OOIR: Observatory of International Research

Papers

(The median citation count of AI EDAM-Artificial Intelligence for Engineering Design Analysis and Ma is 1. 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 2021-06-01 to 2025-06-01.)

Article	Citations
Stacking ensemble learning based material removal rate prediction model for CMP process of semiconductor wafer	19
Enabling multi-modal search for inspirational design stimuli using deep learning	17
inML Kit: empowering the prototyping of ML-enhanced products by involving designers in the ML lifecycle	15
Multiple aspects maintenance ontology-based intelligent maintenance optimization framework for safety-critical systems	14
Improved basic elements detection algorithm for bridge engineering design drawings based on YOLOv5	11
Potentials and challenges of analyzing use phase data in product planning of manufacturing companies	11
Gamification of design thinking: a way to enhance effectiveness of learning	10
Towards comprehensive digital evaluation of low-carbon machining process planning	9
Finite-element analysis case retrieval based on an ontology semantic tree	9
Breaking up data-enabled design: expanding and scaling up for the clinical context	8
Hybrid machine learning approach for accurate and expeditious 3D scanning to enhance rapid prototyping reliability in orthotics using RSM-RSMOGA-MOGANN	8
A semi-supervised anomaly detection approach for detecting mechanical failures	7
Adaptive hyperball Kriging method for efficient reliability analysis	7
Developing a data analytics toolbox for data-driven product planning: a review and survey methodology	6
Artificial intelligence methods for improving the inventive design process, application in lattice structure case study	6
Evaluating the learning and performance characteristics of self-organizing systems with different task features	5
Measuring ideation effectiveness in bioinspired design	5
ChatGPT as an inventor: eliciting the strengths and weaknesses of current large language models against humans in engineering design	5
Exploring the impact of set-based concurrent engineering through multi-agent system simulation	5
Data-enabled sketch search and retrieval for visual design stimuli generation	4
A stochastic topology optimization algorithm for improved fluid dynamics systems	4
Analyzing problem framing in design teams: a systems mapping approach	4
Remaining useful life prediction methods of equipment components based on deep learning for sustainable manufacturing: a literature review	4
Design of an intelligent simulator ANN and ANFIS model in the prediction of milling performance (QCE) of alloy 2017A	4
Extenics enhanced axiomatic design procedure for AI applications	4

Optimal configurations of Minimally Intelligent additive manufacturing machines for Makerspace production environments	4
Enhancing TRIZ through environment-based design methodology supported by a large language model	4
Comparative analysis of machine learning algorithms for predicting standard time in a manufacturing environment	4
Graph transformation in engineering design: an overview of the last decade	3
A knowledge transfer method for human-robot collaborative disassembly of end-of-life power batteries based on augmented reality	3
Stone masonry design automation via reinforcement learning	3
Towards the conceptual design of ML-enhanced products: the UX value framework and the CoMLUX design process	3
Graph models for engineering design: Model encoding, and fidelity evaluation based on dataset and other sources of knowledge	3
A method to explore strategies to communicate user experience through storyboards: an automotive design case study	3
Multidisciplinary concurrent optimization framework for multi-phase building design process	3
AIE volume 35 issue 3 Cover and Front matter	3
Automatic weld joint type recognition in intelligent welding using image features and machine learning algorithms	3
AI-driven design exploration: Utilizing brand logos as an inspiration source for architectural design	3
A hybrid particle swarm optimization and recurrent dynamic neural network for multi-performance optimization of hard turning operation	3
Topology-informed information dynamics modeling in cyber–physical–social system networks	2
Continuous cycles of data-enabled design: reimagining the IoT development process	2
Mapping artificial intelligence-based methods to engineering design stages: a focused literature review	2
Representations in design computing through 3-D deep generative models	2
Design without representation	2
Segmentation method of U-net sheet metal engineering drawing based on CBAM attention mechanism	2
The epsilon-knowledge: an emerging complement of Machlup's types of disciplinary knowledge	2
An evolutionary form design method based on aesthetic dimension selection and NSGA-II	2
Visualization and inquiry into mental content in design activity: a case study of design interpretation	2
Adopting “blackbox” engineering advice: the influence of imperfect suggestions during AI-assisted decision-making with multiple objectives	2
An ontology-based fault generation and fault propagation analysis approach for safety-critical computer systems at the design stage	2
An investigation into the cognitive, metacognitive, and spatial markers of creativity and efficiency in architectural design	2
Machine learning models for sequential motion recognition in human activity for logistics operations efficiency improvement	2
What shape grammars do that CAD should: the 14 cases of shape embedding	1
Evaluating large-language-model chatbots to engage communities in large-scale design projects	1
Dynamic semantic networks for exploration of creative thinking	1
Linear kitchen layout design via machine learning	1
Understanding the effects of hand design on embodiment in virtual reality	1
Parametric optimization of FDM using the ANN-based whale optimization algorithm	1
Uncovering hidden patterns of design ideation using hidden Markov modeling and neuroimaging	1
Intelligent product redesign strategy with ontology-based fine-grained sentiment analysis	1
Empathic creativity: can trait empathy predict creative concept generation and selection?	1
Automated generation of circulations within a floorplan	1
A comparative review on the role of stimuli in idea generation	1
Graph-based approach for enumerating floorplans based on users specifications	1
Tool life prediction via SMB-enabled monitor based on BPNN coupling algorithms for sustainable manufacturing	1
Free-text inspiration search for systematic bio-inspiration support of engineering design	1
A semantic similarity-based method to support the conversion from EXPRESS to OWL	1
Influencers in design teams: a computational framework to study their impact on idea generation	1
AIE volume 35 issue 3 Cover and Back matter	1
Design change prediction based on social media sentiment analysis	1