Prophet Model Performance Analysis for Jakarta Air Quality Forecasting

Setianingrum, Anif Hanifa; Anggraini, Nenny; Ikram, Muhammad Fadhli Dzil

doi:10.1109/citsm56380.2022.9936037

Cited by 4 publications

(2 citation statements)

References 7 publications

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“…As air quality in Jakarta worsens, with the city ranking sixth in the world for worst air quality and an AQI value of 156 (unhealthy) [13], there is indeed a growing concern about the financial burden placed on BPJS Kesehatan's budget due to increased health claims caused by air pollution-related illnesses. Air pollution can lead to various health issues, including respiratory and cardiovascular diseases, asthma, chronic obstructive pulmonary disease (COPD), bronchitis, allergic rhinitis, attention deficit hyperactivity disorder (ADHD) in children, and premature deaths in infants [14].…”

Section: West Science Business and Managementmentioning

confidence: 99%

“…To address this issue, it is crucial for the government and society to take necessary steps towards air quality control and improvement. Forecasting air quality can be helpful in this regard, as it allows for better planning and implementation of pollution control measures [13]. Additionally, efforts should be made to reduce emissions from motorized vehicles and other sources of pollution, as well as to improve public…”

Section: West Science Business and Managementmentioning

confidence: 99%

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Financial Impact of Air Pollution on BPJS Health Budget: Case Study of Financial Impact Due to Increased Health Claims Due to Air Pollution

Alfiana,

Moridu,

Afifah

2023

WSBM

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Air pollution poses a significant threat to public health and the financial sustainability of the healthcare system, especially in densely populated urban areas such as Jakarta, Indonesia. This study investigates the financial impact of air pollution on the BPJS Kesehatan budget in Jakarta, focusing on the increase in health claims caused by air pollution-related diseases. A mixed methods approach, including quantitative data analysis and qualitative insights from stakeholders, was used to provide a comprehensive understanding of the issue. The quantitative analysis showed a significant positive relationship between air pollution indicators (PM2.5, NO2) and health claims, as well as large direct and indirect costs associated with air pollution-related healthcare expenditure. Qualitative findings highlighted factors contributing to the increase in health claims, including worsening air quality, lack of preventive measures, and challenges in healthcare access. This research provides recommendations to policymakers to address air pollution, improve healthcare outcomes, and maintain the financial health of the BPJS Kesehatan system. This research underscores the urgency of addressing air pollution as a public health and economic necessity.

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Section: West Science Business and Managementmentioning

confidence: 99%

Section: West Science Business and Managementmentioning

confidence: 99%

Financial Impact of Air Pollution on BPJS Health Budget: Case Study of Financial Impact Due to Increased Health Claims Due to Air Pollution

Alfiana,

Moridu,

Afifah

2023

WSBM

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Automated Prediction of Air Pollution Conditions in Environment Monitoring Systems

Białka,

Zajęcka,

Brzoza-Zajęcka

et al. 2024

Computational Science – ICCS 2024

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Data Analysis of Indoor Air Quality with and without HEPA Filter in Air Purifier (Study Case: East Jakarta Residential Area)

Bhakti,

Endah Lestari,

Wandy

2023

E3S Web Conf.

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Humans in good health breathe air containing 21% oxygen 12 times per minute at rest. The number of breaths increases as people engage in activities. Humans need clean air to live. Therefore, measuring indoor and outdoor air quality is essential for a better lifestyle. Some circumstances and causes may impact the outcome in fine particulate matter PM2.5. Air purifiers and filtration systems were needed to be tested in East Jakarta, Indonesia, to improve indoor air quality. Different filter types are used to categorize air purifiers. HEPA filters have been created and enhanced as part of continual efforts to preserve clean, breathable air. Air purifiers decrease particulate matter with HEPA filters. This study aimed to determine how an air purifier's HEPA filter impacts air quality in a residential area of East Jakarta, Indonesia. This research contributes to a solution whether to use or not to use air purifiers indoors to have better air quality. The air quality in the East Jakarta residential area during the research period was shown to be directly improved from 8.88 to 10.49 mg/m3 with standard deviations of 9.01 to 10.18 mg/m3 for particulate matters when an indoor air purifier with a HEPA filter turned on in seven days.

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Prophet Model Performance Analysis for Jakarta Air Quality Forecasting

Cited by 4 publications

References 7 publications

Financial Impact of Air Pollution on BPJS Health Budget: Case Study of Financial Impact Due to Increased Health Claims Due to Air Pollution

Financial Impact of Air Pollution on BPJS Health Budget: Case Study of Financial Impact Due to Increased Health Claims Due to Air Pollution

Automated Prediction of Air Pollution Conditions in Environment Monitoring Systems

Data Analysis of Indoor Air Quality with and without HEPA Filter in Air Purifier (Study Case: East Jakarta Residential Area)

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