Ying Liu

Orcid: 0000-0001-9319-5940

Affiliations:
  • Cardiff University, Institute of Mechanical and Manufacturing Engineering, UK
  • National University of Singapore, Mechanical Engineering, Singapore (former)
  • Hong Kong Polytechnic University, Department of Industrial and Systems Engineering, Hong Kong (former)


According to our database1, Ying Liu authored at least 98 papers between 2005 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2025
A multi-scale graph pyramid attention network with knowledge distillation towards edge computing robotic fault diagnosis.
Expert Syst. Appl., 2025

2024
A knowledge graph-supported information fusion approach for multi-faceted conceptual modelling.
Inf. Fusion, January, 2024

Compact convolutional transformers- generative adversarial network for compound fault diagnosis of industrial robot.
Eng. Appl. Artif. Intell., 2024

Human Digital Twin for Real-Time Physical Fatigue Estimation in Human-Robot Collaboration.
Proceedings of the IEEE International Conference on Industrial Technology, 2024

2023
Harnessing Multi-Domain Knowledge for User-Centric Product Conceptual Design.
J. Comput. Inf. Sci. Eng., December, 2023

Task-driven data fusion for additive manufacturing: Framework, approaches, and case studies.
J. Ind. Inf. Integr., August, 2023

Process bottlenecks identification and its root cause analysis using fusion-based clustering and knowledge graph.
Adv. Eng. Informatics, January, 2023

A smart conflict resolution model using multi-layer knowledge graph for conceptual design.
Adv. Eng. Informatics, January, 2023

Reinforcement learning-based distant supervision relation extraction for fault diagnosis knowledge graph construction under industry 4.0.
Adv. Eng. Informatics, January, 2023

A hybrid model compression approach via knowledge distillation for predicting energy consumption in additive manufacturing.
Int. J. Prod. Res., 2023

Improving automotive garage operations by categorical forecasts using a large number of variables.
Eur. J. Oper. Res., 2023

A Novel approach using WGAN-GP and Conditional WGAN-GP for Generating Artificial Thermal Images of Induction Motor Faults.
Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 27th International Conference KES-2023, 2023

Constructing Industrial Knowledge Graph Through Ontology and Link Prediction.
Proceedings of the 19th IEEE International Conference on Automation Science and Engineering, 2023

2022
An Energy Data-Driven Approach for Operating Status Recognition of Machine Tools Based on Deep Learning.
Sensors, 2022

Prediction of Remaining Useful Life Using Fused Deep Learning Models: A Case Study of Turbofan Engines.
J. Comput. Inf. Sci. Eng., 2022

A Data-Driven Approach for Integrating Hedonic Quality and Pragmatic Quality in User Experience Modeling.
J. Comput. Inf. Sci. Eng., 2022

A Knowledge-Based Approach Toward Representation and Archiving of Aesthetic Information for Product Conceptual Design.
J. Comput. Inf. Sci. Eng., 2022

Recent advances of AI for engineering service and maintenance.
Auton. Intell. Syst., 2022

A quantitative aesthetic measurement method for product appearance design.
Adv. Eng. Informatics, 2022

From human-human collaboration to human-robot collaboration: automated generation of assembly task knowledge model.
Proceedings of the 27th International Conference on Automation and Computing, 2022

Understanding Context of Use from Online Customer Reviews using BERT.
Proceedings of the 18th IEEE International Conference on Automation Science and Engineering, 2022

A Convolutional Neural Network with Equal-Resolution Enhancement and Gradual Attention of Features for Tiny Target Detection.
Proceedings of the 18th IEEE International Conference on Automation Science and Engineering, 2022

2021
An integrated deep learning-based approach for automobile maintenance prediction with GIS data.
Reliab. Eng. Syst. Saf., 2021

Multi-faceted modelling for strip breakage in cold rolling using machine learning.
Int. J. Prod. Res., 2021

Evaluation System and Correlation Analysis for Determining the Performance of a Semiconductor Manufacturing System.
Complex Syst. Model. Simul., 2021

Industrial Internet of Learning (IIoL): IIoT based pervasive knowledge network for LPWAN - concept, framework and case studies.
CCF Trans. Pervasive Comput. Interact., 2021

Smart designing of smart systems.
Artif. Intell. Eng. Des. Anal. Manuf., 2021

Supporting resilient conceptual design using functional decomposition and conflict resolution.
Adv. Eng. Informatics, 2021

A Large-Scale Benchmark for Food Image Segmentation.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Advances of Digital Twins for Predictive Maintenance.
Proceedings of the 3rd International Conference on Industry 4.0 and Smart Manufacturing (ISM 2022), Virtual Event / Upper Austria University of Applied Sciences - Hagenberg Campus, 2021

Exploiting Knowledge Graph for Multi-faceted Conceptual Modelling using GCN.
Proceedings of the 3rd International Conference on Industry 4.0 and Smart Manufacturing (ISM 2022), Virtual Event / Upper Austria University of Applied Sciences - Hagenberg Campus, 2021

Sliding Window Filter Based Strip Breakage Modelling for Failure Prediction.
Proceedings of the 17th IEEE International Conference on Automation Science and Engineering, 2021

2020
Improving Human-Robot Interaction Utilizing Learning and Intelligence: A Human Factors-Based Approach.
IEEE Trans Autom. Sci. Eng., 2020

Cloud-based big data analytics for customer insight-driven design innovation in SMEs.
Int. J. Inf. Manag., 2020

An integrated decision-making method for selecting machine tool guideways considering remanufacturability.
Int. J. Comput. Integr. Manuf., 2020

Predictive maintenance using cox proportional hazard deep learning.
Adv. Eng. Informatics, 2020

A Hybrid Machine Learning Approach for Energy Consumption Prediction in Additive Manufacturing.
Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

Feature-level Data Fusion for Energy Consumption Analytics in Additive Manufacturing.
Proceedings of the 16th IEEE International Conference on Automation Science and Engineering, 2020

A Multi-source Feature-level Fusion Approach for Predicting Strip Breakage in Cold Rolling.
Proceedings of the 16th IEEE International Conference on Automation Science and Engineering, 2020

Automobile Maintenance Modelling Using gcForest.
Proceedings of the 16th IEEE International Conference on Automation Science and Engineering, 2020

2019
Integrating Topic, Sentiment, and Syntax for Modeling Online Reviews: A Topic Model Approach.
J. Comput. Inf. Sci. Eng., 2019

Review on Recent Advances in Information Mining From Big Consumer Opinion Data for Product Design.
J. Comput. Inf. Sci. Eng., 2019

The boomerang returns? Accounting for the impact of uncertainties on the dynamics of remanufacturing systems.
Int. J. Prod. Res., 2019

Exploiting user experience from online customer reviews for product design.
Int. J. Inf. Manag., 2019

Energy consumption modelling using deep learning embedded semi-supervised learning.
Comput. Ind. Eng., 2019

Strip Snap Analytics in Cold Rolling Process Using Machine Learning.
Proceedings of the 15th IEEE International Conference on Automation Science and Engineering, 2019

2018
Extracting topic-sensitive content from textual documents - A hybrid topic model approach.
Eng. Appl. Artif. Intell., 2018

Multi-source data analytics for AM energy consumption prediction.
Adv. Eng. Informatics, 2018

Sentiment Analysis by Capsules.
Proceedings of the 2018 World Wide Web Conference on World Wide Web, 2018

2017
Organizational Capability: Skills Related to Organizational Knowledge.
J. Integr. Des. Process. Sci., 2017

Automatic Discovery of Design Task Structure Using Deep Belief Nets.
J. Comput. Inf. Sci. Eng., 2017

Data analytics for energy consumption of digital manufacturing systems using Internet of Things method.
Proceedings of the 13th IEEE Conference on Automation Science and Engineering, 2017

2016
Engineering design informatics.
Artif. Intell. Eng. Des. Anal. Manuf., 2016

Enhanced SPARQL-based design rationale retrieval.
Artif. Intell. Eng. Des. Anal. Manuf., 2016

A formal functional representation methodology for conceptual design of material-flow processing devices.
Artif. Intell. Eng. Des. Anal. Manuf., 2016

2015
PubMed-supported clinical term weighting approach for improving inter-patient similarity measure in diagnosis prediction.
BMC Medical Informatics Decis. Mak., 2015

Translating online customer opinions into engineering characteristics in QFD: A probabilistic language analysis approach.
Eng. Appl. Artif. Intell., 2015

Rough set and PSO-based ANFIS approaches to modeling customer satisfaction for affective product design.
Adv. Eng. Informatics, 2015

2013
Identifying helpful online reviews: A product designer's perspective.
Comput. Aided Des., 2013

Searching in Cooperative Patent Classification: Comparison between keyword and concept-based search.
Adv. Eng. Informatics, 2013

2012
Editorial for the special issue of service computing and service oriented enterprise systems in design, manufacturing and supply chain.
J. Intell. Manuf., 2012

Advances in intelligent grid and cloud computing.
Inf. Syst. Frontiers, 2012

Workflow simulation for operational decision support using event graph through process mining.
Decis. Support Syst., 2012

Learning the "Whys": Discovering design rationale using text mining - An algorithm perspective.
Comput. Aided Des., 2012

Product characteristic weighting for designer from online reviews: an ordinal classification approach.
Proceedings of the 2012 Joint EDBT/ICDT Workshops, Berlin, Germany, March 30, 2012, 2012

2011
Multidocument Summarization of Engineering Papers Based on Macro- and Microstructure.
J. Comput. Inf. Sci. Eng., 2011

Opinion comparison between internet forums and customer reviews.
Int. J. Comput. Appl. Technol., 2011

Web classification of conceptual entities using co-training.
Expert Syst. Appl., 2011

A SNOMED supported ontological vector model for subclinical disorder detection using EHR similarity.
Eng. Appl. Artif. Intell., 2011

Editorial for the special issue of information mining and retrieval in design.
Adv. Eng. Informatics, 2011

A methodology for building a semantically annotated multi-faceted ontology for product family modelling.
Adv. Eng. Informatics, 2011

2010
A New Design Rationale Representation Model for Rationale Mining.
J. Comput. Inf. Sci. Eng., 2010

Multi-facet product information search and retrieval using semantically annotated product family ontology.
Inf. Process. Manag., 2010

A Novel Approach of Process Mining with Event Graph.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2010

How to interpret the helpfulness of online product reviews: bridging the needs between customers and designers.
Proceedings of the 2nd International Workshop on Search and Mining User-Generated Contents, 2010

Designing graphical interfaces for design rationale search & retrieval.
Proceedings of the 28th International Conference on Human Factors in Computing Systems, 2010

2009
From Faceted Classification to Knowledge Discovery of Semi-structured Text Records.
Proceedings of the Foundations of Computational Intelligence - Volume 6: Data Mining, 2009

Editorial for the special issue of knowledge discovery and management in engineering design and manufacturing.
J. Intell. Manuf., 2009

Automating object-oriented integration and visualization of multidisciplinary biomedical data in radiology workflow: Compartmental PACS model.
Inf. Syst. Frontiers, 2009

Editorial for the special issue of knowledge discovery and management in biomedical information systems.
Inf. Syst. Frontiers, 2009

On macro- and micro-level information in multiple documents and its influence on summarization.
Int. J. Inf. Manag., 2009

Gather customer concerns from online product reviews - A text summarization approach.
Expert Syst. Appl., 2009

Imbalanced text classification: A term weighting approach.
Expert Syst. Appl., 2009

False positive reduction in urinary particle recognition.
Expert Syst. Appl., 2009

On strategies for imbalanced text classification using SVM: A comparative study.
Decis. Support Syst., 2009

A Strategy for SPN Detection Based on Biomimetic Pattern Recognition and Knowledge-Based Features.
Proceedings of the Next-Generation Applied Intelligence, 2009

What makes categories difficult to classify?: a study on predicting classification performance for categories.
Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

A design rationale representation model using patent documents.
Proceedings of the 2nd International Workshop on Patent Information Retrieval, 2009

2008
DICOM-Based Multidisciplinary Platform for Clinical Decision Support: Needs and Direction.
Proceedings of the Advances of Computational Intelligence in Industrial Systems, 2008

2007
Automatic Summarization of Online Customer Reviews.
Proceedings of the WEBIST 2007, 2007

Summarizing Online Customer Reviews Automatically Based on Topical Structure.
Proceedings of the Web Information Systems and Technologies, 2007

Corpus Building for Corporate Knowledge Discovery and Management: A Case Study of Manufacturing.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2007

A Simple Probability Based Term Weighting Scheme for Automated Text Classification.
Proceedings of the New Trends in Applied Artificial Intelligence, 2007

Automatic Text Summarization in Engineering Information Management.
Proceedings of the Asian Digital Libraries. Looking Back 10 Years and Forging New Frontiers, 2007

Blog Classification Using Tags: An Empirical Study.
Proceedings of the Asian Digital Libraries. Looking Back 10 Years and Forging New Frontiers, 2007

2006
The role of cultural diversity and leadership in computer-supported collaborative learning: a content analysis.
Inf. Softw. Technol., 2006

Topic Detection Using MFSs.
Proceedings of the Advances in Applied Artificial Intelligence, 2006

2005
Comparison of Extreme Learning Machine with Support Vector Machine for Text Classification.
Proceedings of the Innovations in Applied Artificial Intelligence, 2005


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