Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB

ML4CPS – Machine Learning for Cyber Physical Systems and Industry 4.0

The planned date of the ML4CPS conference on 23 and 24 October 2019 in Lemgo has been postponed for the time being.

As soon as a new date is known, it will be announced on the Fraunhofer IOSB event page.

 
The event will be dedicated to the topics of machine learning, industrial analytics and the use of machine learning (ML) in production.

 

Planned topics of the next ML4CPS conference

Cyber Physical Systems are characterized by their ability to adapt and to learn: They analyze their environment and, based on observations, they learn patterns, correlations and predictive models. Typical applications are condition monitoring, predictive maintenance, image processing and diagnosis.

Nowadays machines can learn und develop self maintaining procedures, meaning that those systems can provide a broad range of substantial improvements if introduced in production. Typical applications are condition monitoring, predictive maintenance, image processing and diagnosis.

The 5th Conference on Machine Learning for Cyber Physical Systems and Industry 4.0 - ML4CPS - addresses these topics.

 

Main topics of the conference are:

Machine Learning Methods – Deep Learning

  • Learning of automata and state-based systems
  • Time series prediction
  • Dimensionality reduction
  • Clustering, classification

Smart Data – Semantics and Meta Data

  • Description of Data for automatic model learning.
  • Usage of technologies like, OPCUA, AML, ontology learning,
    knowledge representation, information extraction

Machine Learning for Security

  • Intrusion Detection
  • Network Data Analysis
  • Log Analysis
  • Malware Detection
  • Cyber Attack Classification
  • Zero-Day Detection
  • Adversarial ML

Ehtics of Machine Learning

  • Legal usage of AI-based cyber physical systems
  • Planning of staff
  • Ethical questions on decisions for employees
  • Safe collaboration off humans and cyber physical systems
  • Legal developments in Germany, Europe and Worldwide.

Machine Learning in Robotics

  • Image Processing
  • Learning of new tasks
  • Collaboration, navigation and machine to robot interaction

Business Models for Machine Learning

  • Maintenance Services
  • Optimization assistance
  • New structures in development, platform services

Machine Learning on the Edge

  • Scalable Deep Learning services
  • Distributed modelling
  • Security through decentralized analysis
  • Decentralized deep learning
  • Machine learning for resource-constrained devices
  • Distributed optimization



The conference offers a forum to present new approaches to Machine Learning for Cyber Physical Systems, to discuss experiences and to develop visions. Therefore, the conference addresses researchers and users from different industry sectors such as production technology, automation, automotive and telecommunication.

Fraunhofer IOSB

open62541: Quelloffener, für Embedded-Systeme geeigneter OPC UA-Stack offiziell zertifiziert

Karlsruhe, 26.9.2019 - open62541 ist die einzige offene, durchgängig in C programmierte Implementierung von OPC UA, der Weltsprache der Maschine-zu-Maschine-Kommunikation. Damit ist die in wesentlichen Teilen am Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB in Karlsruhe entwickelte Software äußerst ressourcenschonend und läuft auf jeder Art von Hardware vom kleinen eingebetteten System bis zur großen Produktionsanlage. Nun hat open62541 das entscheidende Gütesiegel bekommen: Soeben gab die OPC Foundation die offizielle Zertifizierbarkeit von OPC UA-Servern auf Basisder Version 1.0 des offenen OPC UA-Stacks bekannt.

mehr lesen

»Die Vielschichtigkeit der Textilien ist spannend, meditativ und kreativ«

Karlsruhe, 4.9.2019 - Ein Stück Stoff vorn, eines hinten und eine Zwischenlage (»Batting«) in der Mitte: So lautet das Rezept jedes Quilts, dennoch fallen die Ergebnisse höchst unterschiedlich aus. Das können sich Kunstbegeisterte bei der feierlichen Ausstellungseröffnung »Quilts: Textile Arbeiten« der Patchworkgruppe Karlsruhe anschauen. Die Vernissage findet im Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB in Karlsruhe am 13. September 2019 um 18.00 Uhr statt.

Read more