PENGEMBANGAN ALAT MONITOR UDARA (AMOR) MULTITITIK UNTUK PENGAWASAN DAN KONTROL POLUTAN UDARA PADA LANTAI PRODUKSI
CV CSM is a metal manufacturing company where extensive cutting processes on its production floor generate dust particles and oil mist, posing potential hazards to workers. Currently, the air quality at CV CSM remains poor, with a single air quality monitoring device centrally located on the prod...
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Format: | Final Project |
Language: | Indonesia |
Online Access: | https://digilib.itb.ac.id/gdl/view/83787 |
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Institution: | Institut Teknologi Bandung |
Language: | Indonesia |
Summary: | CV CSM is a metal manufacturing company where extensive cutting processes on
its production floor generate dust particles and oil mist, posing potential hazards
to workers. Currently, the air quality at CV CSM remains poor, with a single air
quality monitoring device centrally located on the production floor. It is uncertain
whether the selection of this point accurately represents air conditions across the
entire area. Consequently, a multi-point AMOR placement was developed. AMOR
placement determination was based on an error-based approach to select the most
representative locations for air quality monitoring. Before development of the
placement, the performance of AMOR was evaluated. Results indicated that
AMOR's particle concentration measurements showed good linearity for PM2.5
(R^2 = 0.724 - 0.972) and PM10 (R^2 = 0.680 - 0.914), but the accuracy for PM2.5
(54% - 83%) and PM10 (34% - 73%) were less satisfactory. AMOR is less precise
in measuring high particle concentrations. AMOR was also found to measure
PM2.5 concentrations more effectively than PM10, with a longer response time
compared to the reference instrument and a larger PM10 measurement range than
the sensor specifications. The error metrics used in determining multi-point AMOR
placement is root mean square error (RMSE) and mean absolute percentage error
(MAPE). AMOR was proposed to be placed at eight points in Layout 1, which
provided the minimum RMSE and MAPE values. The minimum number of AMOR
units required on the production floor is seven, with placements at certain points in
Layout 1, achieving a MAPE of less than 1%.
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