OOIR: Observatory of International Research

Papers

(The median citation count of AI EDAM-Artificial Intelligence for Engineering Design Analysis and Ma is 2. 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 2022-06-01 to 2026-06-01.)

Article	Citations
Stacking ensemble learning based material removal rate prediction model for CMP process of semiconductor wafer	25
Multiple aspects maintenance ontology-based intelligent maintenance optimization framework for safety-critical systems	24
Improved basic elements detection algorithm for bridge engineering design drawings based on YOLOv5	18
Finite-element analysis case retrieval based on an ontology semantic tree	13
Creation-as-transmission: a cognitive-based framework for cultural heritage learning through AI collaborative creation	12
Convolutional autoencoder for on-demand parametric inverse design of local resonator geometry in wind turbine metastructure targeting vibration control	12
CNN–NSDBO–EWTOPSIS: A hybrid multi-objective optimization approach for concrete mixture proportion design problem	12
Hybrid machine learning approach for accurate and expeditious 3D scanning to enhance rapid prototyping reliability in orthotics using RSM-RSMOGA-MOGANN	10
A semi-supervised anomaly detection approach for detecting mechanical failures	9
Managing combinatorial design challenges using flexibility and pathfinding algorithms	9
Developing a data analytics toolbox for data-driven product planning: a review and survey methodology	9
Sampling balanced high-quality data to train an automatic mesh generator	8
Measuring ideation effectiveness in bioinspired design	8
Analyzing problem framing in design teams: a systems mapping approach	7
Enhancing TRIZ through environment-based design methodology supported by a large language model	7
ChatGPT as an inventor: eliciting the strengths and weaknesses of current large language models against humans in engineering design	7
Design of an intelligent simulator ANN and ANFIS model in the prediction of milling performance (QCE) of alloy 2017A	7
Comparative analysis of machine learning algorithms for predicting standard time in a manufacturing environment	7
Exploring the impact of set-based concurrent engineering through multi-agent system simulation	7
Optimal configurations of Minimally Intelligent additive manufacturing machines for Makerspace production environments	6
Towards the conceptual design of ML-enhanced products: the UX value framework and the CoMLUX design process	6
Graph models for engineering design: Model encoding, and fidelity evaluation based on dataset and other sources of knowledge	6
Remaining useful life prediction methods of equipment components based on deep learning for sustainable manufacturing: a literature review	5
Graph transformation in engineering design: an overview of the last decade	5
Stone masonry design automation via reinforcement learning	5

The effects of generative AI model type and visual stimuli type on design creativity	5
Automatic weld joint type recognition in intelligent welding using image features and machine learning algorithms	5
Knowledge graph-assisted design-by-analogy: promoting product innovation through structured analogical knowledge retrieval	4
AI-driven design exploration: Utilizing brand logos as an inspiration source for architectural design	4
Adopting “blackbox” engineering advice: the influence of imperfect suggestions during AI-assisted decision-making with multiple objectives	4
Multidisciplinary concurrent optimization framework for multi-phase building design process	4
Segmentation method of U-net sheet metal engineering drawing based on CBAM attention mechanism	4
A knowledge transfer method for human-robot collaborative disassembly of end-of-life power batteries based on augmented reality	4
Dynamic workload reallocation for human–robot teams based on real-time stress analysis	3
Machine learning models for sequential motion recognition in human activity for logistics operations efficiency improvement	3
Evaluating the performance of large language models in taxonomic classification of questions in verbal protocols of design	3
Enhancing designer creativity through human–AI co-ideation: a co-creation framework for design ideation with custom GPT	3
Educational background’s impact on designers’ ideation: brain, behavior, and stress	3
Mapping artificial intelligence-based methods to engineering design stages: a focused literature review	3
Representations in design computing through 3-D deep generative models	3
Small target detection of surface defects on PCB boards: an improved YOLO method integrating attention mechanism and multi-scale feature focusing	3
Tool life prediction via SMB-enabled monitor based on BPNN coupling algorithms for sustainable manufacturing	2
Predictive maintenance in aircraft engine maintenance using the C-MAPSS dataset: performance comparison and evaluation of machine learning classification algorithms	2
Evaluating daylight performance of AI-generated housing plans via diffusion models and climate-based simulation	2
Automated generation of circulations within a floorplan	2
Uncovering hidden patterns of design ideation using hidden Markov modeling and neuroimaging	2
Dynamic semantic networks for exploration of creative thinking	2
Machine learning as an enabler for design automation in engineering-to-order industry	2
Free-text inspiration search for systematic bio-inspiration support of engineering design	2
Evaluating large-language-model chatbots to engage communities in large-scale design projects	2
A semantic similarity-based method to support the conversion from EXPRESS to OWL	2
Understanding the effects of hand design on embodiment in virtual reality	2