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 2021-08-01 to 2025-08-01.)

Article	Citations
Enabling multi-modal search for inspirational design stimuli using deep learning	20
Multiple aspects maintenance ontology-based intelligent maintenance optimization framework for safety-critical systems	18
inML Kit: empowering the prototyping of ML-enhanced products by involving designers in the ML lifecycle	16
Stacking ensemble learning based material removal rate prediction model for CMP process of semiconductor wafer	14
Potentials and challenges of analyzing use phase data in product planning of manufacturing companies	12
Improved basic elements detection algorithm for bridge engineering design drawings based on YOLOv5	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
Hybrid machine learning approach for accurate and expeditious 3D scanning to enhance rapid prototyping reliability in orthotics using RSM-RSMOGA-MOGANN	8
Breaking up data-enabled design: expanding and scaling up for the clinical context	8
Managing combinatorial design challenges using flexibility and pathfinding algorithms	8
A semi-supervised anomaly detection approach for detecting mechanical failures	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
Measuring ideation effectiveness in bioinspired design	6
Exploring the impact of set-based concurrent engineering through multi-agent system simulation	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	6
Analyzing problem framing in design teams: a systems mapping approach	5
ChatGPT as an inventor: eliciting the strengths and weaknesses of current large language models against humans in engineering design	5
Design of an intelligent simulator ANN and ANFIS model in the prediction of milling performance (QCE) of alloy 2017A	5
Enhancing TRIZ through environment-based design methodology supported by a large language model	5
Comparative analysis of machine learning algorithms for predicting standard time in a manufacturing environment	4
Data-enabled sketch search and retrieval for visual design stimuli generation	4

Remaining useful life prediction methods of equipment components based on deep learning for sustainable manufacturing: a literature review	4
Graph transformation in engineering design: an overview of the last decade	4
Graph models for engineering design: Model encoding, and fidelity evaluation based on dataset and other sources of knowledge	4
A hybrid particle swarm optimization and recurrent dynamic neural network for multi-performance optimization of hard turning operation	4
Towards the conceptual design of ML-enhanced products: the UX value framework and the CoMLUX design process	4
Multidisciplinary concurrent optimization framework for multi-phase building design process	4
Optimal configurations of Minimally Intelligent additive manufacturing machines for Makerspace production environments	4
Extenics enhanced axiomatic design procedure for AI applications	4
A stochastic topology optimization algorithm for improved fluid dynamics systems	4
AIE volume 35 issue 3 Cover and Front matter	4
A knowledge transfer method for human-robot collaborative disassembly of end-of-life power batteries based on augmented reality	4
Segmentation method of U-net sheet metal engineering drawing based on CBAM attention mechanism	3
Stone masonry design automation via reinforcement learning	3
A method to explore strategies to communicate user experience through storyboards: an automotive design case study	3
AI-driven design exploration: Utilizing brand logos as an inspiration source for architectural design	3
Adopting “blackbox” engineering advice: the influence of imperfect suggestions during AI-assisted decision-making with multiple objectives	3
Automatic weld joint type recognition in intelligent welding using image features and machine learning algorithms	3
Continuous cycles of data-enabled design: reimagining the IoT development process	2
An ontology-based fault generation and fault propagation analysis approach for safety-critical computer systems at the design stage	2
Design without representation	2
Dynamic workload reallocation for human–robot teams based on real-time stress analysis	2
An investigation into the cognitive, metacognitive, and spatial markers of creativity and efficiency in architectural design	2
Knowledge graph-assisted design-by-analogy: promoting product innovation through structured analogical knowledge retrieval	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
Machine learning models for sequential motion recognition in human activity for logistics operations efficiency improvement	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
Graph-based approach for enumerating floorplans based on users specifications	2
Free-text inspiration search for systematic bio-inspiration support of engineering design	1
What shape grammars do that CAD should: the 14 cases of shape embedding	1
A semantic similarity-based method to support the conversion from EXPRESS to OWL	1
Tool life prediction via SMB-enabled monitor based on BPNN coupling algorithms for sustainable manufacturing	1
Machine learning as an enabler for design automation in engineering-to-order industry	1
AIE volume 35 issue 3 Cover and Back matter	1
A deep learning-based approach to extraction of filler morphology in SEM images with the application of automated quality inspection	1
Design change prediction based on social media sentiment analysis	1
Uncovering hidden patterns of design ideation using hidden Markov modeling and neuroimaging	1
Dynamic semantic networks for exploration of creative thinking	1
Empathic creativity: can trait empathy predict creative concept generation and selection?	1
A comparative review on the role of stimuli in idea generation	1
Automated generation of circulations within a floorplan	1
Machine learning model to predict tensile properties of annealed Ti6Al4V parts prepared by selective laser melting	1
Linear kitchen layout design via machine learning	1
Evaluating large-language-model chatbots to engage communities in large-scale design projects	1
Parametric optimization of FDM using the ANN-based whale optimization algorithm	1
Influencers in design teams: a computational framework to study their impact on idea generation	1
Evaluating daylight performance of AI-generated housing plans via diffusion models and climate-based simulation	1
Understanding the effects of hand design on embodiment in virtual reality	1

AIEDAM thematic collection: a perspective on data-enabled design – design meet data science