AI SearchAssessing air pollution risks from electric vehicles in Bangkok : (Record no. 8739)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04123nas a2200361 a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260817163424.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 250709s20249999th u ms t 000 eng d |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | .b12462081 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | AIT RSPR no.UI-24-01 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Nawapat Choosuwan |
| 245 10 - TITLE STATEMENT | |
| Title | Assessing air pollution risks from electric vehicles in Bangkok : |
| Remainder of title | towards mitigation strategies and policy recommendations |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Pathum Thani : |
| Name of publisher, distributor, etc. | Asian Institute of Technology, |
| Date of publication, distribution, etc. | 2024 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 140 leave : |
| Other physical details | ill.+ |
| Accompanying material | 1 online resource |
| 490 1# - SERIES STATEMENT | |
| Series statement | Research studies project report ; |
| Volume/sequential designation | no. UI-24-01 |
| 500 ## - GENERAL NOTE | |
| General note | A research study submitted in partial fulfillment of the requirements for the degree of Master of Science in Urban Innovation and Sustainability |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Research Studies Project Report (M. Sc.) - Asian Institute of Technology, 2024 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Air pollution remains a critical concern in densely populated urban areas, particularly in cities like Bangkok where transportation emissions are a predominant contributor. This study aims to comprehensively understand the current situation and explore the relationship between electric vehicle (EV) adoption and air pollution risk in Bangkok, ultimately proposing effective policy recommendations for promoting EV adoption and improving air quality. The research utilized advanced machine learning models, including XGBoost, Naive Bayes, K-Nearest Neighbors (KNN), and Random Forest to assess air pollutant emission risks. The air pollutant emission risk assessment employs various air pollutants and environmental factors considered, such as CO, SO2, NO2, O3, PM2.5, PM10, wind speed (WS), wind direction (WD), relative humidity (RH), temperature, building density, road density, distance from roads, and the Normalized Difference Vegetation Index (NDVI). Pearson{u2019}s correlation was employed in the study to examine the relationship between EV charging density and air pollutant emission risk in Bangkok CBD. The findings for the current situation reveal a significant increase in Battery Electric Vehicle (BEV) registrations from 2018 to 2023, driven by technological advancements, government incentives, and rising environmental awareness. However, the study also highlights persistently high levels of particulate matter (PM2.5 and PM10) in densely populated and high-traffic areas, indicating the need for more aggressive measures to improve air quality. Key findings indicate that all models consistently identified high and very high-risk zones, particularly in the Central Business District (CBD) and along major roads, underscoring the significant impact of vehicular traffic and dense urbanization on air quality. A notable achievement of this study is the identification of a significant inverse correlation between EV charging capacity and air pollution risk, with areas of high charging capacity showing lower pollution levels. The insights and recommendations provided in this study offer a comprehensive roadmap for policymakers and stakeholders. By addressing infrastructure gaps, enhancing capacity, leveraging successful models, and fostering public-private collaboration, Bangkok can significantly reduce its environmental footprint and promote a healthier urban environment. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Air |
| General subdivision | Pollution |
| -- | Government policy |
| Geographic subdivision | Thailand |
| -- | Bangkok |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Urban pollution |
| Geographic subdivision | Thailand |
| -- | Bangkok |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Pramanik, Malay, |
| Relator term | Chairperson |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Vilas Nitivattananon, |
| Relator term | Examination Committee |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ekbordin Winijkul, |
| Relator term | Examination Committee |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Royal Thai Government Fellowship, |
| Relator term | Scholarship Donor |
| 810 2# - SERIES ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Institute of Technology. |
| Title of a work | Research studies project report ; |
| Volume/sequential designation | no. UI-24-01 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Full-Text |
| Uniform Resource Identifier | <a href="http://203.159.5.9/ait-thesis/detail.php?q=B22689">http://203.159.5.9/ait-thesis/detail.php?q=B22689</a> |
| 907 ## - LOCAL DATA ELEMENT G, LDG (RLIN) | |
| a | .b12462081 |
| b | mnarc |
| c | a |
| 902 ## - LOCAL DATA ELEMENT B, LDB (RLIN) | |
| a | 250908 |
| 998 ## - LOCAL CONTROL INFORMATION (RLIN) | |
| Operator's initials, OID (RLIN) | 0 |
| Cataloger's initials, CIN (RLIN) | 250905 |
| First date, FD (RLIN) | m |
| -- | h |
| -- | a |
| -- | 0 |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnarc |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 67-Electronic Resource |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : - |
| CREATED | CREATED : 2025-09-07 |
| RECORD Id | RECORD # : i13553999 |
| LPATRON | LPATRON : 0 |
| LCHKIN | LCHKIN : - |
| RENEWALS | # RENEWALS : 0 |
| -- | # OVERDUE : 0 |
| -- | IUSE3 : 0 |
| -- | TOT CHKOUT : 0 |
| -- | TOT RENEW : 0 |
| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Total checkouts | Full call number | Date last seen | Copy number | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 17/08/2026 | AIT RSPR no.UI-24-01 | 17/08/2026 | 1 | 17/08/2026 | 67-Electronic Resource |