Research output per year
Research output per year
Personal profile
Research Focus
PhD
Application of Deep Learning for the Automation of CAD to Analysis Pre-Processing Tasks
Aim
To investigate and implement the use of deep learning methodologies to automate the pre-processing tasks for preparing a CAD model to be analysed.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Evolving novel gene regulatory networks for structural engineering designs
Dubey, R., Hickenbotham, S., Colligan, A., Friel, I., Buchanan, E., Price, M. & Tyrrell, A. M., 15 Aug 2024, (Early online date) In: Artificial Life.Research output: Contribution to journal › Article › peer-review
Open AccessFile57 Downloads (Pure) -
Investigation of starting conditions in generative processes for the design of engineering structures
Buchanan, E., Dubey, R., Hickinbotham, S., Friel, I., Colligan, A., Price, M. & Tyrrell, A. M., 01 Jan 2024, Proceedings of the IEEE Symposium Series on Computational Intelligence, SSCI 2023. Institute of Electrical and Electronics Engineers Inc., p. 1078-1083 (IEEE Symposium Series on Computational Intelligence: Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile2 Citations (Scopus)34 Downloads (Pure) -
Theory of evolutionary systems engineering
Hickinbotham, S., Dubey, R., Buchanan, E., Friel, I., Colligan, A., Price, M. & Tyrrell, A. M., 01 Jan 2024, 2023 IEEE Symposium Series on Computational Intelligence (SSCI): Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1084-1089 6 p. (IEEE Symposium Series on Computational Intelligence (SSCI)).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Citation (Scopus) -
A bio-inspired evolution-development method for modelling and optimisation of buffer allocation in unreliable serial production line
Zhao, Z., Goodall, P., West, A., Colligan, A., Friel, I., Hickinbotham, S., Price, M. & Jin, Y., 31 May 2023, 3rd International Conference on Mechanical, Aerospace and Automotive Engineering (CMAAE 2023): Proceedings. Institution of Engineering and Technology (IET), 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Evolving design modifiers
Hickinbotham, S., Dubey, R., Friel, I., Colligan, A., Price, M. & Tyrrell, A., 30 Jan 2023, Proceedings of the 2022 IEEE Symposium Series on Computational Intelligence (SSCI). Ishibuchi, H., Kwoh, C.-K., Tan, A.-H., Srinivasan, D., Miao, C., Trivedi, A. & Crockett, K. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1052-1058 7 p. (Proceedings of the IEEE Symposium Series on Computational Intelligence (SSCI)).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile6 Citations (Scopus)43 Downloads (Pure)
Datasets
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Hierarchical-CADNet neural network code
Colligan, A. (Creator), Queen's University Belfast, May 2022
https://gitlab.com/qub_femg/machine-learning/hierarchical-cadnet
Dataset
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Hierarchical B-Rep graph code
Colligan, A. (Creator), Queen's University Belfast, May 2022
https://gitlab.com/qub_femg/machine-learning/hierarchical-brep-graphs
Dataset
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MFCAD++ Dataset. Dataset for paper: "Hierarchical CADNet: Learning from B-Reps for Machining Feature Recognition, Computer-Aided Design"
Colligan, A. (Creator), Robinson, T. T. (Creator), Nolan, D. (Creator) & Hua, Y. (Creator), Queen's University Belfast, 12 Feb 2022
DOI: 10.17034/d1fec5a0-8c10-4630-b02e-b92dc81df823
Dataset
File
Activities
- 1 Oral presentation
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CAD Conference Presentation: Point Cloud Dataset Creation for Machine Learning on CAD Models
Colligan, A. (Speaker)
08 Jul 2020Activity: Talk or presentation types › Oral presentation
Thesis
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Deep learning for boundary representation CAD models
Colligan, A. (Author), Nolan, D. (Supervisor), Hua, Y. (Supervisor) & Robinson, T. (Supervisor), Jul 2022Student thesis: Doctoral Thesis › Doctor of Philosophy
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