Condition monitoring based on IoT for predictive maintenance of CNC machines
Machining operation must be maintained for a long time in every period to achieve high productivity and prevent sudden failure or breakdown. This study aims to monitor conditions of four CNC machines from different places simultaneously using Internet of things (IoT) for predictive maintenance. Vibr...
| Main Authors: | , , , |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
Elsevier
2021
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/32828/1/6.%20Condition%20monitoring%20based%20on%20IoT%20for%20predictive%20maintenance%20of%20CNC%20machines.pdf |
| _version_ | 1825814109487104000 |
|---|---|
| author | Yahya Mohammed, Al-Naggar Norlida, Jamil Mohd Firdaus, Hassan Ahmad Razlan, Yusoff |
| author_facet | Yahya Mohammed, Al-Naggar Norlida, Jamil Mohd Firdaus, Hassan Ahmad Razlan, Yusoff |
| author_sort | Yahya Mohammed, Al-Naggar |
| collection | UMP |
| description | Machining operation must be maintained for a long time in every period to achieve high productivity and prevent sudden failure or breakdown. This study aims to monitor conditions of four CNC machines from different places simultaneously using Internet of things (IoT) for predictive maintenance. Vibration signals of four CNC machines are measured using an accelerometer to collect and send signals directly to the database in real time. Results showed that acceleration signal in both time and frequency domains can identify conditions of each machine in real time and simultaneously monitor the condition of four CNC machines at different places through IoT for predictive maintenance. |
| first_indexed | 2024-03-06T12:53:58Z |
| format | Conference or Workshop Item |
| id | UMPir32828 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:53:58Z |
| publishDate | 2021 |
| publisher | Elsevier |
| record_format | dspace |
| spelling | UMPir328282023-02-23T08:02:39Z http://umpir.ump.edu.my/id/eprint/32828/ Condition monitoring based on IoT for predictive maintenance of CNC machines Yahya Mohammed, Al-Naggar Norlida, Jamil Mohd Firdaus, Hassan Ahmad Razlan, Yusoff T Technology (General) TA Engineering (General). Civil engineering (General) Machining operation must be maintained for a long time in every period to achieve high productivity and prevent sudden failure or breakdown. This study aims to monitor conditions of four CNC machines from different places simultaneously using Internet of things (IoT) for predictive maintenance. Vibration signals of four CNC machines are measured using an accelerometer to collect and send signals directly to the database in real time. Results showed that acceleration signal in both time and frequency domains can identify conditions of each machine in real time and simultaneously monitor the condition of four CNC machines at different places through IoT for predictive maintenance. Elsevier 2021 Conference or Workshop Item PeerReviewed pdf en cc_by_nc_nd_4 http://umpir.ump.edu.my/id/eprint/32828/1/6.%20Condition%20monitoring%20based%20on%20IoT%20for%20predictive%20maintenance%20of%20CNC%20machines.pdf Yahya Mohammed, Al-Naggar and Norlida, Jamil and Mohd Firdaus, Hassan and Ahmad Razlan, Yusoff (2021) Condition monitoring based on IoT for predictive maintenance of CNC machines. In: Procedia CIRP: 18th CIRP Conference on Modelling of Machining Operations , 15-17 Jun 2021 , Ljubljana, Slovenia. pp. 314-318., 102. ISSN 2212-8271 (Published) https://doi.org/10.1016/j.procir.2021.09.054 |
| spellingShingle | T Technology (General) TA Engineering (General). Civil engineering (General) Yahya Mohammed, Al-Naggar Norlida, Jamil Mohd Firdaus, Hassan Ahmad Razlan, Yusoff Condition monitoring based on IoT for predictive maintenance of CNC machines |
| title | Condition monitoring based on IoT for predictive maintenance of CNC machines |
| title_full | Condition monitoring based on IoT for predictive maintenance of CNC machines |
| title_fullStr | Condition monitoring based on IoT for predictive maintenance of CNC machines |
| title_full_unstemmed | Condition monitoring based on IoT for predictive maintenance of CNC machines |
| title_short | Condition monitoring based on IoT for predictive maintenance of CNC machines |
| title_sort | condition monitoring based on iot for predictive maintenance of cnc machines |
| topic | T Technology (General) TA Engineering (General). Civil engineering (General) |
| url | http://umpir.ump.edu.my/id/eprint/32828/1/6.%20Condition%20monitoring%20based%20on%20IoT%20for%20predictive%20maintenance%20of%20CNC%20machines.pdf |
| work_keys_str_mv | AT yahyamohammedalnaggar conditionmonitoringbasedoniotforpredictivemaintenanceofcncmachines AT norlidajamil conditionmonitoringbasedoniotforpredictivemaintenanceofcncmachines AT mohdfirdaushassan conditionmonitoringbasedoniotforpredictivemaintenanceofcncmachines AT ahmadrazlanyusoff conditionmonitoringbasedoniotforpredictivemaintenanceofcncmachines |