{"id":"https://openalex.org/W4388197865","doi":"https://doi.org/10.47836/pjst.31.s1.05","title":"A Comprehensive Review of Real-time Monitoring and Predictive Maintenance Techniques: Revolutionizing Natural Fibre Composite Materials Maintenance with IoT","display_name":"A Comprehensive Review of Real-time Monitoring and Predictive Maintenance Techniques: Revolutionizing Natural Fibre Composite Materials Maintenance with IoT","publication_year":2023,"publication_date":"2023-10-25","ids":{"openalex":"https://openalex.org/W4388197865","doi":"https://doi.org/10.47836/pjst.31.s1.05"},"language":"en","primary_location":{"id":"doi:10.47836/pjst.31.s1.05","doi":"https://doi.org/10.47836/pjst.31.s1.05","is_oa":true,"landing_page_url":"https://doi.org/10.47836/pjst.31.s1.05","pdf_url":"http://www.pertanika.upm.edu.my/resources/files/Pertanika PAPERS/JST Vol. 31 (S1) 2023/05 JST(S)-0607-2023.pdf","source":{"id":"https://openalex.org/S2765043956","display_name":"Pertanika journal of science & technology","issn_l":"0128-7680","issn":["0128-7680","2231-8526"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310321046","host_organization_name":"University of Putra Malaysia","host_organization_lineage":["https://openalex.org/P4310321046"],"host_organization_lineage_names":["University of Putra Malaysia"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pertanika Journal of Science and Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://www.pertanika.upm.edu.my/resources/files/Pertanika PAPERS/JST Vol. 31 (S1) 2023/05 JST(S)-0607-2023.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054292490","display_name":"A. Felix Sahayaraj","orcid":"https://orcid.org/0000-0002-2836-4581","observed_orcids":["https://orcid.org/0000-0002-2836-4581"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Felix Sahayaraj Arockiasamy","raw_affiliation_strings":["Department of Mechanical Engineering, KIT-Kalaignarkarunanidhi Institute of Technology, Coimbatore, Tamil Nadu 641402, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, KIT-Kalaignarkarunanidhi Institute of Technology, Coimbatore, Tamil Nadu 641402, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039363448","display_name":"Indran Suyambulingam","orcid":"https://orcid.org/0000-0002-2383-8338","observed_orcids":["https://orcid.org/0000-0002-2383-8338"]},"institutions":[{"id":"https://openalex.org/I82828225","display_name":"King Mongkut's University of Technology North Bangkok","ror":"https://ror.org/04fy6jb97","country_code":"TH","type":"education","lineage":["https://openalex.org/I82828225"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Indran Suyambulingam","raw_affiliation_strings":["Natural Composites Research Group Lab, Department of Materials and Production Engineering, The Sirindhorn International Thai-German School of Engineering (TGGS), King Mongkut's University of Technology North Bangkok (KMUTNB), Bangkok 10800, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Natural Composites Research Group Lab, Department of Materials and Production Engineering, The Sirindhorn International Thai-German School of Engineering (TGGS), King Mongkut's University of Technology North Bangkok (KMUTNB), Bangkok 10800, Thailand","institution_ids":["https://openalex.org/I82828225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049284305","display_name":"Jenish Iyyadurai","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Iyyadurai Jenish","raw_affiliation_strings":["Department of Applied Mechanics, Seenu Atoll School, Hulhu-medhoo, Addu City 19060, Maldives"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Applied Mechanics, Seenu Atoll School, Hulhu-medhoo, Addu City 19060, Maldives","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046437475","display_name":"Divya Divakaran","orcid":"https://orcid.org/0000-0002-2053-2544","observed_orcids":["https://orcid.org/0000-0002-2053-2544"]},"institutions":[{"id":"https://openalex.org/I82828225","display_name":"King Mongkut's University of Technology North Bangkok","ror":"https://ror.org/04fy6jb97","country_code":"TH","type":"education","lineage":["https://openalex.org/I82828225"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Divya Divakaran","raw_affiliation_strings":["Natural Composites Research Group Lab, Department of Materials and Production Engineering, The Sirindhorn International Thai-German School of Engineering (TGGS), King Mongkut's University of Technology North Bangkok (KMUTNB), Bangkok 10800, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Natural Composites Research Group Lab, Department of Materials and Production Engineering, The Sirindhorn International Thai-German School of Engineering (TGGS), King Mongkut's University of Technology North Bangkok (KMUTNB), Bangkok 10800, Thailand","institution_ids":["https://openalex.org/I82828225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069510331","display_name":"Sanjay Mavinkere Rangappa","orcid":"https://orcid.org/0000-0002-3279-5931","observed_orcids":["https://orcid.org/0000-0002-3279-5931"]},"institutions":[{"id":"https://openalex.org/I82828225","display_name":"King Mongkut's University of Technology North Bangkok","ror":"https://ror.org/04fy6jb97","country_code":"TH","type":"education","lineage":["https://openalex.org/I82828225"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Sanjay Mavinkere Rangappa","raw_affiliation_strings":["Natural Composites Research Group Lab, Department of Materials and Production Engineering, The Sirindhorn International Thai-German School of Engineering (TGGS), King Mongkut's University of Technology North Bangkok (KMUTNB), Bangkok 10800, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Natural Composites Research Group Lab, Department of Materials and Production Engineering, The Sirindhorn International Thai-German School of Engineering (TGGS), King Mongkut's University of Technology North Bangkok (KMUTNB), Bangkok 10800, Thailand","institution_ids":["https://openalex.org/I82828225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063728463","display_name":"Suchart Siengchin","orcid":"https://orcid.org/0000-0002-6635-5686","observed_orcids":["https://orcid.org/0000-0002-6635-5686"]},"institutions":[{"id":"https://openalex.org/I82828225","display_name":"King Mongkut's University of Technology North Bangkok","ror":"https://ror.org/04fy6jb97","country_code":"TH","type":"education","lineage":["https://openalex.org/I82828225"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Suchart Siengchin","raw_affiliation_strings":["Natural Composites Research Group Lab, Department of Materials and Production Engineering, The Sirindhorn International Thai-German School of Engineering (TGGS), King Mongkut's University of Technology North Bangkok (KMUTNB), Bangkok 10800, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Natural Composites Research Group Lab, Department of Materials and Production Engineering, The Sirindhorn International Thai-German School of Engineering (TGGS), King Mongkut's University of Technology North Bangkok (KMUTNB), Bangkok 10800, Thailand","institution_ids":["https://openalex.org/I82828225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.984,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.86137275,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":"31","issue":"S1","first_page":"87","last_page":"110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10513","display_name":"Natural Fiber Reinforced Composites","score":0.49149999022483826,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10513","display_name":"Natural Fiber Reinforced Composites","score":0.49149999022483826,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.31450000405311584,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.051500000059604645,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/natural-fibre-reinforced-polymer-composites","display_name":"natural fibre reinforced polymer composites","score":0.7760000228881836},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.8740000128746033},{"id":"https://openalex.org/keywords/real-time-monitoring","display_name":"real-time monitoring","score":0.9549999833106995},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"predictive maintenance","score":1.0},{"id":"https://openalex.org/keywords/embedded-sensors","display_name":"embedded sensors","score":0.6809999942779541},{"id":"https://openalex.org/keywords/wireless-communication-protocols","display_name":"wireless communication protocols","score":0.8519999980926514},{"id":"https://openalex.org/keywords/iot-networks","display_name":"IoT networks","score":0.7239999771118164},{"id":"https://openalex.org/keywords/fault-detection","display_name":"fault detection","score":0.8159999847412109},{"id":"https://openalex.org/keywords/structural-health-monitoring","display_name":"structural health monitoring","score":0.6060000061988831}],"concepts":[{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.8654128313064575},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7600829601287842},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.575362503528595},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5737791657447815},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4838922917842865},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.448506236076355},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.43134650588035583},{"id":"https://openalex.org/C110593043","wikidata":"https://www.wikidata.org/wiki/Q7300787","display_name":"Real-time data","level":2,"score":0.4254208207130432},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.34561824798583984},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.30252909660339355},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2656377851963043},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.22291797399520874},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.16790467500686646},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0968303382396698},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09104451537132263},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08900493383407593},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.07565316557884216}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.47836/pjst.31.s1.05","doi":"https://doi.org/10.47836/pjst.31.s1.05","is_oa":true,"landing_page_url":"https://doi.org/10.47836/pjst.31.s1.05","pdf_url":"http://www.pertanika.upm.edu.my/resources/files/Pertanika PAPERS/JST Vol. 31 (S1) 2023/05 JST(S)-0607-2023.pdf","source":{"id":"https://openalex.org/S2765043956","display_name":"Pertanika journal of science & technology","issn_l":"0128-7680","issn":["0128-7680","2231-8526"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310321046","host_organization_name":"University of Putra Malaysia","host_organization_lineage":["https://openalex.org/P4310321046"],"host_organization_lineage_names":["University of Putra Malaysia"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pertanika Journal of Science and Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.47836/pjst.31.s1.05","doi":"https://doi.org/10.47836/pjst.31.s1.05","is_oa":true,"landing_page_url":"https://doi.org/10.47836/pjst.31.s1.05","pdf_url":"http://www.pertanika.upm.edu.my/resources/files/Pertanika PAPERS/JST Vol. 31 (S1) 2023/05 JST(S)-0607-2023.pdf","source":{"id":"https://openalex.org/S2765043956","display_name":"Pertanika journal of science & technology","issn_l":"0128-7680","issn":["0128-7680","2231-8526"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310321046","host_organization_name":"University of Putra Malaysia","host_organization_lineage":["https://openalex.org/P4310321046"],"host_organization_lineage_names":["University of Putra Malaysia"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pertanika Journal of Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.7207000255584717,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388197865.pdf","grobid_xml":"https://content.openalex.org/works/W4388197865.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W1966717988","https://openalex.org/W1975315148","https://openalex.org/W1985716339","https://openalex.org/W1993727346","https://openalex.org/W1998952123","https://openalex.org/W2013932800","https://openalex.org/W2025519661","https://openalex.org/W2030098286","https://openalex.org/W2035515680","https://openalex.org/W2037959854","https://openalex.org/W2040405687","https://openalex.org/W2061132771","https://openalex.org/W2062767971","https://openalex.org/W2065844243","https://openalex.org/W2088342799","https://openalex.org/W2090678355","https://openalex.org/W2092609802","https://openalex.org/W2116921801","https://openalex.org/W2136047381","https://openalex.org/W2153286367","https://openalex.org/W2418668950","https://openalex.org/W2512853791","https://openalex.org/W2520074881","https://openalex.org/W2562473339","https://openalex.org/W2606520167","https://openalex.org/W2766367269","https://openalex.org/W2768499791","https://openalex.org/W2775527663","https://openalex.org/W2791093449","https://openalex.org/W2792937926","https://openalex.org/W2884818780","https://openalex.org/W2890029098","https://openalex.org/W2910412870","https://openalex.org/W2920668564","https://openalex.org/W2984318891","https://openalex.org/W2987330709","https://openalex.org/W3004330032","https://openalex.org/W3039349801","https://openalex.org/W3046444514","https://openalex.org/W3083305501","https://openalex.org/W3095179597","https://openalex.org/W3108130460","https://openalex.org/W3109620307","https://openalex.org/W3125387313","https://openalex.org/W3128909747","https://openalex.org/W3132570664","https://openalex.org/W3134986396","https://openalex.org/W3204972178","https://openalex.org/W3216834857","https://openalex.org/W4200041659","https://openalex.org/W4200256167","https://openalex.org/W4206908059","https://openalex.org/W4210394035","https://openalex.org/W4220863770","https://openalex.org/W4220985092","https://openalex.org/W4221078989","https://openalex.org/W4252688379","https://openalex.org/W4284977673","https://openalex.org/W4292411551","https://openalex.org/W4295007526","https://openalex.org/W4295683158","https://openalex.org/W4307862806","https://openalex.org/W4308454751","https://openalex.org/W4308795542","https://openalex.org/W4309491910","https://openalex.org/W4312223591","https://openalex.org/W4312409887","https://openalex.org/W4318040405","https://openalex.org/W4318994488","https://openalex.org/W4376126402","https://openalex.org/W4380249637","https://openalex.org/W6921982634","https://openalex.org/W6922111385"],"related_works":["https://openalex.org/W7220725856","https://openalex.org/W2899673054","https://openalex.org/W7167220765","https://openalex.org/W4415176069","https://openalex.org/W7214184496","https://openalex.org/W4312353347","https://openalex.org/W4408530181","https://openalex.org/W7220350864","https://openalex.org/W4402797545","https://openalex.org/W4414979339"],"abstract_inverted_index":{"Integrating":[0],"the":[1,26,43,47,62,88,118],"Internet":[2],"of":[3,42,49,57,65,92],"Things":[4],"(IoT)":[5],"and":[6,15,21,30,54,70,73,81,90,98,103,114,120],"natural":[7],"fiber-reinforced":[8],"polymer":[9],"composites":[10],"(NFPCs)":[11],"can":[12,33],"revolutionize":[13],"monitoring":[14,29,53],"maintaining":[16],"composites.":[17],"By":[18],"incorporating":[19],"sensors":[20,66],"wireless":[22],"communication":[23],"technology":[24],"into":[25],"composites,":[27,117],"real-time":[28,52],"predictive":[31,55,121],"maintenance":[32,56,97],"be":[34],"achieved.":[35],"This":[36,59,84,106],"review":[37,107],"provides":[38,108],"a":[39],"comprehensive":[40],"overview":[41],"current":[44],"state-of-the-art":[45],"in":[46,116],"use":[48],"IoT":[50,68,94],"for":[51,95,111],"NFPCs.":[58],"paper":[60,85],"covers":[61],"various":[63],"types":[64],"used,":[67],"networks":[69],"protocols":[71],"employed,":[72],"data":[74],"analysis":[75],"techniques":[76],"to":[77],"detect":[78],"potential":[79,104],"issues":[80],"predict":[82],"failures.":[83],"also":[86],"highlights":[87],"benefits":[89],"challenges":[91],"using":[93],"composite":[96],"this":[99],"technology\u2019s":[100],"future":[101],"directions":[102],"applications.":[105],"valuable":[109],"insights":[110],"researchers,":[112],"engineers,":[113],"practitioners":[115],"IoT,":[119],"maintenance.":[122]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-11-02T00:00:00"}