A model for the integration of multi-source data and automatic quality control in emergency-situation monitoring

Mahfiza Khabibovna, Razokova, Rashid Amirovich, Absalamov

Innovative Multidisciplinary Journal of Applied Technology · 2026-yil

Annotatsiya

This article proposes a model for converting multi-source heterogeneous data into a single format and automatically controlling its quality in the monitoring of emergency situations (ES). The model covers five sources (seismic, hydrometeorological, satellite, IoT-sensor, and institutional) and performs range checking, missing-value and duplicate detection, unit normalization, statistical outlier detection (IQR), and domain-specific reliability checks. The model was tested on real open data — 267 records from the USGS earthquake catalog: 88.4% of records were recognized as valid, while 31 records (including 29 of low reliability — azimuthal gap > 180°) were automatically flagged. The results show that the model performs identically on real and simulated data and provides clean, ready input for a forecasting model.

Maqola ma’lumotlari
MualliflarMahfiza Khabibovna, Razokova, Rashid Amirovich, Absalamov
JurnalInnovative Multidisciplinary Journal of Applied Technology
NashriyotТДТУ Қўқон филиали
ISSN2995-486X, 2995-486x
Nashr sanasi2026-05-28
Jild4
Son4
Betlar188-192
TilIngliz
Ilmiy sohaTexnika
DOI10.51699/pjpnp042
Indeksga qo‘shilgan2026-10-18

Kalit so‘zlar

emergency situations, monitoring, data integration, quality control, multi-hazard approach

Ilmiy soha

Iqtibos keltirish

APAMahfiza Khabibovna, Razokova, & Rashid Amirovich, Absalamov (2026). A MODEL FOR THE INTEGRATION OF MULTI-SOURCE DATA AND AUTOMATIC QUALITY CONTROL IN EMERGENCY-SITUATION MONITORING. Innovative Multidisciplinary Journal of Applied Technology, 4(4), 188-192. https://doi.org/10.51699/pjpnp042
GOST (OAK)Mahfiza Khabibovna, Razokova, Rashid Amirovich, Absalamov A MODEL FOR THE INTEGRATION OF MULTI-SOURCE DATA AND AUTOMATIC QUALITY CONTROL IN EMERGENCY-SITUATION MONITORING // Innovative Multidisciplinary Journal of Applied Technology. – 2026. – T. 4, № 4. – P. 188-192. – DOI: 10.51699/pjpnp042.
MLAMahfiza Khabibovna, Razokova, and Rashid Amirovich, Absalamov. “A MODEL FOR THE INTEGRATION OF MULTI-SOURCE DATA AND AUTOMATIC QUALITY CONTROL IN EMERGENCY-SITUATION MONITORING.” Innovative Multidisciplinary Journal of Applied Technology, 4(4), 188-192, 2026. https://doi.org/10.51699/pjpnp042
ChicagoMahfiza Khabibovna, Razokova, and Rashid Amirovich, Absalamov. “A MODEL FOR THE INTEGRATION OF MULTI-SOURCE DATA AND AUTOMATIC QUALITY CONTROL IN EMERGENCY-SITUATION MONITORING.” Innovative Multidisciplinary Journal of Applied Technology, 4(4), 188-192 (2026). https://doi.org/10.51699/pjpnp042
HarvardMahfiza Khabibovna, Razokova, and Rashid Amirovich, Absalamov (2026) ‘A MODEL FOR THE INTEGRATION OF MULTI-SOURCE DATA AND AUTOMATIC QUALITY CONTROL IN EMERGENCY-SITUATION MONITORING’, Innovative Multidisciplinary Journal of Applied Technology, 4(4), 188-192. https://doi.org/10.51699/pjpnp042
BibTeX
@article{mahfizakhabibovnarazokova2026,
  title = {A MODEL FOR THE INTEGRATION OF MULTI-SOURCE DATA AND AUTOMATIC QUALITY CONTROL IN EMERGENCY-SITUATION MONITORING},
  author = {Mahfiza Khabibovna, Razokova and Rashid Amirovich, Absalamov},
  journal = {Innovative Multidisciplinary Journal of Applied Technology},
  year = {2026},
  volume = {4},
  number = {4},
  pages = {188-192},
  doi = {10.51699/pjpnp042},
  url = {https://doi.org/10.51699/pjpnp042}
}

Boshqa maqola uchun iqtibos tayyorlash

Innovative Multidisciplinary Journal of Applied Technology jurnalidan boshqa maqolalar

Innovative Multidisciplinary Journal of Applied Technology — barcha maqolalar · 2026-yil arxivi

Texnika sohasidagi boshqa maqolalar

Texnika sohasidagi OAK jurnallari