{"id":"https://openalex.org/W7222865525","doi":"https://doi.org/10.32890/jict2026.25.4.4","title":"A Multi-Layer Contextual Model for Managing Data Overload in Smart Hydroponics","display_name":"A Multi-Layer Contextual Model for Managing Data Overload in Smart Hydroponics","publication_year":2026,"publication_date":"2026-10-18","ids":{"openalex":"https://openalex.org/W7222865525","doi":"https://doi.org/10.32890/jict2026.25.4.4"},"language":"en","primary_location":{"id":"doi:10.32890/jict2026.25.4.4","doi":"https://doi.org/10.32890/jict2026.25.4.4","is_oa":true,"landing_page_url":"https://doi.org/10.32890/jict2026.25.4.4","pdf_url":"https://e-journal.uum.edu.my/index.php/jict/article/download/31121/9358","source":{"id":"https://openalex.org/S4210179393","display_name":"Journal of Information and Communication Technology","issn_l":"1675-414X","issn":["1675-414X","2180-3862"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/I94625822","host_organization_name":"Universiti Utara Malaysia","host_organization_lineage":["https://openalex.org/I94625822"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Communication Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://e-journal.uum.edu.my/index.php/jict/article/download/31121/9358","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079082034","display_name":"Ruziana Mohamad Rasli","orcid":"https://orcid.org/0009-0006-7187-513X","observed_orcids":["https://orcid.org/0009-0006-7187-513X"]},"institutions":[{"id":"https://openalex.org/I94625822","display_name":"Universiti Utara Malaysia","ror":"https://ror.org/01ss10648","country_code":"MY","type":"education","lineage":["https://openalex.org/I94625822"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ruziana Mohamad Rasli","raw_affiliation_strings":["School of Multimedia Technology and Communication, Universiti Utara Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Multimedia Technology and Communication, Universiti Utara Malaysia","institution_ids":["https://openalex.org/I94625822"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060430046","display_name":"Sobihatun Nur Abdul Salam","orcid":"https://orcid.org/0000-0002-6751-9187","observed_orcids":["https://orcid.org/0000-0002-6751-9187"]},"institutions":[{"id":"https://openalex.org/I94625822","display_name":"Universiti Utara Malaysia","ror":"https://ror.org/01ss10648","country_code":"MY","type":"education","lineage":["https://openalex.org/I94625822"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Sobihatun Nur Abdul Salam","raw_affiliation_strings":["School of Multimedia Technology and Communication, Universiti Utara Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Multimedia Technology and Communication, Universiti Utara Malaysia","institution_ids":["https://openalex.org/I94625822"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I94625822"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.80230179,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"25","issue":"4","first_page":"73","last_page":"91"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13391","display_name":"Innovations in Aquaponics and Hydroponics Systems","score":0.6371999979019165,"subfield":{"id":"https://openalex.org/subfields/1104","display_name":"Aquatic Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13391","display_name":"Innovations in Aquaponics and Hydroponics Systems","score":0.6371999979019165,"subfield":{"id":"https://openalex.org/subfields/1104","display_name":"Aquatic Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.29660001397132874,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T14427","display_name":"Environmental Monitoring and Data Management","score":0.00930000003427267,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/data-overload","display_name":"data overload","score":0.8069999814033508},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.9150000214576721},{"id":"https://openalex.org/keywords/smart-agriculture","display_name":"smart agriculture","score":0.7749999761581421},{"id":"https://openalex.org/keywords/situational-awareness","display_name":"situational awareness","score":0.7509999871253967},{"id":"https://openalex.org/keywords/augmented-reality","display_name":"augmented reality","score":0.8870000243186951},{"id":"https://openalex.org/keywords/solar-powered-monitoring-system","display_name":"solar-powered monitoring system","score":0.722000002861023},{"id":"https://openalex.org/keywords/sensor-data-management","display_name":"sensor data management","score":0.7279999852180481},{"id":"https://openalex.org/keywords/usability-evaluation","display_name":"usability evaluation","score":0.8730000257492065}],"concepts":[{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.6977999806404114},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5906000137329102},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5324000120162964},{"id":"https://openalex.org/C186625053","wikidata":"https://www.wikidata.org/wiki/Q1130191","display_name":"Information overload","level":2,"score":0.5309000015258789},{"id":"https://openalex.org/C2776356880","wikidata":"https://www.wikidata.org/wiki/Q5381206","display_name":"Environmental data","level":2,"score":0.4480000138282776},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.39649999141693115},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3840999901294708},{"id":"https://openalex.org/C539469273","wikidata":"https://www.wikidata.org/wiki/Q1749732","display_name":"Environmental monitoring","level":2,"score":0.3580999970436096},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.35690000653266907},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.33570000529289246},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.33230000734329224},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33230000734329224},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.3319999873638153},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.33059999346733093},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.328000009059906},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.3197999894618988},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3095000088214874},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3010999858379364},{"id":"https://openalex.org/C33326189","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information integration","level":2,"score":0.29670000076293945},{"id":"https://openalex.org/C21338462","wikidata":"https://www.wikidata.org/wiki/Q1662581","display_name":"Information model","level":2,"score":0.296099990606308},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.28769999742507935},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2833000123500824},{"id":"https://openalex.org/C128487930","wikidata":"https://www.wikidata.org/wiki/Q579488","display_name":"Information management","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2678000032901764},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.262800008058548},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.26249998807907104},{"id":"https://openalex.org/C200593801","wikidata":"https://www.wikidata.org/wiki/Q7451089","display_name":"Sensor web","level":5,"score":0.2624000012874603},{"id":"https://openalex.org/C71611378","wikidata":"https://www.wikidata.org/wiki/Q5165191","display_name":"Contextual design","level":3,"score":0.26100000739097595}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.32890/jict2026.25.4.4","doi":"https://doi.org/10.32890/jict2026.25.4.4","is_oa":true,"landing_page_url":"https://doi.org/10.32890/jict2026.25.4.4","pdf_url":"https://e-journal.uum.edu.my/index.php/jict/article/download/31121/9358","source":{"id":"https://openalex.org/S4210179393","display_name":"Journal of Information and Communication Technology","issn_l":"1675-414X","issn":["1675-414X","2180-3862"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/I94625822","host_organization_name":"Universiti Utara Malaysia","host_organization_lineage":["https://openalex.org/I94625822"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Communication Technology","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:946c913b9de447df86cbed36018b5a6a","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/946c913b9de447df86cbed36018b5a6a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of ICT, Vol 25, Iss 4 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.32890/jict2026.25.4.4","doi":"https://doi.org/10.32890/jict2026.25.4.4","is_oa":true,"landing_page_url":"https://doi.org/10.32890/jict2026.25.4.4","pdf_url":"https://e-journal.uum.edu.my/index.php/jict/article/download/31121/9358","source":{"id":"https://openalex.org/S4210179393","display_name":"Journal of Information and Communication Technology","issn_l":"1675-414X","issn":["1675-414X","2180-3862"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/I94625822","host_organization_name":"Universiti Utara Malaysia","host_organization_lineage":["https://openalex.org/I94625822"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Communication Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7222865525.pdf","grobid_xml":"https://content.openalex.org/works/W7222865525.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2146948159","https://openalex.org/W2771058985","https://openalex.org/W4221105860","https://openalex.org/W4307117576","https://openalex.org/W4386879273","https://openalex.org/W4389641700","https://openalex.org/W4403599998","https://openalex.org/W4408919401","https://openalex.org/W4409589621","https://openalex.org/W4409623820","https://openalex.org/W4411091570","https://openalex.org/W4411814878","https://openalex.org/W4413216304","https://openalex.org/W4413467294","https://openalex.org/W4415061429","https://openalex.org/W4415813045","https://openalex.org/W7108340828","https://openalex.org/W7124132018","https://openalex.org/W7128247626","https://openalex.org/W7128588548","https://openalex.org/W7134803467","https://openalex.org/W7163752662","https://openalex.org/W7168136149"],"related_works":["https://openalex.org/W2948798395","https://openalex.org/W3131577249","https://openalex.org/W4402593041","https://openalex.org/W2922351832","https://openalex.org/W4406417061","https://openalex.org/W4410295144","https://openalex.org/W4396627204","https://openalex.org/W7171534416","https://openalex.org/W4308087340","https://openalex.org/W7160775584"],"abstract_inverted_index":{"The":[0,90,154,167],"widespread":[1],"use":[2],"of":[3,6,15,30,93,107,161,178,226,237],"the":[4,27,35,60,105,117,141,146,171,224,232,235],"Internet":[5],"Things":[7],"(IoT)":[8],"in":[9,84,231],"hydroponic":[10,50,87,123],"agriculture":[11,229],"allows":[12],"continuous":[13],"monitoring":[14,36,51,88,124],"environmental":[16,46,82,179,201],"conditions":[17,202],"and":[18,57,62,101,111,176,204,216,241],"provides":[19,217],"real-time":[20],"information":[21,63,83,180],"to":[22,43,66,80,198,212],"support":[23,104,223],"crop":[24],"management.":[25],"However,":[26],"increasing":[28],"amount":[29],"sensor":[31,191],"data":[32,55,68,113,185,214],"generated":[33],"makes":[34],"process":[37,106],"more":[38,206],"complex":[39],"as":[40],"users":[41,197],"need":[42],"interpret":[44],"multiple":[45],"parameters":[47],"simultaneously.":[48],"Existing":[49],"systems":[52],"focus":[53],"on":[54,136],"collection":[56],"visualization,":[58],"while":[59],"management":[61,110],"delivery":[64],"aspects":[65],"reduce":[67,213],"overload":[69,215],"are":[70],"still":[71],"limited.":[72],"This":[73,195,209],"study":[74],"proposes":[75],"a":[76,120,218],"multi-layer":[77],"contextual":[78,112],"model":[79,91,173],"manage":[81],"an":[85,128,157],"intelligent":[86],"system.":[89],"consists":[92],"five":[94],"interconnected":[95],"layers":[96],"(Power,":[97],"Sensor,":[98],"Communication,":[99],"Database":[100],"Visualization),":[102],"which":[103,163],"acquisition,":[108],"validation,":[109],"delivery.":[114],"To":[115],"validate":[116],"proposed":[118,172],"model,":[119],"solar-powered":[121],"IoT":[122],"system":[125],"integrated":[126],"with":[127],"Augmented":[129],"Reality":[130],"(AR)":[131],"application":[132],"was":[133,148],"developed":[134],"based":[135],"Situation":[137],"Awareness":[138],"Theory.":[139],"Using":[140],"System":[142],"Usability":[143],"Scale":[144],"(SUS),":[145],"prototype":[147],"assessed":[149],"by":[150,181],"three":[151],"domain":[152],"experts.":[153],"results":[155,168],"achieved":[156],"average":[158],"usability":[159],"score":[160],"85.83,":[162],"reflects":[164],"excellent":[165],"usability.":[166],"indicate":[169],"that":[170,221],"improves":[174],"organisation":[175],"presentation":[177],"prioritising":[182],"contextually":[183],"relevant":[184],"rather":[186],"than":[187],"displaying":[188],"all":[189],"available":[190],"readings":[192],"at":[193],"once.":[194],"enables":[196],"identify":[199],"important":[200],"efficiently":[203],"supports":[205],"effective":[207],"monitoring.":[208],"approach":[210],"helps":[211],"practical":[219],"framework":[220],"can":[222],"development":[225],"IoT-based":[227],"smart":[228],"applications":[230],"future":[233],"through":[234],"integration":[236],"anomaly":[238],"detection":[239],"techniques":[240],"predictive":[242],"analytics.":[243]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-19T00:00:00"}
