Search Results - "Diedrich, Alexander"
-
1
On Residual-based Diagnosis of Physical Systems
Published in Engineering applications of artificial intelligence (01-03-2022)“…In this article we describe a novel diagnosis methodology for physical systems such as industrial production systems. The article consists of two parts: Part…”
Get full text
Journal Article -
2
Solving industrial fault diagnosis problems with quantum computers
Published in Quantum machine intelligence (01-12-2024)“…In this article, we investigate in how far quantum computers can be leveraged to solve NP-complete fault diagnosis problems within the area of industrial…”
Get full text
Journal Article -
3
Using Ontologies to Create Logical System Descriptions for Fault Diagnosis
Published in 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA) (10-09-2024)“…With the increasing complexity of highly automated cyber-physical systems (CPS), monitoring their behavior has become crucial. Failures in these systems can be…”
Get full text
Conference Proceeding -
4
Extracting Knowledge using Machine Learning for Anomaly Detection and Root-Cause Diagnosis
Published in 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA) (10-09-2024)“…Root-cause diagnosis techniques, such as consistency-based and abductive diagnosis, offer essential support in explaining symptoms in a cyber-physical system…”
Get full text
Conference Proceeding -
5
Using Modular Neural Networks for Anomaly Detection in Cyber-Physical Systems
Published in 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA) (10-09-2024)“…Autonomously detecting anomalous behavior based on system observations is a fundamental task for Cyber-Physical Systems (CPS). Due to the high system…”
Get full text
Conference Proceeding -
6
An Ensemble of Benchmarks for the Evaluation of AI Methods for Fault Handling in CPPS
Published in 2021 IEEE 19th International Conference on Industrial Informatics (INDIN) (21-07-2021)“…AI methods for fault handling in Cyber-Physical Production Systems (CPPS) such as production plants and tank systems are an emerging research topic. In the…”
Get full text
Conference Proceeding -
7
An AI benchmark for Diagnosis, Reconfiguration & Planning
Published in 2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA) (06-09-2022)“…To improve the autonomy of Cyber-Physical Production Systems (CPPS), a growing number of approaches in Artificial Intelligence (AI) is developed. However,…”
Get full text
Conference Proceeding -
8
Integrating semantics for diagnosis of manufacturing systems
Published in 2016 IEEE 21st International Conference on Emerging Technologies and Factory Automation (ETFA) (01-09-2016)“…Trends in novel manufacturing systems lead to an increased level of data availability and smart usage of these data. Nowadays, many approaches are available to…”
Get full text
Conference Proceeding -
9
ServiceNavigator - A Bayesian Assistance System for Diagnosing Industrial Production Systems
Published in 2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS) (24-05-2022)“…Service technicians servicing machines in small-and medium-sized enterprises face the challenge to diagnose machines with increasing complexity in less time…”
Get full text
Conference Proceeding -
10
Discret2Di -- Deep Learning based Discretization for Model-based Diagnosis
Published 06-11-2023“…Consistency-based diagnosis is an established approach to diagnose technical applications, but suffers from significant modeling efforts, especially for…”
Get full text
Journal Article -
11
AAAI Workshop on AI Planning for Cyber-Physical Systems -- CAIPI24
Published 08-10-2024“…The workshop 'AI-based Planning for Cyber-Physical Systems', which took place on February 26, 2024, as part of the 38th Annual AAAI Conference on Artificial…”
Get full text
Journal Article -
12
Generating Causal Hypotheses for Explaining Black-Box Industrial Processes
Published in 2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS) (24-05-2022)“…Industrial processes nowadays are complex net-works of various modules. Due to their complexity, the processes are black-boxes, i.e. dependencies between input…”
Get full text
Conference Proceeding -
13
A Generic DigitalTwin Model for Artificial Intelligence Applications
Published in 2021 4th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS) (10-05-2021)“…Services for Cyber-Physical Systems based on Artificial Intelligence and Machine Learning require a virtual representation of the physical. To reduce modeling…”
Get full text
Conference Proceeding -
14
Diagnosis driven Anomaly Detection for CPS
Published 27-11-2023“…In Cyber-Physical Systems (CPS) research, anomaly detection (detecting abnormal behavior) and diagnosis (identifying the underlying root cause) are often…”
Get full text
Journal Article -
15
The DigitalTwin from an Artificial Intelligence Perspective
Published 27-10-2020“…Services for Cyber-Physical Systems based on Artificial Intelligence and Machine Learning require a virtual representation of the physical. To reduce modeling…”
Get full text
Journal Article -
16
Readiness of Quantum Optimization Machines for Industrial Applications
Published 02-07-2019“…Phys. Rev. Applied 12, 014004 (2019) There have been multiple attempts to demonstrate that quantum annealing and, in particular, quantum annealing on quantum…”
Get full text
Journal Article