OOIR: Observatory of International Research

Papers

(The TQCC of AI EDAM-Artificial Intelligence for Engineering Design Analysis and Ma is 5. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-12-01 to 2025-12-01.)

Article	Citations
inML Kit: empowering the prototyping of ML-enhanced products by involving designers in the ML lifecycle	22
Multiple aspects maintenance ontology-based intelligent maintenance optimization framework for safety-critical systems	22
Enabling multi-modal search for inspirational design stimuli using deep learning	16
Stacking ensemble learning based material removal rate prediction model for CMP process of semiconductor wafer	14
Improved basic elements detection algorithm for bridge engineering design drawings based on YOLOv5	14
Potentials and challenges of analyzing use phase data in product planning of manufacturing companies	12
Towards comprehensive digital evaluation of low-carbon machining process planning	11
Gamification of design thinking: a way to enhance effectiveness of learning	11
Finite-element analysis case retrieval based on an ontology semantic tree	11
CNN–NSDBO–EWTOPSIS: A hybrid multi-objective optimization approach for concrete mixture proportion design problem	11
Breaking up data-enabled design: expanding and scaling up for the clinical context	10
Hybrid machine learning approach for accurate and expeditious 3D scanning to enhance rapid prototyping reliability in orthotics using RSM-RSMOGA-MOGANN	10
Convolutional autoencoder for on-demand parametric inverse design of local resonator geometry in wind turbine metastructure targeting vibration control	10
A semi-supervised anomaly detection approach for detecting mechanical failures	8
Managing combinatorial design challenges using flexibility and pathfinding algorithms	8
Artificial intelligence methods for improving the inventive design process, application in lattice structure case study	7
Measuring ideation effectiveness in bioinspired design	7
Developing a data analytics toolbox for data-driven product planning: a review and survey methodology	7
Adaptive hyperball Kriging method for efficient reliability analysis	7
Analyzing problem framing in design teams: a systems mapping approach	6
Exploring the impact of set-based concurrent engineering through multi-agent system simulation	6
Enhancing TRIZ through environment-based design methodology supported by a large language model	6
Sampling balanced high-quality data to train an automatic mesh generator	6
Design of an intelligent simulator ANN and ANFIS model in the prediction of milling performance (QCE) of alloy 2017A	6
Extenics enhanced axiomatic design procedure for AI applications	5

Towards the conceptual design of ML-enhanced products: the UX value framework and the CoMLUX design process	5
A stochastic topology optimization algorithm for improved fluid dynamics systems	5
Remaining useful life prediction methods of equipment components based on deep learning for sustainable manufacturing: a literature review	5
ChatGPT as an inventor: eliciting the strengths and weaknesses of current large language models against humans in engineering design	5
Data-enabled sketch search and retrieval for visual design stimuli generation	5
Comparative analysis of machine learning algorithms for predicting standard time in a manufacturing environment	5