Rfid-based car park entry-exit control and short-term assessment of occupancy

Babadjanov , Elmurod, Makhambetjaliev , Musabek

Techscience.uz - техника фанлари долзарб масалалри · 2026-yil

Annotatsiya

This article considers RFID-based parking access logging together with short-term occupancy estimation from the collected data. In Uzbekistan, the growth of car ownership and the increasing pressure on parking spaces make manual access control less effective in practice. The paper treats RFID identification, LightGBM-based occupancy forecasting, Isolation Forest for anomaly detection, and a three-layer software-hardware architecture as one integrated solution. The edge layer uses Raspberry Pi, the application layer uses Django, and the data layer relies on PostgreSQL and Redis. The discussion also briefly covers the difference between UHF and HF RFID bands, protection with SHA-256 and a rolling nonce, the SFpark experience, and model selection based on the UCI Parking Birmingham dataset. The article aims to present parking as a system that can forecast load, not only record arrivals and departures.

Maqola ma’lumotlari
MualliflarBabadjanov , Elmurod, Makhambetjaliev , Musabek
JurnalTechscience.uz - техника фанлари долзарб масалалри
NashriyotЖиззах политехника институти
ISSN3030-3702, 3030-3702
Nashr sanasi2026-05-14
Jild4
Son5
Betlar24-29
TilIngliz
Ilmiy sohaTexnika
DOI10.47390/ts-v4i5y2026n04
Indeksga qo‘shilgan2026-08-26

DOI: 10.47390/ts-v4i5y2026n04 · Maqolaning asl sahifasi

Kalit so‘zlar

RFID; parking; occupancy forecasting; machine learning; LightGBM; Isolation Forest; Django; Raspberry Pi; security; IoT; real-time monitoring, RFID; avtoturargoh; bandlikni prognozlash; mashina o'qitish; LightGBM; Isolation Forest; Django; Raspberry Pi; xavfsizlik; IoT; real vaqt nazorati.

Ilmiy soha

Texnika

Iqtibos keltirish

APABabadjanov , Elmurod, & Makhambetjaliev , Musabek (2026). RFID-BASED CAR PARK ENTRY-EXIT CONTROL AND SHORT-TERM ASSESSMENT OF OCCUPANCY. Techscience.uz - техника фанлари долзарб масалалри, 4(5), 24-29. https://doi.org/10.47390/ts-v4i5y2026n04
GOST (OAK)Babadjanov , Elmurod, Makhambetjaliev , Musabek RFID-BASED CAR PARK ENTRY-EXIT CONTROL AND SHORT-TERM ASSESSMENT OF OCCUPANCY // Techscience.uz - техника фанлари долзарб масалалри. – 2026. – T. 4, № 5. – P. 24-29. – DOI: 10.47390/ts-v4i5y2026n04.
MLABabadjanov , Elmurod, and Makhambetjaliev , Musabek. “RFID-BASED CAR PARK ENTRY-EXIT CONTROL AND SHORT-TERM ASSESSMENT OF OCCUPANCY.” Techscience.uz - техника фанлари долзарб масалалри, 4(5), 24-29, 2026. https://doi.org/10.47390/ts-v4i5y2026n04
ChicagoBabadjanov , Elmurod, and Makhambetjaliev , Musabek. “RFID-BASED CAR PARK ENTRY-EXIT CONTROL AND SHORT-TERM ASSESSMENT OF OCCUPANCY.” Techscience.uz - техника фанлари долзарб масалалри, 4(5), 24-29 (2026). https://doi.org/10.47390/ts-v4i5y2026n04
HarvardBabadjanov , Elmurod, and Makhambetjaliev , Musabek (2026) ‘RFID-BASED CAR PARK ENTRY-EXIT CONTROL AND SHORT-TERM ASSESSMENT OF OCCUPANCY’, Techscience.uz - техника фанлари долзарб масалалри, 4(5), 24-29. https://doi.org/10.47390/ts-v4i5y2026n04
BibTeX
@article{babadjanovelmurod2026,
  title = {RFID-BASED CAR PARK ENTRY-EXIT CONTROL AND SHORT-TERM ASSESSMENT OF OCCUPANCY},
  author = {Babadjanov , Elmurod and Makhambetjaliev , Musabek},
  journal = {Techscience.uz - техника фанлари долзарб масалалри},
  year = {2026},
  volume = {4},
  number = {5},
  pages = {24-29},
  doi = {10.47390/ts-v4i5y2026n04},
  url = {https://doi.org/10.47390/ts-v4i5y2026n04}
}

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