Search Results - "Woolway, M"
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ParDen: Surrogate Assisted Hyper-Parameter Optimisation for Portfolio Selection
Published in 2021 8th International Conference on Soft Computing & Machine Intelligence (ISCMI) (26-11-2021)“…Portfolio optimisation is a multi-objective optimisation problem (MOP), where an investor aims to optimise the conflicting criteria of maximising a portfolio's…”
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Conference Proceeding -
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Unique Animal Identification using Deep Transfer Learning For Data Fusion in Siamese Networks
Published in 2020 IEEE 23rd International Conference on Information Fusion (FUSION) (01-07-2020)“…The unique automated identification of animals of various species is a pressing challenge ecologically, environmentally and economically. A broader question…”
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Conference Proceeding -
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Extended Surrogate Assisted Continuous Process Optimisation
Published in 2020 7th International Conference on Soft Computing & Machine Intelligence (ISCMI) (14-11-2020)“…Chemical plant design and optimisation have proven to be challenging due to the uncertainty in real-world systems. Research to date has mostly assumed that the…”
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Conference Proceeding -
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Data-Driven Evolutionary Optimisation for the design parameters of a Chemical Process: A Case Study
Published in 2020 IEEE 23rd International Conference on Information Fusion (FUSION) (01-07-2020)“…A significant challenge faced within the field of chemical plant design and optimisation is the uncertainty in the reaction parameter, indeterminate component…”
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Conference Proceeding -
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Makespan Minimisation for Multipurpose Batch Plants Using Metaheuristic Approaches
Published in 2020 7th International Conference on Soft Computing & Machine Intelligence (ISCMI) (14-11-2020)“…Current literature involving metaheuristic approaches towards the scheduling of multipurpose batch plants has been limited to objectives which maximise profit…”
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Conference Proceeding -
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On the Computational Performance of IBM Quantum Devices Applied to Combinatorial Optimisation Problems
Published in 2020 7th International Conference on Soft Computing & Machine Intelligence (ISCMI) (14-11-2020)“…The prevalence of \mathcal{NP}-Hard Combinatorial Optimisation Problems (COP) requires a continuous search for powerful heuristic techniques to efficiently…”
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Conference Proceeding -
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Comparing Generalisation Using Crowd-Sourced vs Expert Labels for Galaxies Classification
Published in 2020 7th International Conference on Soft Computing & Machine Intelligence (ISCMI) (14-11-2020)“…Increasingly large amounts of data are available to astronomers. The Sloan Digital Sky Survey notes that manually classifying all captured galaxies would be an…”
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Conference Proceeding -
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Comparative Metaheuristic Performance for the Scheduling of Multipurpose Batch Plants
Published in 2019 6th International Conference on Soft Computing & Machine Intelligence (ISCMI) (01-11-2019)“…Two recent publications by Woolway et al. (2018, 2019) [1], [2] proposed a novel metaheuristic framework to optimise the scheduling of Multipurpose Batch…”
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Conference Proceeding -
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A rules-based and Transfer Learning approach for deriving the Hubble type of a galaxy from the Galaxy Zoo data
Published in 2020 IEEE 23rd International Conference on Information Fusion (FUSION) (01-07-2020)“…The Galaxy Zoo project is a crowd-sourced astronomy galaxy classification endeavour whose results can have significant benefits to astronomers. The project has…”
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Conference Proceeding