Location Matters-Can a Smart Golf Club Detect Where the Club Face Hits the Ball?

Sensors (Basel)

Institute for Sports Medicine Alpine Medicine & Health Tourism (ISAG), UMIT TIROL-Private University for Health Sciences and Health Technology, Eduard-Wallnoefer-Zentrum 1, 6060 Hall in Tirol, Austria.

Published: December 2023


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

In golf, the location of the impact, where the clubhead hits the ball, is of imperative nature for a successful ballflight. Direct feedback to the athlete where he/she hits the ball could improve a practice session. Currently, this information can be measured via, e.g., dual laser technology; however, this is a stationary and external method. A mobile measurement method would give athletes the freedom to gain the information of the impact location without the limitation to be stationary. Therefore, the aim of this study was to investigate whether it is possible to detect the impact location via a motion sensor mounted on the shaft of the golf club. To answer the question, an experiment was carried out. Within the experiment data were gathered from one athlete performing 282 golf swings with an 7 iron. The impact location was recorded and labeled during each swing with a Trackman providing the classes for a neural network. Simultaneously, the motion of the golf club was gathered with an IMU from the Noraxon Ultium Motion Series. In the next step, a neural network was designed and trained to estimate the impact location class based on the motion data. Based on the motion data, a classification accuracy of 93.8% could be achieved with a ResNet architecture.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10748325PMC
http://dx.doi.org/10.3390/s23249783DOI Listing

Publication Analysis

Top Keywords

impact location
16
golf club
12
hits ball
8
neural network
8
based motion
8
motion data
8
location
6
golf
5
impact
5
motion
5

Similar Publications

Drug Delivery and Binding in a Tissue with Irregularly Shaped Binding Regions.

Pharm Res

September 2025

Mechanical and Aerospace Engineering Department, University of Texas at Arlington, 500 W First St, Rm 211, Arlington, TX, 76019, USA.

Objective: A fundamental understanding of drug diffusion and binding processes is critical for the design and optimization of a wide variety of drug delivery devices. Most of the past literature assume binding to occur uniformly throughout the tissue, or, at best, in specific layers of a multilayer tissue. However, in many realistic scenarios, such as in cancer-targeting drugs, drug binding occurs in discrete irregularly shaped regions.

View Article and Find Full Text PDF

Flexible suction-coagulation probe restores dexterity in robot-assisted surgery: bench-to-bedside evaluation.

Surg Endosc

September 2025

Department of Next Generation Endoscopic Intervention (Project ENGINE), Graduate School of Medicine, The University of Osaka, Suite 0802, BioSystems Bldg., 1-3, Yamadaoka, Suita, Osaka, 565-0871, Japan.

Objective: Rigid suction-coagulation probes constrain the wrist-like articulation that is central to robotic surgery. We therefore designed a 5-mm single-use flexible suction ball coagulator (flex-SBC) with a modified core design to restore dexterity and assessed its mechanical performance and early clinical feasibility, including the effect of the common robotic gripping strategies on suction flow.

Methods: Preclinical.

View Article and Find Full Text PDF

Gastroenteropancreatic neuroendocrine tumors: A retrospective study conducted in the Colombian Southwest.

Rev Gastroenterol Mex (Engl Ed)

September 2025

Facultad de Ciencias de la Salud, Universidad Icesi, Cali, Colombia; Departamento de Medicina Interna, Servicio de Gastroenterología, Fundación Valle del Lili, Cali, Colombia. Electronic address:

Introduction And Aim: Gastroenteropancreatic neuroendocrine tumors (GEP-NETs) are rare neoplasms originating in neuroendocrine cells from the gastric mucosa and submucosa, small intestine, large intestine, rectum, and pancreas. Our aim was to describe their histopathologic, endoscopic, and clinical characteristics and the experience with these tumors at a tertiary care hospital center in the Colombian Southwest.

Materials And Methods: A retrospective, analytic, observational, and descriptive study included 93 patients diagnosed with GEP-NETs, within the time frame of 2018 and 2022.

View Article and Find Full Text PDF

Background: Prenatal alcohol exposure (PAE) causes fetal alcohol spectrum disorder (FASD) and is associated with various cognitive and sensory impairments, including olfactory dysfunction. While both genetic and environmental factors contribute to olfactory dysfunction, PAE is considered a significant factor affecting brain development, including the olfactory system. In this study, we investigated the impact of PAE on the developing olfactory bulb (OB), specifically focusing on OB RGCs-radial glial cells that give rise to OB projection neurons.

View Article and Find Full Text PDF

Background: Tumor heterogeneity and antigen escape are mechanisms of resistance to chimeric antigen receptor (CAR)-T cell therapy, especially in solid tumors. Targeting multiple antigens with a unique CAR construct could be a strategy for a better tumor control than monospecific CAR-T cells on heterogeneous models. To overcome tumor heterogeneity, we targeted mesothelin (meso) and Mucin 16 (MUC16), two antigens commonly expressed in solid tumors, using a tandem CAR design.

View Article and Find Full Text PDF