antenna design

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

artificial intelligence

Thomas, Ann Mary, Dey, Maitreyee and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2026) TAL-Net: a temporal attention LSTM framework for urban electricity and emissions forecasting in the U.S. npj Urban Sustainability. ISSN 2661-8001 (Online) (In Press) (doi:10.1038/s42949-026-00424-y)

biological specimens

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

biomedical radar

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

bistatic radar

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

brain imaging

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

building energy

Dey, Maitreyee, Patel, Preeti and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2025) A data-centric approach to terminal unit’s fault categorization and optimal positioning in building HVAC systems using ensemble learning. Discover Data, 3 (17). ISSN 2731-6955 (doi:10.1007/s44248-025-00039-1)

CO₂ emissions forecasting

Thomas, Ann Mary, Dey, Maitreyee and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2026) TAL-Net: a temporal attention LSTM framework for urban electricity and emissions forecasting in the U.S. npj Urban Sustainability. ISSN 2661-8001 (Online) (In Press) (doi:10.1038/s42949-026-00424-y)

deep learning

Thomas, Ann Mary, Dey, Maitreyee and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2026) TAL-Net: a temporal attention LSTM framework for urban electricity and emissions forecasting in the U.S. npj Urban Sustainability. ISSN 2661-8001 (Online) (In Press) (doi:10.1038/s42949-026-00424-y)

detrended fluctuation analysis

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 and Dey, Maitreyee ORCID: https://orcid.org/0000-0002-6862-7032 (2025) Detrended fluctuation analysis of gait cycles: a study of neuromuscular and ground force dynamics. Sensors, 25 (13):4122. ISSN 1424-8220 (Online) (doi:10.3390/s25134122)

electricity demand forecasting

Thomas, Ann Mary, Dey, Maitreyee and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2026) TAL-Net: a temporal attention LSTM framework for urban electricity and emissions forecasting in the U.S. npj Urban Sustainability. ISSN 2661-8001 (Online) (In Press) (doi:10.1038/s42949-026-00424-y)

electromagnetic sensing

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

electromyography

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 and Dey, Maitreyee ORCID: https://orcid.org/0000-0002-6862-7032 (2025) Detrended fluctuation analysis of gait cycles: a study of neuromuscular and ground force dynamics. Sensors, 25 (13):4122. ISSN 1424-8220 (Online) (doi:10.3390/s25134122)

ensemble learning

Dey, Maitreyee, Patel, Preeti and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2025) A data-centric approach to terminal unit’s fault categorization and optimal positioning in building HVAC systems using ensemble learning. Discover Data, 3 (17). ISSN 2731-6955 (doi:10.1007/s44248-025-00039-1)

fault categorisation

Dey, Maitreyee, Patel, Preeti and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2025) A data-centric approach to terminal unit’s fault categorization and optimal positioning in building HVAC systems using ensemble learning. Discover Data, 3 (17). ISSN 2731-6955 (doi:10.1007/s44248-025-00039-1)

force-sensitive resistor

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 and Dey, Maitreyee ORCID: https://orcid.org/0000-0002-6862-7032 (2025) Detrended fluctuation analysis of gait cycles: a study of neuromuscular and ground force dynamics. Sensors, 25 (13):4122. ISSN 1424-8220 (Online) (doi:10.3390/s25134122)

human activity monitoring

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 and Dey, Maitreyee ORCID: https://orcid.org/0000-0002-6862-7032 (2025) Detrended fluctuation analysis of gait cycles: a study of neuromuscular and ground force dynamics. Sensors, 25 (13):4122. ISSN 1424-8220 (Online) (doi:10.3390/s25134122)

human gait

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 and Dey, Maitreyee ORCID: https://orcid.org/0000-0002-6862-7032 (2025) Detrended fluctuation analysis of gait cycles: a study of neuromuscular and ground force dynamics. Sensors, 25 (13):4122. ISSN 1424-8220 (Online) (doi:10.3390/s25134122)

HVAC

Dey, Maitreyee, Patel, Preeti and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2025) A data-centric approach to terminal unit’s fault categorization and optimal positioning in building HVAC systems using ensemble learning. Discover Data, 3 (17). ISSN 2731-6955 (doi:10.1007/s44248-025-00039-1)

image reconstruction

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

Inverse Synthetic Aperture Radar (ISAR)

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

laboratory testbed

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

microwave imaging

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

neuromuscular control

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 and Dey, Maitreyee ORCID: https://orcid.org/0000-0002-6862-7032 (2025) Detrended fluctuation analysis of gait cycles: a study of neuromuscular and ground force dynamics. Sensors, 25 (13):4122. ISSN 1424-8220 (Online) (doi:10.3390/s25134122)

non-invasive imaging

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

Phantom experiments

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

smart energy systems

Thomas, Ann Mary, Dey, Maitreyee and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2026) TAL-Net: a temporal attention LSTM framework for urban electricity and emissions forecasting in the U.S. npj Urban Sustainability. ISSN 2661-8001 (Online) (In Press) (doi:10.1038/s42949-026-00424-y)

statistical data analysis

Dey, Maitreyee, Patel, Preeti and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2025) A data-centric approach to terminal unit’s fault categorization and optimal positioning in building HVAC systems using ensemble learning. Discover Data, 3 (17). ISSN 2731-6955 (doi:10.1007/s44248-025-00039-1)

stroke detection

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

sub-centimetre resolution

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

sustainable urban planning

Thomas, Ann Mary, Dey, Maitreyee and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2026) TAL-Net: a temporal attention LSTM framework for urban electricity and emissions forecasting in the U.S. npj Urban Sustainability. ISSN 2661-8001 (Online) (In Press) (doi:10.1038/s42949-026-00424-y)

Tai Chi

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 and Dey, Maitreyee ORCID: https://orcid.org/0000-0002-6862-7032 (2025) Detrended fluctuation analysis of gait cycles: a study of neuromuscular and ground force dynamics. Sensors, 25 (13):4122. ISSN 1424-8220 (Online) (doi:10.3390/s25134122)

temporal attention LSTM

Thomas, Ann Mary, Dey, Maitreyee and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2026) TAL-Net: a temporal attention LSTM framework for urban electricity and emissions forecasting in the U.S. npj Urban Sustainability. ISSN 2661-8001 (Online) (In Press) (doi:10.1038/s42949-026-00424-y)

terminal unit

Dey, Maitreyee, Patel, Preeti and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2025) A data-centric approach to terminal unit’s fault categorization and optimal positioning in building HVAC systems using ensemble learning. Discover Data, 3 (17). ISSN 2731-6955 (doi:10.1007/s44248-025-00039-1)

urban sustainability

Thomas, Ann Mary, Dey, Maitreyee and Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 (2026) TAL-Net: a temporal attention LSTM framework for urban electricity and emissions forecasting in the U.S. npj Urban Sustainability. ISSN 2661-8001 (Online) (In Press) (doi:10.1038/s42949-026-00424-y)

water matching medium

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122, Davis, John G., Khalil, Kamal, O’Toole, Michael, Watson, Stuart, Liang, Shijie, Parry-Jones, Adrian, Daniels, David J. and Peyton, Anthony J. (2025) Microwave imaging for human brain stroke detection using frequency domain inverse modelling & phantom experiments. Scientific Reports, 15:34801. ISSN 2045-2322 (Online) (doi:10.1038/s41598-025-18729-w)

wearable sensors

Rana, Soumya Prakash ORCID: https://orcid.org/0000-0002-8014-8122 and Dey, Maitreyee ORCID: https://orcid.org/0000-0002-6862-7032 (2025) Detrended fluctuation analysis of gait cycles: a study of neuromuscular and ground force dynamics. Sensors, 25 (13):4122. ISSN 1424-8220 (Online) (doi:10.3390/s25134122)