SlideShare une entreprise Scribd logo
1  sur  4
Télécharger pour lire hors ligne
ICSOC 2015 Panel:
Service Engineering Analytics in the IoT
Cloud Systems
Hong-Linh Truong
Distributed Systems Group
Vienna University of Technology
truong@dsg.tuwien.ac.at
http://dsg.tuwien.ac.at/staff/truong
ICSOC 2015, 19 Nov, Goa, India 1
IoT and Cloud Structures and
Communities
 IoT elements at the edge
 Software sensors and actuators
 Gateways: lightweighted hardware/software acting as intermediate
nodes between sensors/actuators and back-end cloud services
 Cloud services at the data centers
 Software services and data: complex event processing, data
services, data analytics, etc.
 Connectivity
 Network middleware and protocols
 IoT cloud systems
 Systems blending IoT elements and cloud services
ICSOC 2015, 19 Nov, Goa, India 2
Service computing view
ICSOC 2015, 19 Nov, Goa, India 3
Large-scale and
heterogeneous
distributed systems of
IoT
Complex services from multiple
providers provisioned in different data
centers
Elastic (Data/Analytics) Service
(cost, resource, quality)
Elastic (Data/Analytics) Service
(cost, resource, quality)
Hong Linh Truong,
Schahram Dustdar:
Programming Elasticity
in the Cloud. IEEE
Computer 48(3): 87-90
(2015)
Hong Linh Truong,
Schahram Dustdar:
Programming Elasticity
in the Cloud. IEEE
Computer 48(3): 87-90
(2015)
 Novel service models – application domains and business models
 „Compositions“ of distributed data and analytics capabilities from IoT
and clouds
 Quality of results, smart data & service contract, elastic functionality
 Novel service execution composition and management
 Programming techniques for composition of IoT and cloud elements
 Embracing uncertainties of machines, data, network, and humans
 Service elasticity coordination of multiple IoT sites and big data centers
 Intelligent management delegation algorithms
 Dynamic context-aware compliance governance
 Novel engineering analytics techniques and tools
 Characterization of end-to-end metrics of services
 Linked service information from multiple software layers in different
phases in the development and operation
 Deployment, control and analysis tools for multiple software layers in
blending IoT and cloud systems
ICSOC 2015, 19 Nov, Goa, India 4
Research focus

Contenu connexe

Tendances

HINC – Harmonizing Diverse Resource Information Across IoT, Network Functions...
HINC – Harmonizing Diverse Resource Information Across IoT, Network Functions...HINC – Harmonizing Diverse Resource Information Across IoT, Network Functions...
HINC – Harmonizing Diverse Resource Information Across IoT, Network Functions...Hong-Linh Truong
 
On Engineering Analytics of Elastic IoT Cloud Systems
On Engineering Analytics of Elastic IoT Cloud SystemsOn Engineering Analytics of Elastic IoT Cloud Systems
On Engineering Analytics of Elastic IoT Cloud SystemsHong-Linh Truong
 
Towards a Resource Slice Interoperability Hub for IoT
Towards a Resource Slice Interoperability Hub for IoTTowards a Resource Slice Interoperability Hub for IoT
Towards a Resource Slice Interoperability Hub for IoTHong-Linh Truong
 
Characterizing Incidents in Cloud-based IoT Data Analytics
Characterizing Incidents in Cloud-based IoT Data AnalyticsCharacterizing Incidents in Cloud-based IoT Data Analytics
Characterizing Incidents in Cloud-based IoT Data AnalyticsHong-Linh Truong
 
ISWC 2016 Tutorial: Semantic Web of Things M3 framework & FIESTA-IoT EU project
ISWC 2016 Tutorial: Semantic Web of Things  M3 framework & FIESTA-IoT EU projectISWC 2016 Tutorial: Semantic Web of Things  M3 framework & FIESTA-IoT EU project
ISWC 2016 Tutorial: Semantic Web of Things M3 framework & FIESTA-IoT EU projectFIESTA-IoT
 
Distributed coordination protocol for event data exchange in IoT monitoring a...
Distributed coordination protocol for event data exchange in IoT monitoring a...Distributed coordination protocol for event data exchange in IoT monitoring a...
Distributed coordination protocol for event data exchange in IoT monitoring a...Maynooth University
 
Tennis stroke detection using inertial data of a smartwatchtion
Tennis stroke detection using inertial data of a smartwatchtionTennis stroke detection using inertial data of a smartwatchtion
Tennis stroke detection using inertial data of a smartwatchtionMaynooth University
 
ISWC 19 - On the Use of Cloud and Semantic Web Technologies for Generative De...
ISWC 19 - On the Use of Cloud and Semantic Web Technologies for Generative De...ISWC 19 - On the Use of Cloud and Semantic Web Technologies for Generative De...
ISWC 19 - On the Use of Cloud and Semantic Web Technologies for Generative De...Daniel Mercier
 
CD March 2016 - What is HYPERCAT?
CD March 2016 - What is HYPERCAT?CD March 2016 - What is HYPERCAT?
CD March 2016 - What is HYPERCAT?Comit Projects Ltd
 
FIWARE Global Summit - Thing’in, an NGSI-LD-compatible Graph Database for Sys...
FIWARE Global Summit - Thing’in, an NGSI-LD-compatible Graph Database for Sys...FIWARE Global Summit - Thing’in, an NGSI-LD-compatible Graph Database for Sys...
FIWARE Global Summit - Thing’in, an NGSI-LD-compatible Graph Database for Sys...FIWARE
 
Cassowary: Middleware Platform for Context-Aware Smart Buildings with Softwar...
Cassowary: Middleware Platform for Context-Aware Smart Buildings with Softwar...Cassowary: Middleware Platform for Context-Aware Smart Buildings with Softwar...
Cassowary: Middleware Platform for Context-Aware Smart Buildings with Softwar...Pradeeban Kathiravelu, Ph.D.
 
2nd International Conference on Cloud, Big Data and Web Services (CBW 2021)
 2nd International Conference on Cloud, Big Data and Web Services (CBW 2021) 2nd International Conference on Cloud, Big Data and Web Services (CBW 2021)
2nd International Conference on Cloud, Big Data and Web Services (CBW 2021)ijwscjournal
 
Modeling and Provisioning IoT Cloud Systems for Testing Uncertainties
Modeling and Provisioning IoT Cloud Systems for Testing UncertaintiesModeling and Provisioning IoT Cloud Systems for Testing Uncertainties
Modeling and Provisioning IoT Cloud Systems for Testing UncertaintiesHong-Linh Truong
 
Fi cloudpresentationgyrardaugust2015 v2
Fi cloudpresentationgyrardaugust2015 v2Fi cloudpresentationgyrardaugust2015 v2
Fi cloudpresentationgyrardaugust2015 v2Amélie Gyrard
 
SENDIM for Incremental Development of Cloud Networks: Simulation, Emulation \...
SENDIM for Incremental Development of Cloud Networks: Simulation, Emulation \...SENDIM for Incremental Development of Cloud Networks: Simulation, Emulation \...
SENDIM for Incremental Development of Cloud Networks: Simulation, Emulation \...Pradeeban Kathiravelu, Ph.D.
 
SAVI-IoT: A Self-managing Containerized IoT Platform
SAVI-IoT: A Self-managing Containerized IoT PlatformSAVI-IoT: A Self-managing Containerized IoT Platform
SAVI-IoT: A Self-managing Containerized IoT PlatformYork University
 
Semantic IoT Semantic Inter-Operability Practices - Part 1
Semantic IoT Semantic Inter-Operability Practices - Part 1Semantic IoT Semantic Inter-Operability Practices - Part 1
Semantic IoT Semantic Inter-Operability Practices - Part 1iotest
 

Tendances (20)

HINC – Harmonizing Diverse Resource Information Across IoT, Network Functions...
HINC – Harmonizing Diverse Resource Information Across IoT, Network Functions...HINC – Harmonizing Diverse Resource Information Across IoT, Network Functions...
HINC – Harmonizing Diverse Resource Information Across IoT, Network Functions...
 
On Engineering Analytics of Elastic IoT Cloud Systems
On Engineering Analytics of Elastic IoT Cloud SystemsOn Engineering Analytics of Elastic IoT Cloud Systems
On Engineering Analytics of Elastic IoT Cloud Systems
 
Towards a Resource Slice Interoperability Hub for IoT
Towards a Resource Slice Interoperability Hub for IoTTowards a Resource Slice Interoperability Hub for IoT
Towards a Resource Slice Interoperability Hub for IoT
 
Characterizing Incidents in Cloud-based IoT Data Analytics
Characterizing Incidents in Cloud-based IoT Data AnalyticsCharacterizing Incidents in Cloud-based IoT Data Analytics
Characterizing Incidents in Cloud-based IoT Data Analytics
 
ISWC 2016 Tutorial: Semantic Web of Things M3 framework & FIESTA-IoT EU project
ISWC 2016 Tutorial: Semantic Web of Things  M3 framework & FIESTA-IoT EU projectISWC 2016 Tutorial: Semantic Web of Things  M3 framework & FIESTA-IoT EU project
ISWC 2016 Tutorial: Semantic Web of Things M3 framework & FIESTA-IoT EU project
 
Distributed coordination protocol for event data exchange in IoT monitoring a...
Distributed coordination protocol for event data exchange in IoT monitoring a...Distributed coordination protocol for event data exchange in IoT monitoring a...
Distributed coordination protocol for event data exchange in IoT monitoring a...
 
Tennis stroke detection using inertial data of a smartwatchtion
Tennis stroke detection using inertial data of a smartwatchtionTennis stroke detection using inertial data of a smartwatchtion
Tennis stroke detection using inertial data of a smartwatchtion
 
ISWC 19 - On the Use of Cloud and Semantic Web Technologies for Generative De...
ISWC 19 - On the Use of Cloud and Semantic Web Technologies for Generative De...ISWC 19 - On the Use of Cloud and Semantic Web Technologies for Generative De...
ISWC 19 - On the Use of Cloud and Semantic Web Technologies for Generative De...
 
Euler-time Diagrams
Euler-time DiagramsEuler-time Diagrams
Euler-time Diagrams
 
CD March 2016 - What is HYPERCAT?
CD March 2016 - What is HYPERCAT?CD March 2016 - What is HYPERCAT?
CD March 2016 - What is HYPERCAT?
 
FIWARE Global Summit - Thing’in, an NGSI-LD-compatible Graph Database for Sys...
FIWARE Global Summit - Thing’in, an NGSI-LD-compatible Graph Database for Sys...FIWARE Global Summit - Thing’in, an NGSI-LD-compatible Graph Database for Sys...
FIWARE Global Summit - Thing’in, an NGSI-LD-compatible Graph Database for Sys...
 
GLENNA: The Nordic cloud
GLENNA: The Nordic cloud GLENNA: The Nordic cloud
GLENNA: The Nordic cloud
 
Cassowary: Middleware Platform for Context-Aware Smart Buildings with Softwar...
Cassowary: Middleware Platform for Context-Aware Smart Buildings with Softwar...Cassowary: Middleware Platform for Context-Aware Smart Buildings with Softwar...
Cassowary: Middleware Platform for Context-Aware Smart Buildings with Softwar...
 
2nd International Conference on Cloud, Big Data and Web Services (CBW 2021)
 2nd International Conference on Cloud, Big Data and Web Services (CBW 2021) 2nd International Conference on Cloud, Big Data and Web Services (CBW 2021)
2nd International Conference on Cloud, Big Data and Web Services (CBW 2021)
 
Modeling and Provisioning IoT Cloud Systems for Testing Uncertainties
Modeling and Provisioning IoT Cloud Systems for Testing UncertaintiesModeling and Provisioning IoT Cloud Systems for Testing Uncertainties
Modeling and Provisioning IoT Cloud Systems for Testing Uncertainties
 
Fi cloudpresentationgyrardaugust2015 v2
Fi cloudpresentationgyrardaugust2015 v2Fi cloudpresentationgyrardaugust2015 v2
Fi cloudpresentationgyrardaugust2015 v2
 
SENDIM for Incremental Development of Cloud Networks: Simulation, Emulation \...
SENDIM for Incremental Development of Cloud Networks: Simulation, Emulation \...SENDIM for Incremental Development of Cloud Networks: Simulation, Emulation \...
SENDIM for Incremental Development of Cloud Networks: Simulation, Emulation \...
 
Traffic Classification
Traffic ClassificationTraffic Classification
Traffic Classification
 
SAVI-IoT: A Self-managing Containerized IoT Platform
SAVI-IoT: A Self-managing Containerized IoT PlatformSAVI-IoT: A Self-managing Containerized IoT Platform
SAVI-IoT: A Self-managing Containerized IoT Platform
 
Semantic IoT Semantic Inter-Operability Practices - Part 1
Semantic IoT Semantic Inter-Operability Practices - Part 1Semantic IoT Semantic Inter-Operability Practices - Part 1
Semantic IoT Semantic Inter-Operability Practices - Part 1
 

Similaire à ICSOC 2015 Panel: Service Engineering Analytics in the IoT Cloud Systems

Semantic Technologies for the Internet of Things: Challenges and Opportunities
Semantic Technologies for the Internet of Things: Challenges and Opportunities Semantic Technologies for the Internet of Things: Challenges and Opportunities
Semantic Technologies for the Internet of Things: Challenges and Opportunities PayamBarnaghi
 
Programming Elasticity in the Cloud
Programming Elasticity in the CloudProgramming Elasticity in the Cloud
Programming Elasticity in the CloudHong-Linh Truong
 
Internet of thing (IoT and cloud convergence opportunitis and challenges
 Internet of thing (IoT and cloud convergence opportunitis and challenges  Internet of thing (IoT and cloud convergence opportunitis and challenges
Internet of thing (IoT and cloud convergence opportunitis and challenges Dr.-Ing Abdur Rahim Biswas
 
Software-Defined Approach for QoS and Data Quality in Multi-Tenant Clouds
Software-Defined Approach for QoS and Data Quality in Multi-Tenant CloudsSoftware-Defined Approach for QoS and Data Quality in Multi-Tenant Clouds
Software-Defined Approach for QoS and Data Quality in Multi-Tenant CloudsPradeeban Kathiravelu, Ph.D.
 
TUW-ASE Summer 2015: IoT Cloud Systems
TUW-ASE Summer 2015:  IoT Cloud SystemsTUW-ASE Summer 2015:  IoT Cloud Systems
TUW-ASE Summer 2015: IoT Cloud SystemsHong-Linh Truong
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)albert ca
 
NashTech - Azure IoT Solutions on Microsoft Azure
NashTech - Azure IoT Solutions on Microsoft AzureNashTech - Azure IoT Solutions on Microsoft Azure
NashTech - Azure IoT Solutions on Microsoft AzurePhi Huynh
 
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)ijdms
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)ijdms
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)ijccsa
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)IJCNCJournal
 
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)ijwscjournal
 
Integrated Analytics for IIoT Predictive Maintenance using IoT Big Data Cloud...
Integrated Analytics for IIoT Predictive Maintenance using IoT Big Data Cloud...Integrated Analytics for IIoT Predictive Maintenance using IoT Big Data Cloud...
Integrated Analytics for IIoT Predictive Maintenance using IoT Big Data Cloud...Hong-Linh Truong
 
PAPER SUBMISSION START NOW-4th International Conference on Cloud, Big Data an...
PAPER SUBMISSION START NOW-4th International Conference on Cloud, Big Data an...PAPER SUBMISSION START NOW-4th International Conference on Cloud, Big Data an...
PAPER SUBMISSION START NOW-4th International Conference on Cloud, Big Data an...IJDKP
 
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)ijwscjournal
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)albert ca
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)ijdms
 
Internet of Things (IoT) and Big Data
Internet of Things (IoT) and Big DataInternet of Things (IoT) and Big Data
Internet of Things (IoT) and Big DataGuido Schmutz
 
Cloud of things (IoT + Cloud Computing)
Cloud of things (IoT + Cloud Computing)Cloud of things (IoT + Cloud Computing)
Cloud of things (IoT + Cloud Computing)Zakaria Hossain
 
Novel authentication framework for securing communication in internet-of-things
Novel authentication framework for securing communication in internet-of-things Novel authentication framework for securing communication in internet-of-things
Novel authentication framework for securing communication in internet-of-things IJECEIAES
 

Similaire à ICSOC 2015 Panel: Service Engineering Analytics in the IoT Cloud Systems (20)

Semantic Technologies for the Internet of Things: Challenges and Opportunities
Semantic Technologies for the Internet of Things: Challenges and Opportunities Semantic Technologies for the Internet of Things: Challenges and Opportunities
Semantic Technologies for the Internet of Things: Challenges and Opportunities
 
Programming Elasticity in the Cloud
Programming Elasticity in the CloudProgramming Elasticity in the Cloud
Programming Elasticity in the Cloud
 
Internet of thing (IoT and cloud convergence opportunitis and challenges
 Internet of thing (IoT and cloud convergence opportunitis and challenges  Internet of thing (IoT and cloud convergence opportunitis and challenges
Internet of thing (IoT and cloud convergence opportunitis and challenges
 
Software-Defined Approach for QoS and Data Quality in Multi-Tenant Clouds
Software-Defined Approach for QoS and Data Quality in Multi-Tenant CloudsSoftware-Defined Approach for QoS and Data Quality in Multi-Tenant Clouds
Software-Defined Approach for QoS and Data Quality in Multi-Tenant Clouds
 
TUW-ASE Summer 2015: IoT Cloud Systems
TUW-ASE Summer 2015:  IoT Cloud SystemsTUW-ASE Summer 2015:  IoT Cloud Systems
TUW-ASE Summer 2015: IoT Cloud Systems
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
NashTech - Azure IoT Solutions on Microsoft Azure
NashTech - Azure IoT Solutions on Microsoft AzureNashTech - Azure IoT Solutions on Microsoft Azure
NashTech - Azure IoT Solutions on Microsoft Azure
 
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
Integrated Analytics for IIoT Predictive Maintenance using IoT Big Data Cloud...
Integrated Analytics for IIoT Predictive Maintenance using IoT Big Data Cloud...Integrated Analytics for IIoT Predictive Maintenance using IoT Big Data Cloud...
Integrated Analytics for IIoT Predictive Maintenance using IoT Big Data Cloud...
 
PAPER SUBMISSION START NOW-4th International Conference on Cloud, Big Data an...
PAPER SUBMISSION START NOW-4th International Conference on Cloud, Big Data an...PAPER SUBMISSION START NOW-4th International Conference on Cloud, Big Data an...
PAPER SUBMISSION START NOW-4th International Conference on Cloud, Big Data an...
 
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2 nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
2nd International Conference on Cloud, Big Data and IoT (CBIoT 2021)
 
Internet of Things (IoT) and Big Data
Internet of Things (IoT) and Big DataInternet of Things (IoT) and Big Data
Internet of Things (IoT) and Big Data
 
Cloud of things (IoT + Cloud Computing)
Cloud of things (IoT + Cloud Computing)Cloud of things (IoT + Cloud Computing)
Cloud of things (IoT + Cloud Computing)
 
Novel authentication framework for securing communication in internet-of-things
Novel authentication framework for securing communication in internet-of-things Novel authentication framework for securing communication in internet-of-things
Novel authentication framework for securing communication in internet-of-things
 

Plus de Hong-Linh Truong

QoA4ML – A Framework for Supporting Contracts in Machine Learning Services
QoA4ML – A Framework for Supporting Contracts in Machine Learning ServicesQoA4ML – A Framework for Supporting Contracts in Machine Learning Services
QoA4ML – A Framework for Supporting Contracts in Machine Learning ServicesHong-Linh Truong
 
Sharing Blockchain Performance Knowledge for Edge Service Development
Sharing Blockchain Performance Knowledge for Edge Service DevelopmentSharing Blockchain Performance Knowledge for Edge Service Development
Sharing Blockchain Performance Knowledge for Edge Service DevelopmentHong-Linh Truong
 
Measuring, Quantifying, & Predicting the Cost-Accuracy Tradeoff
Measuring, Quantifying, & Predicting the Cost-Accuracy TradeoffMeasuring, Quantifying, & Predicting the Cost-Accuracy Tradeoff
Measuring, Quantifying, & Predicting the Cost-Accuracy TradeoffHong-Linh Truong
 
DevOps for Dynamic Interoperability of IoT, Edge and Cloud Systems
DevOps for Dynamic Interoperability of IoT, Edge and Cloud SystemsDevOps for Dynamic Interoperability of IoT, Edge and Cloud Systems
DevOps for Dynamic Interoperability of IoT, Edge and Cloud SystemsHong-Linh Truong
 
Dynamic IoT data, protocol, and middleware interoperability with resource sli...
Dynamic IoT data, protocol, and middleware interoperability with resource sli...Dynamic IoT data, protocol, and middleware interoperability with resource sli...
Dynamic IoT data, protocol, and middleware interoperability with resource sli...Hong-Linh Truong
 
Enabling Edge Analytics of IoT Data: The Case of LoRaWAN
Enabling Edge Analytics of IoT Data: The Case of LoRaWANEnabling Edge Analytics of IoT Data: The Case of LoRaWAN
Enabling Edge Analytics of IoT Data: The Case of LoRaWANHong-Linh Truong
 
Analytics of Performance and Data Quality for Mobile Edge Cloud Applications
Analytics of Performance and Data Quality for Mobile Edge Cloud ApplicationsAnalytics of Performance and Data Quality for Mobile Edge Cloud Applications
Analytics of Performance and Data Quality for Mobile Edge Cloud ApplicationsHong-Linh Truong
 
Testing Uncertainty of Cyber-Physical Systems in IoT Cloud Infrastructures: C...
Testing Uncertainty of Cyber-Physical Systems in IoT Cloud Infrastructures: C...Testing Uncertainty of Cyber-Physical Systems in IoT Cloud Infrastructures: C...
Testing Uncertainty of Cyber-Physical Systems in IoT Cloud Infrastructures: C...Hong-Linh Truong
 
Deep Context-Awareness: Context Coupling and New Types of Context Information...
Deep Context-Awareness: Context Coupling and New Types of Context Information...Deep Context-Awareness: Context Coupling and New Types of Context Information...
Deep Context-Awareness: Context Coupling and New Types of Context Information...Hong-Linh Truong
 
Managing and Testing Ensembles of IoT, Network functions, and Clouds
Managing and Testing Ensembles of IoT, Network functions, and CloudsManaging and Testing Ensembles of IoT, Network functions, and Clouds
Managing and Testing Ensembles of IoT, Network functions, and CloudsHong-Linh Truong
 
On Supporting Contract-aware IoT Dataspace Services
On Supporting Contract-aware IoT Dataspace ServicesOn Supporting Contract-aware IoT Dataspace Services
On Supporting Contract-aware IoT Dataspace ServicesHong-Linh Truong
 
Governing Elastic IoT Cloud Systems under Uncertainties
Governing Elastic IoT Cloud Systems under UncertaintiesGoverning Elastic IoT Cloud Systems under Uncertainties
Governing Elastic IoT Cloud Systems under UncertaintiesHong-Linh Truong
 
On Developing and Operating of Data Elasticity Management Process
On Developing and Operating of Data Elasticity Management ProcessOn Developing and Operating of Data Elasticity Management Process
On Developing and Operating of Data Elasticity Management ProcessHong-Linh Truong
 
TUWien - ASE Summer 2015: Engineering human-based services in elastic systems
TUWien - ASE Summer 2015: Engineering human-based services in elastic systemsTUWien - ASE Summer 2015: Engineering human-based services in elastic systems
TUWien - ASE Summer 2015: Engineering human-based services in elastic systemsHong-Linh Truong
 
TUW-ASE Summer 2015 - Quality of Result-aware data analytics
TUW-ASE Summer 2015 - Quality of Result-aware data analyticsTUW-ASE Summer 2015 - Quality of Result-aware data analytics
TUW-ASE Summer 2015 - Quality of Result-aware data analyticsHong-Linh Truong
 
TUW-ASE Summer 2015: Advanced service-based data analytics: Models, Elasticit...
TUW-ASE Summer 2015: Advanced service-based data analytics: Models, Elasticit...TUW-ASE Summer 2015: Advanced service-based data analytics: Models, Elasticit...
TUW-ASE Summer 2015: Advanced service-based data analytics: Models, Elasticit...Hong-Linh Truong
 
TUW-ASE Summer 2015: Data marketplaces: core models and concepts
TUW-ASE Summer 2015: Data marketplaces:  core models and conceptsTUW-ASE Summer 2015: Data marketplaces:  core models and concepts
TUW-ASE Summer 2015: Data marketplaces: core models and conceptsHong-Linh Truong
 
TUW-ASE Summer 2015: Data as a Service - Models and Data Concerns
TUW-ASE Summer 2015: Data as a Service - Models and Data ConcernsTUW-ASE Summer 2015: Data as a Service - Models and Data Concerns
TUW-ASE Summer 2015: Data as a Service - Models and Data ConcernsHong-Linh Truong
 
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...Hong-Linh Truong
 

Plus de Hong-Linh Truong (19)

QoA4ML – A Framework for Supporting Contracts in Machine Learning Services
QoA4ML – A Framework for Supporting Contracts in Machine Learning ServicesQoA4ML – A Framework for Supporting Contracts in Machine Learning Services
QoA4ML – A Framework for Supporting Contracts in Machine Learning Services
 
Sharing Blockchain Performance Knowledge for Edge Service Development
Sharing Blockchain Performance Knowledge for Edge Service DevelopmentSharing Blockchain Performance Knowledge for Edge Service Development
Sharing Blockchain Performance Knowledge for Edge Service Development
 
Measuring, Quantifying, & Predicting the Cost-Accuracy Tradeoff
Measuring, Quantifying, & Predicting the Cost-Accuracy TradeoffMeasuring, Quantifying, & Predicting the Cost-Accuracy Tradeoff
Measuring, Quantifying, & Predicting the Cost-Accuracy Tradeoff
 
DevOps for Dynamic Interoperability of IoT, Edge and Cloud Systems
DevOps for Dynamic Interoperability of IoT, Edge and Cloud SystemsDevOps for Dynamic Interoperability of IoT, Edge and Cloud Systems
DevOps for Dynamic Interoperability of IoT, Edge and Cloud Systems
 
Dynamic IoT data, protocol, and middleware interoperability with resource sli...
Dynamic IoT data, protocol, and middleware interoperability with resource sli...Dynamic IoT data, protocol, and middleware interoperability with resource sli...
Dynamic IoT data, protocol, and middleware interoperability with resource sli...
 
Enabling Edge Analytics of IoT Data: The Case of LoRaWAN
Enabling Edge Analytics of IoT Data: The Case of LoRaWANEnabling Edge Analytics of IoT Data: The Case of LoRaWAN
Enabling Edge Analytics of IoT Data: The Case of LoRaWAN
 
Analytics of Performance and Data Quality for Mobile Edge Cloud Applications
Analytics of Performance and Data Quality for Mobile Edge Cloud ApplicationsAnalytics of Performance and Data Quality for Mobile Edge Cloud Applications
Analytics of Performance and Data Quality for Mobile Edge Cloud Applications
 
Testing Uncertainty of Cyber-Physical Systems in IoT Cloud Infrastructures: C...
Testing Uncertainty of Cyber-Physical Systems in IoT Cloud Infrastructures: C...Testing Uncertainty of Cyber-Physical Systems in IoT Cloud Infrastructures: C...
Testing Uncertainty of Cyber-Physical Systems in IoT Cloud Infrastructures: C...
 
Deep Context-Awareness: Context Coupling and New Types of Context Information...
Deep Context-Awareness: Context Coupling and New Types of Context Information...Deep Context-Awareness: Context Coupling and New Types of Context Information...
Deep Context-Awareness: Context Coupling and New Types of Context Information...
 
Managing and Testing Ensembles of IoT, Network functions, and Clouds
Managing and Testing Ensembles of IoT, Network functions, and CloudsManaging and Testing Ensembles of IoT, Network functions, and Clouds
Managing and Testing Ensembles of IoT, Network functions, and Clouds
 
On Supporting Contract-aware IoT Dataspace Services
On Supporting Contract-aware IoT Dataspace ServicesOn Supporting Contract-aware IoT Dataspace Services
On Supporting Contract-aware IoT Dataspace Services
 
Governing Elastic IoT Cloud Systems under Uncertainties
Governing Elastic IoT Cloud Systems under UncertaintiesGoverning Elastic IoT Cloud Systems under Uncertainties
Governing Elastic IoT Cloud Systems under Uncertainties
 
On Developing and Operating of Data Elasticity Management Process
On Developing and Operating of Data Elasticity Management ProcessOn Developing and Operating of Data Elasticity Management Process
On Developing and Operating of Data Elasticity Management Process
 
TUWien - ASE Summer 2015: Engineering human-based services in elastic systems
TUWien - ASE Summer 2015: Engineering human-based services in elastic systemsTUWien - ASE Summer 2015: Engineering human-based services in elastic systems
TUWien - ASE Summer 2015: Engineering human-based services in elastic systems
 
TUW-ASE Summer 2015 - Quality of Result-aware data analytics
TUW-ASE Summer 2015 - Quality of Result-aware data analyticsTUW-ASE Summer 2015 - Quality of Result-aware data analytics
TUW-ASE Summer 2015 - Quality of Result-aware data analytics
 
TUW-ASE Summer 2015: Advanced service-based data analytics: Models, Elasticit...
TUW-ASE Summer 2015: Advanced service-based data analytics: Models, Elasticit...TUW-ASE Summer 2015: Advanced service-based data analytics: Models, Elasticit...
TUW-ASE Summer 2015: Advanced service-based data analytics: Models, Elasticit...
 
TUW-ASE Summer 2015: Data marketplaces: core models and concepts
TUW-ASE Summer 2015: Data marketplaces:  core models and conceptsTUW-ASE Summer 2015: Data marketplaces:  core models and concepts
TUW-ASE Summer 2015: Data marketplaces: core models and concepts
 
TUW-ASE Summer 2015: Data as a Service - Models and Data Concerns
TUW-ASE Summer 2015: Data as a Service - Models and Data ConcernsTUW-ASE Summer 2015: Data as a Service - Models and Data Concerns
TUW-ASE Summer 2015: Data as a Service - Models and Data Concerns
 
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
 

Dernier

Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024Janet Corral
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3JemimahLaneBuaron
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdfSoniaTolstoy
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfJayanti Pande
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...fonyou31
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfchloefrazer622
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 

Dernier (20)

Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdf
 
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 

ICSOC 2015 Panel: Service Engineering Analytics in the IoT Cloud Systems

  • 1. ICSOC 2015 Panel: Service Engineering Analytics in the IoT Cloud Systems Hong-Linh Truong Distributed Systems Group Vienna University of Technology truong@dsg.tuwien.ac.at http://dsg.tuwien.ac.at/staff/truong ICSOC 2015, 19 Nov, Goa, India 1
  • 2. IoT and Cloud Structures and Communities  IoT elements at the edge  Software sensors and actuators  Gateways: lightweighted hardware/software acting as intermediate nodes between sensors/actuators and back-end cloud services  Cloud services at the data centers  Software services and data: complex event processing, data services, data analytics, etc.  Connectivity  Network middleware and protocols  IoT cloud systems  Systems blending IoT elements and cloud services ICSOC 2015, 19 Nov, Goa, India 2
  • 3. Service computing view ICSOC 2015, 19 Nov, Goa, India 3 Large-scale and heterogeneous distributed systems of IoT Complex services from multiple providers provisioned in different data centers Elastic (Data/Analytics) Service (cost, resource, quality) Elastic (Data/Analytics) Service (cost, resource, quality) Hong Linh Truong, Schahram Dustdar: Programming Elasticity in the Cloud. IEEE Computer 48(3): 87-90 (2015) Hong Linh Truong, Schahram Dustdar: Programming Elasticity in the Cloud. IEEE Computer 48(3): 87-90 (2015)
  • 4.  Novel service models – application domains and business models  „Compositions“ of distributed data and analytics capabilities from IoT and clouds  Quality of results, smart data & service contract, elastic functionality  Novel service execution composition and management  Programming techniques for composition of IoT and cloud elements  Embracing uncertainties of machines, data, network, and humans  Service elasticity coordination of multiple IoT sites and big data centers  Intelligent management delegation algorithms  Dynamic context-aware compliance governance  Novel engineering analytics techniques and tools  Characterization of end-to-end metrics of services  Linked service information from multiple software layers in different phases in the development and operation  Deployment, control and analysis tools for multiple software layers in blending IoT and cloud systems ICSOC 2015, 19 Nov, Goa, India 4 Research focus