Kinetic Energy Estimation of IMU-Equipped Sediment Particles with Gaussian Process Regression and Conformal Prediction

Georgios Maniatis; Jeffrey Tuhtan; Gert Toming; Edward Curley; Charlie Gadd; Richard Williams; Trevor Hoey

doi:10.1109/JSEN.2026.3675343

Kinetic Energy Estimation of IMU-Equipped Sediment Particles with Gaussian Process Regression and Conformal Prediction

Georgios Maniatis
, Jeffrey Tuhtan
, Gert Toming
, Edward Curley
, Charlie Gadd
, Richard Williams
, Trevor Hoey

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	16411-16422
Number of pages	12
Journal	IEEE Sensors Journal
Volume	26
Issue number	10
DOIs	https://doi.org/10.1109/JSEN.2026.3675343
Publication status	Published - 15 May 2026

Keywords

Conformal prediction
Gaussian process regression (GPR)
geomorphology
inertial measurement units (IMUs)
sediment transport
smart sensors
uncertainty quantification

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10.1109/JSEN.2026.3675343

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@article{1932d22f11604e5382e68b2bb27492b2,

title = "Kinetic Energy Estimation of IMU-Equipped Sediment Particles with Gaussian Process Regression and Conformal Prediction",

keywords = "Conformal prediction, Gaussian process regression (GPR), geomorphology, inertial measurement units (IMUs), sediment transport, smart sensors, uncertainty quantification",

author = "Georgios Maniatis and Jeffrey Tuhtan and Gert Toming and Edward Curley and Charlie Gadd and Richard Williams and Trevor Hoey",

note = "Publisher Copyright: {\textcopyright} 2001-2012 IEEE.",

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doi = "10.1109/JSEN.2026.3675343",

language = "English",

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T1 - Kinetic Energy Estimation of IMU-Equipped Sediment Particles with Gaussian Process Regression and Conformal Prediction

AU - Maniatis, Georgios

AU - Tuhtan, Jeffrey

AU - Toming, Gert

AU - Curley, Edward

AU - Gadd, Charlie

AU - Williams, Richard

AU - Hoey, Trevor

PY - 2026/5/15

Y1 - 2026/5/15

KW - Conformal prediction

KW - Gaussian process regression (GPR)

KW - geomorphology

KW - inertial measurement units (IMUs)

KW - sediment transport

KW - smart sensors

KW - uncertainty quantification

UR - https://www.scopus.com/pages/publications/105034445090

U2 - 10.1109/JSEN.2026.3675343

DO - 10.1109/JSEN.2026.3675343

M3 - Article

AN - SCOPUS:105034445090

SN - 1530-437X

VL - 26

SP - 16411

EP - 16422

JO - IEEE Sensors Journal

JF - IEEE Sensors Journal

IS - 10

ER -

Kinetic Energy Estimation of IMU-Equipped Sediment Particles with Gaussian Process Regression and Conformal Prediction

Keywords

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Smart-pebbles in sediment transport studies: State of the art, future directions, and unsolved problems

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