Table 1.
Ref | Description | Employed Technologies and Connectivity |
Golf Course Management or Monitoring |
Golf Game Dynamics Management |
Main Contribution |
---|---|---|---|---|---|
[13] | Measurement of Angular Motion in Golf Swing by a Local Sensor at the Grip End of a Golf Club. |
3D accelerometer, 3D gyro sensor. | No | No | Angle and angular velocity measurement of the golf club grip end to train golf players using quantitative data. |
[14] | Long Range Battery-Less PV-Powered RFID Tag Sensors. | RFID (800–1000 MHz). |
Yes | No | Embedded tracker with PV-RFID tag to find lost golf balls by increasing the distance of range for a few meters. |
[15] | Golf Swing Segmentation from a Single IMU Using Machine Learning. |
- | No | No | Estimation and division of golf swing phases using kinematic IMU data, eliminating the limitation of the sensor location. |
[16] | The Combined Use of Remote Sensing and Wireless Sensor Network to Estimate Soil Moisture in Golf Course. |
Soil moisture sensors, GPS device. Wireless connectivity to a hub. |
Yes | No | The combined use of remote sensing (using Copernicus Sentinel-2 mission images) and a soil moisture sensor network for maximizing water efficiency. |
[17] | Early Improper Motion Detection in Golf Swings Using Wearable Motion Sensors: The First Approach. |
3D gyroscope and accelerometer motion sensors. |
No | No | Analysis of a golf swing to detect an improper movement in the initial phase of the swing. |
[18] | A sensor-aided self coaching model for uncocking Improvement in golf swing. |
3D accelerometer, magnetometer and gyro sensors. Microsoft Kinect camera. Bluetooth. |
No | No | Wrist angle change analysis during the swing movement which provides 3D rotation data, using two IMU sensors attached to the forearm and the golf club. |
[19] | Golf Swing Motion Tracking Using Inertial Sensors and a Stereo Camera. |
3D accelerometer and gyro sensors. Eight infrared LEDs captured by a USB cameras. | No | No | Golf club monitoring with an inertial navigation algorithm instead of only estimating the golf club tilt and position. |
[20] | Electromyographic Patterns during Golf Swing: Activation Sequence Profiling and Prediction of Shot Effectiveness. |
Polhemus Liberty electromagnetic motion capture system at 120 Hz. |
No | No | Muscle activity analysis during the golf swing extracting information from electromyographic (EMG) signal stream dynamics to predict the best shot. |
[21] | Analysis of swing tempo rhythm, and functional swing plane slope in golf with a wearable inertial measurement unit sensor. |
3D accelerometer and gyroscope sensors. Optical motion camera system. Bluetooth. |
No | No | Comparison of a swing motion algorithm against an optical motion camera system by estimating the golf club trajectories. |
[22] | Three Dimensional Upper Limb Joint Kinetics of a Golf Swing with Measured Internal Grip Force. |
A 6-axis force-torque sensor. Infrared cameras. |
No | No | A sensor-embedded club developed for measuring the internal grip force and torque during a golf swing. |
[23] | Reliability and Validity of the Polhemus Liberty System for Upper Body Segment and Joint Angular Kinematics of Elite Golfers. |
- | No | No | Validation of the Polhemus Liberty system for different body parts and angular kinematics at key events during the golf swing. |
[24] | Test–Retest Reliability of Task Performance for Golf Swings of Medium to High-Handicap Players. |
3D Doppler tracking golf radar. |
No | No | Analysis of the test–retest reliability of swing motion variables for medium- to high-handicap players. |
[25] | AI Golf: Golf Swing Analysis Tool for Self-Training. | - | No | No | Application for easy correction of the user of the swing motion with image frames and human motion visualization. |
This work | Design, Assessment and Deployment of an Efficient Golf Game Dynamics Management System based on Flexible Wire-less Technologies. |
LPWAN: LoraWAN, ZigBee. WPT system. Wireless connectivity to a proprietary server. |
Yes | Yes | Design, implementation and testing of an optimal and flexible communications system to manage the dynamics of the game and provide precise information to users and managers at any golf course. |