Dataset supporting the PhD Thesis "Inverse Design of Structural Colour Devices via Machine Learning"

Abstract

This dataset supports the University of Southampton Doctoral Thesis "Inverse Design of Structural Colour Devices via Machine Learning". The dataset includes the datasets used for the ANNs training, validation and test, and the raw data used to plot the figures in the PhD thesis. These datasets were collected via home developed python code, Lumerical FDTD solutions and experiments. The pkl files can be opened via the python pickle package. The csv and xlsx files can be viewed via Microsoft Excel. This dataset contains: 1. dataset_chapter_4.7z: including the datasets used in chapter 4 for ANN training, validation and test. 2. dataset_chapter_5.zip: including the datasets used in chapter 5 for ANN training, validation and test. 3. dataset_chapter_6.csv: including the datasets used in chapter 6 for ANN training, validation and test. 4. Spread_sheet.xlsx: including the raw data used in chapters 4 to 6 for plotting figures. The data was collected from Southampton UK; Changsha China. Licence: CC BY Related projects/Funders: International Exchange Scheme (IEC\NSFC\170193) between Royal Society (UK) and the National Natural Science Foundation of China (China) EPSRC (EP/N035437/1)

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