A comprehensive review on the use of artificial intelligence, internet of things, sensors, and green energy in non-invasive agricultural techniques

Basit Öğe Kaydı
dc.authorid0000-0001-9863-755X
dc.authorid0000-0001-9840-4211
dc.contributor.authorSerdaroğlu, Kemal Çağrı
dc.contributor.authorTokatlı, Nazlı
dc.date.accessioned2026-02-07T13:04:03Z
dc.date.available2026-02-07T13:04:03Z
dc.date.issued2025
dc.departmentFakülteler, Mühendislik ve Doğa Bilimleri Fakültesi, Bilgisayar Mühendisliği Bölümü
dc.description.abstractFeeding a burgeoning global population amid cli mate change and dwindling resources presents a profound chal lenge for agriculture. This paper examines ”smart agriculture” (Agriculture 4.0) as a pivotal solution, integrating technologies like IoT, AI, and robotics to cultivate data-driven, efficient, and sustainable farming. We emphasize the growing effectiveness of multi-modal data fusion—combining diverse sensor inputs—for improved pest detection, water management, and yield predic tion. A critical shift towards decentralized edge intelligence is also explored, facilitating real-time, on-farm decisions and overcoming connectivity hurdles. While acknowledging that successful implementations are highly context-specific and that synthetic data can address scarcity, we also confront persistent obstacles: high adoption costs, the digital divide, unreliable rural connectivity, and cybersecurity risks. Ultimately, realizing smart agriculture’s full potential—a more resilient and productive global food system—requires sustained investment in affordable sensors, robust and explainable AI, and autonomous robotics to translate data insights into actionable field-level strategies.
dc.identifier.citationSerdaroğlu, K. Ç., & Tokatlı, N. (2025). A comprehensive review on the use of artificial intelligence, internet of things, sensors, and green energy in non-invasive agricultural techniques. Proceeding of the 38th Conference of Fruct Association, pp. 412-419.
dc.identifier.endpage419
dc.identifier.issn2305-7254
dc.identifier.startpage412
dc.identifier.urihttps://hdl.handle.net/20.500.13055/1295
dc.indekslendigikaynakWeb of Science
dc.institutionauthorSerdaroğlu, Kemal Çağrı
dc.institutionauthorTokatlı, Nazlı
dc.institutionauthorid0000-0001-9863-755X
dc.institutionauthorid0000-0001-9840-4211
dc.language.isoen
dc.publisherFRUCT
dc.relation.ispartofProceeding of the 38th Conference of Fruct Association
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectSmart Agriculture
dc.subjectNon-Invasive Agriculture
dc.subjectArtificial Intelligence
dc.subjectInternet of Things
dc.subjectSensors
dc.subjectGreen Energy
dc.subjectMachine Learning
dc.subjectRobotics
dc.subjectPrecision Agriculture
dc.titleA comprehensive review on the use of artificial intelligence, internet of things, sensors, and green energy in non-invasive agricultural techniques
dc.typeConference Object
dspace.entity.typePublication

Dosyalar

Orijinal paket
Listeleniyor 1 - 1 / 1
Kapalı Erişim
İsim:
Tam Metin / Full Text.pdf
Boyut:
862.66 KB
Biçim:
Adobe Portable Document Format
İndir
Lisans paketi
Listeleniyor 1 - 1 / 1
Kapalı Erişim
İsim:
license.txt
Boyut:
1.17 KB
Biçim:
Item-specific license agreed upon to submission
Açıklama:
İndir

Koleksiyon

Bilgisayar Mühendisliği Bölümü Koleksiyonu