Pro2Future (98806)

Research output

Research output per year 2010 2019 2020 2021 2022 2024

• 63 Conference paper
• 27 Article
• 15 Poster
• 6 Paper
• 17 More
  • 5 Chapter
  • 2 Conference article
  • 2 Patent
  • 2 Master's Thesis
  • 1 Anthology
  • 1 Book
  • 1 Abstract
  • 1 Website / Web publication
  • 1 Other contribution
  • 1 Doctoral Thesis

Research output per year

Research output per year

Search results

• 2024

  A framework for static analysis and verification of low-level RTOS code

  Manjunath, V. & Baunach, M., Sept 2024, In: Journal of Systems Architecture. 154, 103220.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Worst-Case Execution Time Analysis 100%
  • Data Hazard 49%
  • Term Maintenance 49%

• Interpretability of Causal Discovery in Tracking Deterioration in a Highly Dynamic Process

  Choudhary, A., Vuković, M., Mutlu, B., Haslgrübler, M. & Kern, R., 8 Jun 2024, In: Sensors. 24, 12, 3728.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Multivariate Time Series 100%
  • Dynamic Process 100%
  • Interpretability 100%
  • Anomaly Detection 100%
  • Quality Control 100%

• Physiological workload assessment for highly flexible fine-motory assembly tasks using machine learning

  Brillinger, M., Manfredi, S., Leder, D., Bloder, M., Jäger, M., Diwold, K., Kajmakovic, A., Haslgrübler, M., Pichler, R., Brunner, M., Mehr, S. & Malisa, V., Feb 2024, In: Computers and Industrial Engineering. 188, 109859.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Machine Learning 100%
  • Learning System 100%
  • Random Decision Forest 100%
  • Machine Learning Algorithm 100%

• Visual Exploration and Analysis of Simulation and Testing Data in Motor Engineering

  Louis, P., Cibulski, L., Suschnigg, J., Marth, E., Mitterhofer, H., Kohlhammer, J., Schreck, T. & Mutlu, B., 2024, In: IEEE Computer Graphics and Applications. 44, 4, p. 113-125 13 p.

  Research output: Contribution to journal › Article › peer-review

  • Design Principle 100%
  • Test Line 33%
• 2023

  3D printing of supercooled liquids: Modeling and verification on sodium acetate trihydrate

  Brillinger, M., 25 Aug 2023, In: Additive Manufacturing. 76, 103766.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Three Dimensional Printing 100%
  • Sodium 100%
  • Deposition Method 50%
  • Integral Part 25%
  • Salt Hydrate 25%

• A Causality-Inspired Approach for Anomaly Detection in a Water Treatment Testbed

  Koutroulis, G., Mutlu, B. & Kern, R., Jan 2023, In: Sensors. 23, 1, 257.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Technology Infrastructure 100%
  • Unsupervised Anomaly Detection 100%
  • high speed network 100%
  • Public Internet 100%
  • Effective Functioning 100%

• Novel method to predict the energy consumption of machined parts in the design phase to attain sustainability goals

  Brillinger, M., Wuwer, M., Smajic, B., Abdul Hadi, M., Trabesinger, S., Oberegger, B. & Jäger, M., 8 Sept 2023, In: Journal of Manufacturing Processes. 101, p. 1046-1054 9 p.

  Research output: Contribution to journal › Article › peer-review

  • Product Designer 100%
• 2022

  Constructing robust health indicators from complex engineered systems via anticausal learning

  Koutroulis, G., Mutlu, B. & Kern, R., Aug 2022, In: Engineering Applications of Artificial Intelligence. 113, 104926.

  Research output: Contribution to journal › Article › peer-review

  • Monitoring Data 100%
  • Root-Mean-Square Error 100%
  • Time Series 100%
  • Heuristic Method 100%
  • Condition Monitoring 100%

• Degradation Detection in a Redundant Sensor Architecture

  Kajmakovic, A., Diwold, K., Römer, K., Pestana, J. & Kajtazovic, N., 1 Jun 2022, In: Sensors . 22, 12, 4649.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Behavior (Neuroscience) 100%
  • Dynamics 100%
  • Degradation Process 50%

• ManEx: The Visual Analysis of Measurements for the Assessment of Errors in Electrical Engines

  Eirich, J., Koutroulis, G., Mutlu, B., Jäckle, D., Kern, R., Schreck, T. & Bernard, J., 2022, In: IEEE Computer Graphics and Applications. 42, 2, p. 68-80 13 p.

  Research output: Contribution to journal › Article › peer-review

  • Visual Analytics 100%
  • Visual Analysis 100%
  • Analytics System 100%
  • Manufacturing Process 100%
  • Automotives 66%

• MEDEP: Maintenance Event Detection for Multivariate Time Series Based on the PELT Approach

  Gashi, M., Gursch, H., Hinterbichler, H., Pichler, S., Lindstaedt, S. & Thalmann, S., 1 Apr 2022, In: Sensors . 22, 8, 15 p., 2837.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Data Maintenance 100%
  • Condition Monitoring 100%
  • Sufficient Data 25%
  • Heuristic Method 25%

• Production Resource Flexibility Assessment: Case Studies in the Automotive Industry

  Moerth-Teo, O., Schlögl, G., Abdul-Hadi, M., Brillinger, M., Weinzerl, M. & Ramsauer, C., 2022, In: Management and Production Engineering Review. 13, 3, p. 20-29 10 p.

  Research output: Contribution to journal › Article › peer-review

• State-of-the-Art Explainability Methods with Focus on Visual Analytics Showcased by Glioma Classification

  Gashi, M., Vukovic, M., Jekic, N., Thalmann, S., Holzinger, A., Jean-Quartier, C. & Jeanquartier, F., 19 Jan 2022, In: BioMedInformatics. 2, 1, p. 139-158

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • State of the Art 100%
  • Artificial Intelligence 100%
  • Visual Analysis 50%
  • Decision Making 50%
  • Active Maintenance 50%

• Towards a Recommender System for In-Vehicle Antenna Placement in Harsh Propagation Environments

  Kraus, D., Diwold, K., Pestana, J., Priller, P. & Leitgeb, E., Sept 2022, In: Sensors. 22, 17, 6339.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Antenna 100%
  • Propagation Environment 100%
  • Electromagnetic Simulation 100%
  • Simulation Model 14%
  • Experimental Measurement 14%

• Towards Flexible and Cognitive Production—Addressing the Production Challenges

  Abdul Hadi, M., Kraus, D., Kajmakovic, A., Suschnigg, J., Guiza, O., Gashi, M., Sopidis, G., Vukovic, M., Milenković, K., Haslgruebler, M., Brillinger, M. & Diwold, K., Sept 2022, In: Applied Sciences. 12, 17, 24 p., 8696.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Cognitive Technology 100%
  • Case Study 100%
  • Machine Manufacturer 50%
  • Partner Company 33%
• 2021

  Dealing with missing usage data in defect prediction: A case study of a welding supplier

  Gashi, M., Ofner, P., Ennsbrunner, H. & Thalmann, S., Nov 2021, In: Computers in Industry. 132, 10 p., 103505.

  Research output: Contribution to journal › Article › peer-review

  • Contextual Data 100%
  • Location Data 50%
  • Data Services 50%
  • Service Department 50%
  • Frequent Patterns 50%

• Energy prediction for CNC machining with machine learning

  Brillinger, M., Wuwer, M., Abdul Hadi, M. & Haas, F., 2021, In: CIRP Journal of Manufacturing Science and Technology. 35, p. 715-723 9 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Energy Engineering 100%
  • Learning System 100%
  • Machining Strategy 100%
  • Analytical Model 33%
  • Renewable Energy Source 33%

• High-frequency machine datasets captured via Edge Device from Spinner U5-630 milling machine

  Abdul Hadi, M., Brillinger, M., Trabesinger, S. & Schmid, J., 3 Dec 2021, In: Data in Brief. 39, C, 5 p., 107670.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Data Processing 100%
  • Machining 100%
  • Milling Machine 100%
  • Data Part 50%

• KOMPOS: Connecting Causal Knots in Large Nonlinear Time Series with Non-Parametric Regression Splines

  Koutroulis, G., Happ Botler, L., Mutlu, B., Diwold, K., Römer, K. U. & Kern, R., 31 Oct 2021, In: ACM Transactions on Intelligent Systems and Technology. 12, 5, 3480971.

  Research output: Contribution to journal › Article › peer-review

  • Causal Relationship 100%
  • Interdisciplinary 100%

• Sustainable peak power smoothing and energy-efficient machining process thorough analysis of high-frequency data

  Abdul Hadi, M., Brillinger, M., Wuwer, M., Schmid, J., Trabesinger, S., Jäger, M. & Haas, F., 10 Oct 2021, In: Journal of Cleaner Production. 318, 11 p., 128548.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Machining 100%
  • Spindle Power 25%
  • Spindle Axis 25%
  • Carbon Dioxide 16%
  • Machining Strategy 12%

• Understanding the true effects of the COVID-19 lockdown on air pollution by means of machine learning

  Lovrić, M., Pavlović, K., Vuković, M., Grange, S. K., Haberl, M. & Kern, R., 1 Apr 2021, In: Environmental Pollution. 274, 30 p., 115900.

  Research output: Contribution to journal › Article › peer-review

  • Air Pollution 100%
  • COVID-19 Lockdown 100%
  • Machine Learning 100%
  • Learning System 100%
  • Air Quality 100%

• Visual Exploration of Anomalies in Cyclic Time Series Data with Matrix and Glyph Representations

  Suschnigg, J., Mutlu, B., Koutroulis, G., Sabol, V., Thalmann, S. & Schreck, T., 15 Nov 2021, In: Big Data Research. 26, p. 1 - 13 13 p., 100251.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Potential Anomaly 100%
  • Massive Datasets 100%
  • Analysis Report 100%
  • Machine to Machines 100%
  • Detected Anomaly 100%
• 2020

  Guide Me in Analysis: A Framework for Guidance Designers

  Ceneda, D., Andrienko, N., Andrienko, G., Gschwandtner, T., Miksch, S., Piccolotto, N., Schreck, T., Streit, M., Suschnigg, J. & Tominski, C., 2020, In: Computer Graphics Forum. 39, 6, p. 269-288 20 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Scenario Analysis 100%
  • Effective Support 100%
  • Guidance Approach 100%
  • Design Guidance 100%
• 2019

  Human/machine/roboter: technologies for cognitive processes

  Weichhart, G., Ferscha, A., Mutlu, B., Brillinger, M., Diwold, K., Lindstaedt, S., Schreck, T. & Mayr-Dorn, C., 1 Nov 2019, In: Elektrotechnik und Informationstechnik. 136, 7, p. 313-317 5 p.

  Research output: Contribution to journal › Article › peer-review

  • System of Systems 100%
  • Cognitive Approach 100%

• Neuartiges Verfahren für hohes Bauvolumen

  Brillinger, M., May 2019, In: Additive Fertigung. 2019, 2, p. 62-63 2 p.

  Research output: Contribution to journal › Article
• 2015

  Toward a Web of Systems

  Michahelles, F. & Mayer, S., 2015, In: XRDS - Crossroads, the ACM Magazine for Students. 22, 2, p. 62-67 6 p.

  Research output: Contribution to journal › Article
• 2014

  User Interfaces for Smart Things - A Generative Approach with Semantic Interaction Descriptions

  Mayer, S., Tschofen, A., Dey, A. K. & Mattern, F., 2014, In: ACM Transactions on Computer-Human Interaction.

  Research output: Contribution to journal › Article › peer-review