta hybrid slideshare
Mta hybrid slideshareMta hybrid slideshare
Mta hybrid slideshare
 
Big data @ #Webcoast
Big data @ #WebcoastBig data @ #Webcoast
Big data @ #Webcoast
 
(New) Business models shaping future mobility
(New) Business models shaping future mobility(New) Business models shaping future mobility
(New) Business models shaping future mobility
 
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v220151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
 
MaaS and future research needs: a further perspective
MaaS and future research needs: a further perspectiveMaaS and future research needs: a further perspective
MaaS and future research needs: a further perspective
 
The importance of Open Data in Higher Education
The importance of Open Data in Higher EducationThe importance of Open Data in Higher Education
The importance of Open Data in Higher Education
 
Thinking Highways-ICM_3-11
Thinking Highways-ICM_3-11Thinking Highways-ICM_3-11
Thinking Highways-ICM_3-11
 

Similar to Big data - Modelling World 2015, London

Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Per Olof Arnäs
 
Big data in freight transport
Big data in freight transportBig data in freight transport
Big data in freight transportPer Olof Arnäs
 
Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Per Olof Arnäs
 
Real-time (Big) Data in Freight Transport - Meeting the global trends
Real-time (Big) Data in Freight Transport - Meeting the global trendsReal-time (Big) Data in Freight Transport - Meeting the global trends
Real-time (Big) Data in Freight Transport - Meeting the global trendsPer Olof Arnäs
 
We are building The Matrix in the transport industry
We are building The Matrix in the transport industryWe are building The Matrix in the transport industry
We are building The Matrix in the transport industryPer Olof Arnäs
 
Meeting the future - Unsolved problems in freight transport from an e-commerc...
Meeting the future - Unsolved problems in freight transport from an e-commerc...Meeting the future - Unsolved problems in freight transport from an e-commerc...
Meeting the future - Unsolved problems in freight transport from an e-commerc...Per Olof Arnäs
 
Digitization of the transport industry
Digitization of the transport industryDigitization of the transport industry
Digitization of the transport industryPer Olof Arnäs
 
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...Per Olof Arnäs
 
Supply Chain Location Analysis Paper
Supply Chain Location Analysis PaperSupply Chain Location Analysis Paper
Supply Chain Location Analysis PaperLynn Holkesvik
 
Challenging LarKC with Urban Computing
Challenging LarKC with Urban ComputingChallenging LarKC with Urban Computing
Challenging LarKC with Urban ComputingEmanuele Della Valle
 
Green logistics - disruptive technologies that might transform supply chains ...
Green logistics - disruptive technologies that might transform supply chains ...Green logistics - disruptive technologies that might transform supply chains ...
Green logistics - disruptive technologies that might transform supply chains ...Institute for Transport Studies (ITS)
 
URBAN TRAFFIC DATA HACK - ROLAND MAJOR
URBAN TRAFFIC DATA HACK - ROLAND MAJORURBAN TRAFFIC DATA HACK - ROLAND MAJOR
URBAN TRAFFIC DATA HACK - ROLAND MAJORBig Data Week
 
Analyzing Dynamic Traffic Management Of Railway Traffic...
Analyzing Dynamic Traffic Management Of Railway Traffic...Analyzing Dynamic Traffic Management Of Railway Traffic...
Analyzing Dynamic Traffic Management Of Railway Traffic...Tammi Busch
 
Complexity - Controlling chaos using cybernetics and good design
Complexity - Controlling chaos using cybernetics and good designComplexity - Controlling chaos using cybernetics and good design
Complexity - Controlling chaos using cybernetics and good designPer Olof Arnäs
 
Material Handling System
Material Handling SystemMaterial Handling System
Material Handling Systemwombaty
 
3a09fc7ee1175120b31399b1ce06b175_lect21.pdf
3a09fc7ee1175120b31399b1ce06b175_lect21.pdf3a09fc7ee1175120b31399b1ce06b175_lect21.pdf
3a09fc7ee1175120b31399b1ce06b175_lect21.pdfOlumideAzeez1
 

Similar to Big data - Modelling World 2015, London (17)

Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...
 
Big data in freight transport
Big data in freight transportBig data in freight transport
Big data in freight transport
 
Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...Unsolved problems in freight transport - climbing the three mountaintops of r...
Unsolved problems in freight transport - climbing the three mountaintops of r...
 
Real-time (Big) Data in Freight Transport - Meeting the global trends
Real-time (Big) Data in Freight Transport - Meeting the global trendsReal-time (Big) Data in Freight Transport - Meeting the global trends
Real-time (Big) Data in Freight Transport - Meeting the global trends
 
We are building The Matrix in the transport industry
We are building The Matrix in the transport industryWe are building The Matrix in the transport industry
We are building The Matrix in the transport industry
 
Meeting the future - Unsolved problems in freight transport from an e-commerc...
Meeting the future - Unsolved problems in freight transport from an e-commerc...Meeting the future - Unsolved problems in freight transport from an e-commerc...
Meeting the future - Unsolved problems in freight transport from an e-commerc...
 
Digitization of the transport industry
Digitization of the transport industryDigitization of the transport industry
Digitization of the transport industry
 
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
Om framtidens transporter enligt 14- och 44-åringar, samt om ett brev som gjo...
 
Supply Chain Location Analysis Paper
Supply Chain Location Analysis PaperSupply Chain Location Analysis Paper
Supply Chain Location Analysis Paper
 
Challenging LarKC with Urban Computing
Challenging LarKC with Urban ComputingChallenging LarKC with Urban Computing
Challenging LarKC with Urban Computing
 
Green logistics - disruptive technologies that might transform supply chains ...
Green logistics - disruptive technologies that might transform supply chains ...Green logistics - disruptive technologies that might transform supply chains ...
Green logistics - disruptive technologies that might transform supply chains ...
 
URBAN TRAFFIC DATA HACK - ROLAND MAJOR
URBAN TRAFFIC DATA HACK - ROLAND MAJORURBAN TRAFFIC DATA HACK - ROLAND MAJOR
URBAN TRAFFIC DATA HACK - ROLAND MAJOR
 
Analyzing Dynamic Traffic Management Of Railway Traffic...
Analyzing Dynamic Traffic Management Of Railway Traffic...Analyzing Dynamic Traffic Management Of Railway Traffic...
Analyzing Dynamic Traffic Management Of Railway Traffic...
 
Logistics
LogisticsLogistics
Logistics
 
Complexity - Controlling chaos using cybernetics and good design
Complexity - Controlling chaos using cybernetics and good designComplexity - Controlling chaos using cybernetics and good design
Complexity - Controlling chaos using cybernetics and good design
 
Material Handling System
Material Handling SystemMaterial Handling System
Material Handling System
 
3a09fc7ee1175120b31399b1ce06b175_lect21.pdf
3a09fc7ee1175120b31399b1ce06b175_lect21.pdf3a09fc7ee1175120b31399b1ce06b175_lect21.pdf
3a09fc7ee1175120b31399b1ce06b175_lect21.pdf
 

More from Per Olof Arnäs

How to stay relevant as a university when society demands efficiency - Is the...
How to stay relevant as a university when society demands efficiency - Is the...How to stay relevant as a university when society demands efficiency - Is the...
How to stay relevant as a university when society demands efficiency - Is the...Per Olof Arnäs
 
How to stay relevant as a university - is the road to insignificance paved wi...
How to stay relevant as a university - is the road to insignificance paved wi...How to stay relevant as a university - is the road to insignificance paved wi...
How to stay relevant as a university - is the road to insignificance paved wi...Per Olof Arnäs
 
191206 Some experiences from evaluating digital examination systems
191206  Some experiences from evaluating digital examination systems191206  Some experiences from evaluating digital examination systems
191206 Some experiences from evaluating digital examination systemsPer Olof Arnäs
 
Some experiences from evaluating and stress testing digital examination systems
Some experiences from evaluating and stress testing digital examination systemsSome experiences from evaluating and stress testing digital examination systems
Some experiences from evaluating and stress testing digital examination systemsPer Olof Arnäs
 
Science communication in practice
Science communication in practiceScience communication in practice
Science communication in practicePer Olof Arnäs
 
Att jämföra äpplen, päron och tomater
Att jämföra äpplen, päron och tomaterAtt jämföra äpplen, päron och tomater
Att jämföra äpplen, päron och tomaterPer Olof Arnäs
 
From flop to flipped - A course transformation
From flop to flipped - A course transformationFrom flop to flipped - A course transformation
From flop to flipped - A course transformationPer Olof Arnäs
 
Green initiatives in transportation - Some Swedish examples
Green initiatives in transportation - Some Swedish examplesGreen initiatives in transportation - Some Swedish examples
Green initiatives in transportation - Some Swedish examplesPer Olof Arnäs
 
Practical communication in an academic environment - Flipped classrooms and b...
Practical communication in an academic environment - Flipped classrooms and b...Practical communication in an academic environment - Flipped classrooms and b...
Practical communication in an academic environment - Flipped classrooms and b...Per Olof Arnäs
 
Universeum Framtida transporter 20140929
Universeum Framtida transporter 20140929Universeum Framtida transporter 20140929
Universeum Framtida transporter 20140929Per Olof Arnäs
 
Skrivstuga.se - Writing for the web (workshop)
Skrivstuga.se  - Writing for the web (workshop)Skrivstuga.se  - Writing for the web (workshop)
Skrivstuga.se - Writing for the web (workshop)Per Olof Arnäs
 

More from Per Olof Arnäs (11)

How to stay relevant as a university when society demands efficiency - Is the...
How to stay relevant as a university when society demands efficiency - Is the...How to stay relevant as a university when society demands efficiency - Is the...
How to stay relevant as a university when society demands efficiency - Is the...
 
How to stay relevant as a university - is the road to insignificance paved wi...
How to stay relevant as a university - is the road to insignificance paved wi...How to stay relevant as a university - is the road to insignificance paved wi...
How to stay relevant as a university - is the road to insignificance paved wi...
 
191206 Some experiences from evaluating digital examination systems
191206  Some experiences from evaluating digital examination systems191206  Some experiences from evaluating digital examination systems
191206 Some experiences from evaluating digital examination systems
 
Some experiences from evaluating and stress testing digital examination systems
Some experiences from evaluating and stress testing digital examination systemsSome experiences from evaluating and stress testing digital examination systems
Some experiences from evaluating and stress testing digital examination systems
 
Science communication in practice
Science communication in practiceScience communication in practice
Science communication in practice
 
Att jämföra äpplen, päron och tomater
Att jämföra äpplen, päron och tomaterAtt jämföra äpplen, päron och tomater
Att jämföra äpplen, päron och tomater
 
From flop to flipped - A course transformation
From flop to flipped - A course transformationFrom flop to flipped - A course transformation
From flop to flipped - A course transformation
 
Green initiatives in transportation - Some Swedish examples
Green initiatives in transportation - Some Swedish examplesGreen initiatives in transportation - Some Swedish examples
Green initiatives in transportation - Some Swedish examples
 
Practical communication in an academic environment - Flipped classrooms and b...
Practical communication in an academic environment - Flipped classrooms and b...Practical communication in an academic environment - Flipped classrooms and b...
Practical communication in an academic environment - Flipped classrooms and b...
 
Universeum Framtida transporter 20140929
Universeum Framtida transporter 20140929Universeum Framtida transporter 20140929
Universeum Framtida transporter 20140929
 
Skrivstuga.se - Writing for the web (workshop)
Skrivstuga.se  - Writing for the web (workshop)Skrivstuga.se  - Writing for the web (workshop)
Skrivstuga.se - Writing for the web (workshop)
 

Recently uploaded

SKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologiesSKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologiesNeo4j
 
How AI and ChatGPT are changing cybersecurity forever.pptx
How AI and ChatGPT are changing cybersecurity forever.pptxHow AI and ChatGPT are changing cybersecurity forever.pptx
How AI and ChatGPT are changing cybersecurity forever.pptxInfosec
 
Enterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewEnterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewAshraf Fouad
 
ASTRAZENECA. Knowledge Graphs Powering a Fast-moving Global Life Sciences Org...
ASTRAZENECA. Knowledge Graphs Powering a Fast-moving Global Life Sciences Org...ASTRAZENECA. Knowledge Graphs Powering a Fast-moving Global Life Sciences Org...
ASTRAZENECA. Knowledge Graphs Powering a Fast-moving Global Life Sciences Org...Neo4j
 
My Journey towards Artificial Intelligence
My Journey towards Artificial IntelligenceMy Journey towards Artificial Intelligence
My Journey towards Artificial IntelligenceVijayananda Mohire
 
Trending now: Book subjects on the move in the Canadian market - Tech Forum 2024
Trending now: Book subjects on the move in the Canadian market - Tech Forum 2024Trending now: Book subjects on the move in the Canadian market - Tech Forum 2024
Trending now: Book subjects on the move in the Canadian market - Tech Forum 2024BookNet Canada
 
Roundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfRoundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfMostafa Higazy
 
Artificial Intelligence, Design, and More-than-Human Justice
Artificial Intelligence, Design, and More-than-Human JusticeArtificial Intelligence, Design, and More-than-Human Justice
Artificial Intelligence, Design, and More-than-Human JusticeJosh Gellers
 
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlueCloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlueShapeBlue
 
Low Latency at Extreme Scale: Proven Practices & Pitfalls
Low Latency at Extreme Scale: Proven Practices & PitfallsLow Latency at Extreme Scale: Proven Practices & Pitfalls
Low Latency at Extreme Scale: Proven Practices & PitfallsScyllaDB
 
Python For Kids - Sách Lập trình cho trẻ em
Python For Kids - Sách Lập trình cho trẻ emPython For Kids - Sách Lập trình cho trẻ em
Python For Kids - Sách Lập trình cho trẻ emNho Vĩnh
 
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)Jay Zhao
 
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...ShapeBlue
 
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...ShapeBlue
 
AGFM - Toyota Coaster 1HZ Install Guide.pdf
AGFM - Toyota Coaster 1HZ Install Guide.pdfAGFM - Toyota Coaster 1HZ Install Guide.pdf
AGFM - Toyota Coaster 1HZ Install Guide.pdfRodneyThomas28
 
Large Language Models and Applications in Healthcare
Large Language Models and Applications in HealthcareLarge Language Models and Applications in Healthcare
Large Language Models and Applications in HealthcareAsma Ben Abacha
 
Geospatial Synergy: Amplifying Efficiency with FME & Esri
Geospatial Synergy: Amplifying Efficiency with FME & EsriGeospatial Synergy: Amplifying Efficiency with FME & Esri
Geospatial Synergy: Amplifying Efficiency with FME & EsriSafe Software
 
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptxGraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptxNeo4j
 
Q4 2023 Quarterly Investor Presentation - FINAL.pdf
Q4 2023 Quarterly Investor Presentation - FINAL.pdfQ4 2023 Quarterly Investor Presentation - FINAL.pdf
Q4 2023 Quarterly Investor Presentation - FINAL.pdfTejal81
 
National Institute of Standards and Technology (NIST) Cybersecurity Framework...
National Institute of Standards and Technology (NIST) Cybersecurity Framework...National Institute of Standards and Technology (NIST) Cybersecurity Framework...
National Institute of Standards and Technology (NIST) Cybersecurity Framework...MichaelBenis1
 

Recently uploaded (20)

SKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologiesSKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologies
 
How AI and ChatGPT are changing cybersecurity forever.pptx
How AI and ChatGPT are changing cybersecurity forever.pptxHow AI and ChatGPT are changing cybersecurity forever.pptx
How AI and ChatGPT are changing cybersecurity forever.pptx
 
Enterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewEnterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book Review
 
ASTRAZENECA. Knowledge Graphs Powering a Fast-moving Global Life Sciences Org...
ASTRAZENECA. Knowledge Graphs Powering a Fast-moving Global Life Sciences Org...ASTRAZENECA. Knowledge Graphs Powering a Fast-moving Global Life Sciences Org...
ASTRAZENECA. Knowledge Graphs Powering a Fast-moving Global Life Sciences Org...
 
My Journey towards Artificial Intelligence
My Journey towards Artificial IntelligenceMy Journey towards Artificial Intelligence
My Journey towards Artificial Intelligence
 
Trending now: Book subjects on the move in the Canadian market - Tech Forum 2024
Trending now: Book subjects on the move in the Canadian market - Tech Forum 2024Trending now: Book subjects on the move in the Canadian market - Tech Forum 2024
Trending now: Book subjects on the move in the Canadian market - Tech Forum 2024
 
Roundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfRoundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdf
 
Artificial Intelligence, Design, and More-than-Human Justice
Artificial Intelligence, Design, and More-than-Human JusticeArtificial Intelligence, Design, and More-than-Human Justice
Artificial Intelligence, Design, and More-than-Human Justice
 
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlueCloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
CloudStack Authentication Methods – Harikrishna Patnala, ShapeBlue
 
Low Latency at Extreme Scale: Proven Practices & Pitfalls
Low Latency at Extreme Scale: Proven Practices & PitfallsLow Latency at Extreme Scale: Proven Practices & Pitfalls
Low Latency at Extreme Scale: Proven Practices & Pitfalls
 
Python For Kids - Sách Lập trình cho trẻ em
Python For Kids - Sách Lập trình cho trẻ emPython For Kids - Sách Lập trình cho trẻ em
Python For Kids - Sách Lập trình cho trẻ em
 
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
Leonis Insights: The State of AI (7 trends for 2023 and 7 predictions for 2024)
 
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
 
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
Elevating Cloud Infrastructure with Object Storage, DRS, VM Scheduling, and D...
 
AGFM - Toyota Coaster 1HZ Install Guide.pdf
AGFM - Toyota Coaster 1HZ Install Guide.pdfAGFM - Toyota Coaster 1HZ Install Guide.pdf
AGFM - Toyota Coaster 1HZ Install Guide.pdf
 
Large Language Models and Applications in Healthcare
Large Language Models and Applications in HealthcareLarge Language Models and Applications in Healthcare
Large Language Models and Applications in Healthcare
 
Geospatial Synergy: Amplifying Efficiency with FME & Esri
Geospatial Synergy: Amplifying Efficiency with FME & EsriGeospatial Synergy: Amplifying Efficiency with FME & Esri
Geospatial Synergy: Amplifying Efficiency with FME & Esri
 
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptxGraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
 
Q4 2023 Quarterly Investor Presentation - FINAL.pdf
Q4 2023 Quarterly Investor Presentation - FINAL.pdfQ4 2023 Quarterly Investor Presentation - FINAL.pdf
Q4 2023 Quarterly Investor Presentation - FINAL.pdf
 
National Institute of Standards and Technology (NIST) Cybersecurity Framework...
National Institute of Standards and Technology (NIST) Cybersecurity Framework...National Institute of Standards and Technology (NIST) Cybersecurity Framework...
National Institute of Standards and Technology (NIST) Cybersecurity Framework...
 

Big data - Modelling World 2015, London

  • 2. 892 by benmschmidt on Flickr (C)19th century shipping visualized through the logs of Matthew Fontaine Maury (1806-1873), US Navy Shipping movements in the 19th century
  • 3. Things are happening outside the freight industry (and have been for some time)
  • 4. Stage Coach Wheel by arbyreed on Flickr <<<<<<<<< Development of transportation technology has been fairly linear …for the last 5500 years
  • 5. We are in the middle of a gigantic exponential development curve beginning
  • 8. Manage complex systems Image from: http://www.as-coa.org/watchlisten/ascoa-visits-rios-operations-center
  • 11. Domain knowledge critical! See for instance: Waller, M. A. and Fawcett, S. E. (2013), Data Science, Predictive Analytics, and Big Data: A Revolution That Will Transform Supply Chain Design and Management. JOURNAL OF BUSINESS LOGISTICS, 34: 77–84 Data scientists - the new superstars "Data Science Venn Diagram" by Drew Conway - Own work. Licensed under Creative Commons Attribution-Share Alike 3.0 via Wikimedia Commons - http://commons.wikimedia.org/wiki/ File:Data_Science_Venn_Diagram.png#mediaviewer/File:Data_Science_Venn_Diagram.png
  • 13. Human resources Reduction in driver turnover, driver assignment, using sentiment data analysis Real-time capacity availability Inventory management Examples of applications in freight (Waller and Fawcett, 2013) Transportation management Optimal routing, taking into account weather, traffic congestion, and driver characteristics Time of delivery, factoring in weather, driver characteristics, time of day and date Forecasting Waller, M. A. and Fawcett, S. E. (2013), Data Science, Predictive Analytics, and Big Data: A Revolution That Will Transform Supply Chain Design and Management. JOURNAL OF BUSINESS LOGISTICS, 34: 77–84
  • 14. DHL 2013: ”Big Data in Logistics”
  • 15. Jawbone measures sleep interruption during earthquake https://jawbone.com/blog/napa-earthquake-effect-on-sleep/
  • 16. http://www.scdigest.com/ontarget/ 14-01-21-1.php?cid=7767 Package item(s) as a package for eventual shipment to a delivery address Associate unique ID with package Select destination geographic area for package Ship package to selected distribution geographic area without completely specifying delivery address Orders satisfied by item(s) received? Package redirected? Determine package location Convey delivery address, package ID to delivery location Assign delivery address to package Deliver package to delivery address Convey indication of new destination geographic area and package ID to current location Yes Yes No No smile! by Judy van der Velden (CC-BY,NC,SA) Predictive shipping
  • 20. Image: Alain Delorme, alaindelorme.com The current model is focused on economy of scale and standardization
  • 21. But the biggest problem in transportation is time. There is not enough of it. Ever. InSearchOfLostTimebybogenfreundonFlickr
  • 22. The transport industry does not like real-time decisions. At all. Batch-handling Zip codes Zones Time-tables DSC_9073.jpg by James England on Flickr (CC-BY)
  • 23. Strategic Tactical Operational Predictive Time horizons Freight industry Most (preferably all) decisions in the transportation industry are made here. At the latest. Uninformed, ad-hoc, and probably non optimal, decisions Science fiction
  • 24. Multicolour Jelly Belly beans in Sugar! by MsSaraKelly on Flickr (CC-BY) Requirements on Big data specific to freight transport Geocoded data Decentraliseddata Flows Goods Resources Value Information Products Multiple perspectives Strategic Tactical Operative Predictive
  • 26. En la cima! by Alejandro Juárez on Flickr (CC-BY) 3 mountaintops to climb…
  • 27. En la cima! by Alejandro Juárez on Flickr (CC-BY) 3 data types Mountaintop #1 Collection of data in real-time Fixed Historical Snapshot
  • 28. En la cima! by Alejandro Juárez on Flickr (CC-BY) Mountaintop #1 Collecting data in real-time 5 data domains Vehicle CargoDriver Company Infrastructure/ facility at least…
  • 29. Length Weight Width Height Capacity + other PBS-criteria Emissions Fuel consumption Route Position Speed Direction Weight Origin Destination Accepted ETA Temperature + other state variables Temperature + other state variables Education/training Speed (ISA) Rest/break schedule Traffic behaviour Belt usage Alco lock history Schedule status (time to next break etc.) Contracts/ agreements Previous interactions Backoffice support Fixed Historical Snapshot Vehicle Cargo Driver Company Infrastructure /facility Map + fixed data layers Traffic history Current traffic Queue Availability DATA MATRIX
  • 30. Say hi to the new sensors …but they are still not enough
  • 31. (Freight) companies want to share as little data as possible, with as little friction as possible, to get the highest utility possible Private Property by Nathan O'Nions on Flickr (CC-BY)
  • 32. Mountaintop #2 Processing data in real-time En la cima! by Alejandro Juárez on Flickr (CC-BY) Locals and Tourists #1 (GTWA #2): London by Eric Fischer on Flickr
  • 33. Mountaintop #2 Processing data in real-time En la cima! by Alejandro Juárez on Flickr (CC-BY)
  • 34. Mountaintop #3 Exploiting data in real-time En la cima! by Alejandro Juárez on Flickr (CC-BY)
  • 35. Real-time decision making not always successful…
  • 36. Requirement Fixed Historical Snapshot Transport 1 Fixed Historical Snapshot Transport 2 Fixed Historical Snapshot
  • 37. Requirement Fixed Historical Snapshot Transport 1 Fixed Historical Snapshot Transport 2 Fixed Historical Snapshot No access! Full access!
  • 45. Challenges The Challenger by Martín Vinacur on Flickr (CC-BY) Cross-disciplinary Cross-industries Cross-borders
  • 46. It’s not business as usual. This is the internet happening to freight transport. There is no ’usual’ anymore. Hello Kitty Darth Vader by JD Hancock on Flickr (CC-BY)
  • 47. It’s not business as usual. Get used to it. This is the internet happening to freight transport. There is no ’usual’ anymore. Hello Kitty Darth Vader by JD Hancock on Flickr (CC-BY)