An automated camera cleaner can complete its commanded action while contamination still degrades the image. This paper proposes a procedure for verifying visual recovery after a cleaning intervention. The procedure associates observations with a specific intervention, excludes images captured before mechanical and optical settling, preserves comparable pre-cleaning evidence, and requires a bounded sequence of acceptable observations. Residual contamination, obstruction of designated critical regions, and an independently validated image-usability check jointly determine acceptance. An exact calculation with an assumed binary Markov error model examines the effect of temporally correlated false-pass decisions. For a marginal false-pass probability of 0.10, three consecutive passes within 30 observations give a false-clear probability of 2.506% under independence and 38.149% when lag-one correlation is 0.70. These are analytical scenario results, not measurements from a camera or cleaning device. The analysis shows why persistence alone cannot establish recovery and why the observation horizon must be specified. The contribution is an intervention-level verification procedure and its conditional reliability analysis; physical cleaning efficiency and real-world perception recovery remain to be experimentally evaluated.
| Mualliflar | O’g’li, Abdulazizxon Axmedov Ganijon |
|---|---|
| Jurnal | Innovative Multidisciplinary Journal of Applied Technology |
| Nashriyot | ТДТУ Қўқон филиали |
| ISSN | 2995-486X, 2995-486x |
| Nashr sanasi | 2026-09-14 |
| Jild | 4 |
| Son | 9 |
| Betlar | 14-24 |
| Til | Ingliz |
| DOI | 10.51699/z80y5329 |
| Indeksga qo‘shilgan | 2026-09-20 |
DOI: 10.51699/z80y5329 · Maqolaning asl sahifasi
camera lens contamination, cleaning verification, visual recovery, temporal dependence, camera health monitoring, finite observation horizon
| APA | O’g’li, Abdulazizxon Axmedov Ganijon (2026). EVIDENCE BASED VERIFICATION OF CAMERA LENS CLEANING OUTCOMES IN INTELLIGENT VISION SYSTEMS. Innovative Multidisciplinary Journal of Applied Technology, 4(9), 14-24. https://doi.org/10.51699/z80y5329 |
|---|---|
| GOST (OAK) | O’g’li, Abdulazizxon Axmedov Ganijon EVIDENCE BASED VERIFICATION OF CAMERA LENS CLEANING OUTCOMES IN INTELLIGENT VISION SYSTEMS // Innovative Multidisciplinary Journal of Applied Technology. – 2026. – T. 4, № 9. – P. 14-24. – DOI: 10.51699/z80y5329. |
| MLA | O’g’li, Abdulazizxon Axmedov Ganijon. “EVIDENCE BASED VERIFICATION OF CAMERA LENS CLEANING OUTCOMES IN INTELLIGENT VISION SYSTEMS.” Innovative Multidisciplinary Journal of Applied Technology, 4(9), 14-24, 2026. https://doi.org/10.51699/z80y5329 |
| Chicago | O’g’li, Abdulazizxon Axmedov Ganijon. “EVIDENCE BASED VERIFICATION OF CAMERA LENS CLEANING OUTCOMES IN INTELLIGENT VISION SYSTEMS.” Innovative Multidisciplinary Journal of Applied Technology, 4(9), 14-24 (2026). https://doi.org/10.51699/z80y5329 |
| Harvard | O’g’li, Abdulazizxon Axmedov Ganijon (2026) ‘EVIDENCE BASED VERIFICATION OF CAMERA LENS CLEANING OUTCOMES IN INTELLIGENT VISION SYSTEMS’, Innovative Multidisciplinary Journal of Applied Technology, 4(9), 14-24. https://doi.org/10.51699/z80y5329 |
| BibTeX | @article{ogliabdulazizxonaxmedovganijon2026,
title = {EVIDENCE BASED VERIFICATION OF CAMERA LENS CLEANING OUTCOMES IN INTELLIGENT VISION SYSTEMS},
author = {O’g’li, Abdulazizxon Axmedov Ganijon},
journal = {Innovative Multidisciplinary Journal of Applied Technology},
year = {2026},
volume = {4},
number = {9},
pages = {14-24},
doi = {10.51699/z80y5329},
url = {https://doi.org/10.51699/z80y5329}
} |
Boshqa maqola uchun iqtibos tayyorlash
Oxidative stress, immunosuppression and reduced productivity remain major constraints in intensively managed poultry flocks. This study evaluated the pharmacological efficacy and toxicological safety of Introvit ES 100…
Traditional IT checking is failing as a result of the growing complexity systems, exacerbated by the introduction of distributed IT systems, cloud computing, and microservices. Observability is a new comprehensive…
[1] H. Ali, E. Khan, and I. Ilahi, “Environmental chemistry and ecotoxicology of hazardous heavy metals: Environmental persistence, toxicity, and bioaccumulation,” Journal of Chemistry, Art. no. 6730305, 2019, doi…
This work quantifies how dry ball-milling parameters govern the dispersity, BET specific surface area and single-point sorption uptake of defecate (sugar-beet carbonation lime residue), and identifies the preferred…
This study investigates the potential of local plant resources as functional ingredients in bread production and proposes technological approaches to improve the nutritional and biological value of bakery products. The…
This study examines the current state and practical application of space imagery and Earth remote sensing data for local-level environmental monitoring. The research focuses on the characteristics of optical-electronic…
This study examines methods for arranging composite ornamental patterns in technical drawings for carpet design. It focuses on the relationship between geometric structure, proportion, symmetry, rhythm, repetition…
This article presents a theoretical and analytical study of the single-cycle deformation process of textile materials under external mechanical action. The mechanical state of the fabric is primarily determined by the…
This article analyzes the essence of innovation processes, their structural elements, interconnections, and self-organization mechanisms from the perspective of complex systems theory. The processes of generation…
This research focuses on the prevention of landslides, dust, and fire risks in open coal mines, along with associated emergency situations. This research focuses on modern scientific and practical solutions. The primary…
Innovative Multidisciplinary Journal of Applied Technology — barcha maqolalar · 2026-yil arxivi