effects of climate change and spatial characteristics on urban heat island in chiang mai

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ผลกระทบการเปลี่ยนแปลงภูมิอากาศกับลักษณะเชิงพื ้นที่ต ่อปรากฏการณ์ เกาะความร้อนเมืองในเขตเมืองเชียงใหม่ Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai Metropolitan Area, Thailand The 1 st Climate Thailand Conference 2010: National Risks and Opportunities in Global Climate Changes 19 21 August 2010 IMPACT Exhibition and Convention Center BANGKOK, THAILAND นำเสนอโดย อำจำรย์มำนัส ศรีวณิช คณะสถำปัตยกรรมศำสตร์และกำรผังเมือง มหำวิทยำลัยธรรมศำสตร์(ศูนย์รังสิต) E-mail: [email protected]

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ผลกระทบการเปลี่ยนแปลงภูมิอากาศกับลักษณะเชิงพื้นที่ต่อปรากฎการณ์เกาะความร้อนเมืองในเขตเมืองเชียงใหม่ (Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai Metropolitan Area, Thailand) มานัส ศรีวณิช The 1st Climate Thailand Conference 2010:National Risks and Opportunities in Global Climate Changes (Link: http://www.conference.tgo.or.th/) ABSTRACT: Chiang Mai Metropolitan Area (CMMA) is the largest city in northern of Thailand, experiencing rapid urbanization that has resulted in remarkable the urban heat island (UHI) effect which will be sure to influence the regional climate, environment, and socio-economic development. In this study, we review the use of thermal remote sensing in the study of urban climates, focusing primarily on the UHI effect and an integrated remote sensing-based approach to investigate the spatial characteristics of urban thermal environment. The LANDSAT ETM+ images from 2000 and 2006 were utilized to assess the surface urban heat island (SUHI) which will be further analyzed by investigating the relationships with several urban environment and development indices including; the Normalized Difference Vegetation Index (NDVI), Normalized Difference Water Index (NDWI), Density of Building (DenBldg), Floor Area Ratio (FAR) and Building Coverage Ratio (BCR) in the urban area of CMMA. Results show that the SUHI effect has become more prominent in areas with rapid urbanization in CMMA. It was found that the average of SUHI (Mean±S.D.) in the center of CMMA was about 20.52±1.05˚C in 2000, but this difference jumped to 28.08±1.50˚C in 2006. This could lead to an intensified the UHI effect in the urban areas. In order to analyze the relationship between surface temperatures with the spatial characteristic indices, the results of the correlation can understand impacts of the configuration and composition of spatial characteristics on local thermal environment which was the basic information for finding the reduction methods of urban temperature and the establishment of environmentally friendly urban planning in the future. Overall, remote sensing technology was an effective approach for monitoring and analyzing urban growth patterns and evaluating their impacts on urban climates.

TRANSCRIPT

Page 1: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ผลกระทบการเปล ีย่นแปลงภูมอิากาศกบัลกัษณะเชงิพ ืน้ท ีต่่อปรากฏการณ์เกาะความร้อนเมอืงในเขตเมอืงเชยีงใหม่

Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai Metropolitan Area, Thailand

The 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

19 – 21 August 2010 IMPACT Exhibition and Convention Center

BANGKOK, THAILAND

น ำเสนอโดย

อำจำรยม์ำนัส ศรีวณิช คณะสถำปัตยกรรมศำสตรแ์ละกำรผงัเมอืง มหำวิทยำลยัธรรมศำสตร(์ศนูยร์งัสิต)

E-mail: [email protected]

Page 2: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ปรากฏการณ์เกาะความร้อนเมือง (Urban Heat Island :UHI)?

Figure 1: A stylized cross-section of a typical urban heat island (from Oke, 1978) Source: http://www.sc.edu/acmooregarden/UrbanHeatIslands.htm

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

“การท่ีอุณหภูมิท่ีช้ันอากาศใกล้พืน้ดิน ในเขตชุมชนเมืองสูงกว่าพืน้ท่ีโดยรอบท่ีเป็นเขตกสิกรรมและพืน้ท่ีปกคลมุด้วยป่าไม้ ประมาณ 2-5 องศาเซลเซียส”

Page 3: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

Fig. Schematic depiction of radiation and energy fluxes over an urban and a rural area on a clear day. source: adapted from Oke, T. 1988, The urban energy balance, Progress in Physical Geography.

กระบวนการเกิดปรากฏการณ์เกาะความร้อนเมือง

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 4: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

วตัถปุระสงคข์องการวิจยั (Objectives)

1. เพ่ือติดตามสถานการณ์อุณหภมิูพ้ืนผิวเมือง (Surface Urban Heat Island: SUHI) ของเมืองเชียงใหม่ดว้ยวธีิการประยกุตใ์ชเ้ทคโนโลยดีา้นการส ารวจระยะไกล (Remote Sensing) จากขอ้มูลคล่ืนอินฟราเรดความร้อน (Thermal Infrared Band) ดาวเทียม LANDSAT

2. ศึกษาปัจจยัความสัมพนัธ์ระหวา่งอุณหภมิูพ้ืนผิวกบัปัจจยัเชิงพ้ืนท่ีไดแ้ก่ ดชันีผลต่างพืชพรรณ (NDVI), ดชันีผลต่างน ้า (NDWI), ตวับ่งช้ีค่าระดบัความหนาแน่นของเมืองโดยใช ้F.A.R. และ B.C.R.

3. ใชเ้ป็นขอ้มูลพ้ืนฐานส าหรับการก าหนดมาตรการลดอุณหภมิูพ้ืนผวิและการวางแผนเมืองท่ีเป็นมิตรต่อส่ิงแวดลอ้มต่อไป

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 5: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ÍÓàÀÍÊÒÃÀÕ

ÍÓàÀÍËÒ§´§

ÍÓàÀÍàÁ×ͧàªÕ§ãËÁè

ÍÓàÀÍÊѹ·ÃÒÂ

ÍÓàÀÍáÁèÃÔÁ

ÍÓàÀÍÊѹ¡Óᾧ

ÍÓàÀÍ´ÍÂÊÐà¡ç´

o2 0 2 4

Kilometers

¡Ãا෾ÁËÒ¹¤Ã

Ñ̈§ËÇÑ´àªÕ§ãËÁè

ࢵ¡Òû¡¤Ãͧ à¹×éÍ·Õè (µÃ.¡Á.)* ÊÑ´Êèǹ (ÃéÍÂÅÐ)ÍÓàÀÍàÁ×ͧàªÕ§ãËÁè 108.23 26.47ÍÓàÀÍ́ ÍÂÊÐà¡ç´ 17.85 4.37ÍÓàÀÍáÁèÃÔÁ 41.84 10.23ÍÓàÀÍÊѹ¡Óᾧ 22.52 5.51ÍÓàÀÍÊѹ·ÃÒ 67.01 16.39ÍÓàÀÍÊÒÃÀÕ 88.25 21.58ÍÓàÀÍËÒ§´§ 63.19 15.45ÃÇÁ·Ñé§ÊÔé¹ 408.89 100.00

¢Íºà¢µ¾×é¹·ÕèÈÖ¡ÉÒàÁ×ͧàªÕ§ãËÁèáÅлÃÔÁ³±Å

·ÕèÁÒ: ¨Ò¡¡ÒÃÇÔà¤ÃÒÐËì´éÇÂÃкºÊÒÃʹà·ÈÀÙÁÔÈÒʵÃì (GIS)

พื้นทีศึ่กษา: เมืองเชียงใหม่และอ าเภอข้างเคียง

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 6: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

พฒันำกำรกำรขยำยตวัของเมืองเชียงใหม่

RTSD Aerial Photo 1954/2497 QuickBird Satellite 2008/2551

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 7: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

RTSD Aerial Photo 1954/2497

Page 8: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

RTSD Aerial Photo 1975/2518

Page 9: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

QuickBird Satellite 2008/2551

Page 10: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ส่ีแยกกลางเวยีง ภาพถ่ายทางอากาศ เม่ือ พ.ศ. 2512 , โดย บุญเสริม สาตราภยั

Page 11: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ภาพถ่ายทางอากาศ ทางซา้ยมือของภาพคือกาดหลวง, โดย บุญเสริม สาตราภยั

Page 12: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ภาพถ่ายทางอากาศ บริเวณตลาดวโรรสและศาลเจา้ปุนเถา้กง เม่ือ พ.ศ.2515, โดย บุญเสริม สาตราภยั

Page 13: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

พ.ศ.2552 ท่ีมา:ชมรมร่มบินเชียงใหม่ http://www.chiangmaiparamotor.com

Page 14: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

พ.ศ. 2552 ท่ีมา:ชมรมร่มบินเชียงใหม่ http://www.chiangmaiparamotor.com

Page 15: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

RTSD Aerial Photo 1975/2518 QuickBird Satellite 2008/2551

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

การสูญเสียตน้ไมใ้หญ่ท่ีถูกตดัโค่นเพ่ือการก่อสร้างในเขตพ้ืนท่ีเมืองเชียงใหม่

Page 16: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ตน้ฉ าฉาสองฝ่ังถนนสายเชียงใหม่-สันก าแพง เม่ือ พ.ศ.2515,โดย บุญเสริม สาตราภยั

Page 17: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ตน้ฉ าฉาสองฝ่ังถนนสายเชียงใหม่-สนัก าแพง

Page 18: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

QuickBird Satellite 2008/2551

Page 19: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

QuickBird Satellite 2008/2551

Page 20: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

Air

Tem

pera

ture

(C

els

ius)

Date/Time

Urban

Rural สถานีท่าแพ ต.ช้างคลาน อ.เมืองเชียงใหม่

สถานีดอยสะเกด็ ต.เชิงดอย อ.ดอยสะเกด็

ท่ีมา: ข้อมลูอากาศประเทศไทย http://www.thaiweather.net

Wet Season Dry Season Dry Season

ความแตกต่างของอุณหภูมิอากาศในเขตเมืองเชียงใหม่กับนอกเขตเมืองในปี พ.ศ. 2552

Urban Heat Island Intensity

Urban Heat Island Intensity

Extend detail

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 21: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

0

5

10

15

20

25

30

35

40

45

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24

ความแตกต่างของอุณหภมูอิากาศระหว่างวันช่วงที่เกดิปรากฎการณ์เกาะความร้อน

Rural

Air

Tem

pe

ratu

re

(Cels

ius)

Heat Is

land

Inte

nsity

I February25,2009 I February 26,2009 I

Urban

Sunset Sunrise Sunset Sunrise

CLUHIT ru

Daytime Daytime Nighttime Nighttime Nighttime

ท่ีมา: ข้อมลูอากาศประเทศไทย http://www.thaiweather.net

Date/Time (hrs.)

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 22: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

Characteristics of Landsat ETM+ (Enhanced Thematic Mapper Plus) Imagery of Chiang Mai, Thailand. February18,2006.

a. Band1 (0.450-0.515µm) b. Band2 (0.525-0.605µm) c. Band3 (0.603-0.690µm) d. Band4 (0.750-0.900µm)

Visible Blue Visible Green Visible Red Near Infrared

e. Band5 (1.550-1.750µm) f. Band6 (10.40-12.50µm) g. Band7 (2.080-2.350µm)

Middle Infrared Thermal Infrared Middle Infrared

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 23: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

METHODOLOGY AND PROCESSING OF SATELLITE DATA

LANDSAT ETM+

Satellite images

March 5th, 2000 and February 18th, 2006

Thermal Infrared

Band (10.4–12.5 m) or Band 6

Conversion of digital

numbers to absolute radiance value

surface temperature in Celsius (˚C)

Radiometric and Geometric correction

Normalized difference vegetation index (NDVI)

Spectral reflectance

in ETM+ red (band3)

and near-infrared (band4)

spectral reflectance

of near-infrared

band (band4) and

mid-infrared band (band5)

redNIR

redNIR

RR

RRNDVI

MIRNIR

MIRNIR

RR

RRNDWI

Normalized difference water index (NDWI)

Relationship between urban thermal environment and spatial characteristics

(correlation analysis and scatter diagram)

GIS Vector Data

Scale 1:4,000

Building Layers Survey in 2006

Spatial Pattern Analysis

(Quadrat Count Methods) 500 x 500 meters

Calculate floor area

ratio (F.A.R.) and

building coverage ratio (B.C.R.)

(Source: Department of

Public Works and Town & Country Planning)

Page 24: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

(2)Ground-level

(3)Roof-top (4)Surface UHI (as

viewed by remote

sensor)

(1)Bird’s-eye

or plan view

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

อุณหภมูิพืน้ทีผ่ิว (Surface Urban Heat Island: SUHI)?

Page 25: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

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0.00000 24.00000 48.00000

BCR

Y = 26.1594809 + 0.0881972X

R-Squared = 0.3097

22.65100

25.22800

27.80500

30.38200

32.95900

Me

an

LS

T (

Cen

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de

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0.00000 24.00000 48.00000

BCR

Y = 26.1594809 + 0.0881972X

R-Squared = 0.3097

22.65100

25.22800

27.80500

30.38200

32.95900

Me

an

LS

T (

Cen

tigra

de

)

The unit space for spatial analysis was

built by 500m×500m GRID

การวเิคราะห์สหสัมพันธ์ร่วมกับระบบสารสนเทศภมูศิาสตร์ (GIS)

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 26: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

แนวโน้มและทศิการขยายตัวของเมืองเชียงใหม่

(a.) ปี พ.ศ. 2543 (b.) ปี พ.ศ. 2549

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 27: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

2 0 2

Kilo m eter s

Building Density

(Number of Build ing per Grid)

Retrieved from GIS data, Source: DTC P,T hailand

Grid Size: 500m.x500m.

Less than 100

101 - 200

201 - 300

301 - 400

401 - 500

More than 500

การกระจายตัวของอาคารบ้านเรือนในเขตเมืองเชียงใหม่และพืน้ทีโ่ดยรอบ

Page 28: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

2 0 2

Kilo m eter s

Floor Area Ratio (FAR)

0.0 - 0.2

0.2 - 0.4

0.4 - 0.6

0.6 - 0.8

0.8 - 1.0

1.0 - 1.5

Retrieved from GIS data, Source: DTC P,Thailand

Grid Size: 500m.x500m.

2 0 2

Kilo m eter s

Building Coverage Ratio (BCR):

(Percentage)

Statistics; M ax im um =48.00, M ean=6.89

Grid S ize: 500m .x500m .

Less than 10

10 - 15

15 - 25

25 - 30

30 - 35

Over than 35

สดัส่วนพ้ืนทีอ่าคารคลมุดินกบัระดบัความหนาแน่นของเมืองในพ้ืนทีศึ่กษา

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

(a.) สดัสว่นพืน้ท่ีอาคารคลมุดิน (b.) ระดบัความหนาแน่นของเมือง

Page 29: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

สดัส่วนพ้ืนทีอ่าคารคลมุดินกบัระดบัความหนาแน่นของเมืองในเขตเมืองเชียงใหม่

(a.) สดัสว่นพืน้ท่ีอาคารคลมุดิน (b.) ระดบัความหนาแน่นของเมือง

Page 30: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

(a.) มนีาคม พ.ศ.2543 (b.) กุมภาพนัธ ์พ.ศ.2549

การประเมินความสมบรูณ์ของพืชพรรณจากการค านวณหาดชันีผลต่างพืชพรรณ (Normalized Difference Vegetation Index: NDVI)

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 31: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

1

2

3

(a.) มนีาคม พ.ศ.2543 (b.) กุมภาพนัธ ์พ.ศ.2549

สถานการณ์การเปลีย่นแปลงของความสมบรูณ์พืชพรรณในเขตพ้ืนทีเ่มืองเชียงใหม่

Page 32: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

1

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 33: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

2 โรงเรียนปรินส์รอย์

ย่านวดัเกตการาม

รร.รถไฟ

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 34: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

3

คลองแม่

ข่า

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 35: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

การประเมินความชุ่มช้ืนจากการค านวณหาดชันีผลต่างน ้ าในเขตพ้ืนทีศึ่กษา (Normalized Difference Water Index: NDWI)

(a.) มนีาคม พ.ศ.2543 (b.) กุมภาพนัธ ์พ.ศ.2549

Page 36: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

(a.) มนีาคม พ.ศ.2543 (b.) กุมภาพนัธ ์พ.ศ.2549

สถานการณ์การเปลีย่นแปลงความชุ่มช้ืนของน ้ าในเขตพ้ืนทีเ่มืองเชียงใหม่

Page 37: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

(a.) มนีาคม พ.ศ.2543 (b.) กุมภาพนัธ ์พ.ศ.2549

การประเมินสถานการณ์การเปลีย่นแปลงอณุหภมิูพ้ืนผิวในเขตพ้ืนทีศึ่กษา (Surface Urban Heat Island: SUHI)

Page 38: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

(a.) มนีาคม พ.ศ.2543 (b.) กุมภาพนัธ ์พ.ศ.2549

Page 39: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ย่านวัดเกตุ

ย่านสันป่าข่อย

ย่านช้างเผือก

ย่านวัวลาย สนามบินเชียงใหม่

การเคหะฯหนองหอย

ย่านวิทยาลัยครู

รพ.สวนดอก ย่านกาดหลวง

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Surface Urban Heat Island (SUHI)

Page 40: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

LST 2006LST 2006LST 2000LST 2000

Distance (meters)

76600

34

.59

24

.96

500 1000 1500 2000 2500 3000 3500 4000 4500 5000 5500 6000 6500 7000

29

.96

A B

Su

rfa

ce T

em

pera

ture

C

en

tigra

de

)

LST2000

LST2006

Distance (meters)

76600

34

.59

24

.96

500 1000 1500 2000 2500 3000 3500 4000 4500 5000 5500 6000 6500 7000

29

.96

A B

Surf

ace T

em

pera

ture

C

entigra

de)

Distance (meters)

76600

34

.59

24

.96

500 1000 1500 2000 2500 3000 3500 4000 4500 5000 5500 6000 6500 7000

29

.96

A B

Surf

ace T

em

pera

ture

C

entigra

de)

0.2

23

-0.4

26

ND

VI / N

DW

I

LST NDVI

NDWI

A B

สนามบินเชียงใหม่

ในเขตคูเมืองเชียงใหม่

คาร์ฟร์ู

ยา่นวดัเกตุ สวนบวกหาด

ยา่นสนัป่าข่อย ยา่นววัลาย

ตลาดตน้ล าไย ยา่นประตูเชียงใหม่

Page 41: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

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0.00000 24.00000 48.00000

BCR

Y = 26.1594809 + 0.0881972X

R-Squared = 0.3097

22.65100

25.22800

27.80500

30.38200

32.95900

Me

an L

ST

(C

en

tig

rad

e)

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0.00000 0.72500 1.45000

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Mean NDVI

Y = 26.4673345 - 8.6954943XR-Squared = 0.3230

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30.38200

32.95900

Mean L

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BCR

Y = 26.1594809 + 0.0881972X

R-Squared = 0.3097

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-0.30000 0.03500 0.37000

Mean NDVI

Y = 26.4673345 - 8.6954943XR-Squared = 0.3230

22.65100

25.22800

27.80500

30.38200

32.95900

Mean L

ST

(C

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-0.40000 -0.13000 0.14000

Mean NDWI

Y = 23.8166632 - 16.6466089XR-Squared = 0.7565

22.65100

25.22800

27.80500

30.38200

32.95900

Me

an L

ST

(C

en

tig

rad

e)

(a) (b)

(d)(c)

(e)

Land Surface Temperature (LST)

Normalized Difference

Vegetation Index (NDVI)

Normalized Difference

Water Index (NDWI)

Correlation Analysis between land surface

temperature (LST), NDVI and NDWI

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 42: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

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Mean NDVI

Y = 26.4673345 - 8.6954943XR-Squared = 0.3230

22.65100

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30.38200

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Mean L

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-0.40000 -0.13000 0.14000

Mean NDWI

Y = 23.8166632 - 16.6466089XR-Squared = 0.7565

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30.38200

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Y = 26.1594809 + 0.0881972X

R-Squared = 0.3097

22.65100

25.22800

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1.000 406.000 811.000

Building Density

Y = 26.1868939 + 0.0052722X

R-Squared = 0.2250

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-0.30000 0.03500 0.37000

Mean NDVI

Y = 26.4673345 - 8.6954943XR-Squared = 0.3230

22.65100

25.22800

27.80500

30.38200

32.95900

Mean L

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(C

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-0.40000 -0.13000 0.14000

Mean NDWI

Y = 23.8166632 - 16.6466089XR-Squared = 0.7565

22.65100

25.22800

27.80500

30.38200

32.95900

Me

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0.00000 0.72500 1.45000

FAR

Y = 26.3296847 + 3.9614258XR-Squared = 0.2525

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32.95900

Mean L

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-0.30000 0.03500 0.37000

Mean NDVI

Y = 26.4673345 - 8.6954943XR-Squared = 0.3230

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30.38200

32.95900

Mean L

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-0.40000 -0.13000 0.14000

Mean NDWI

Y = 23.8166632 - 16.6466089XR-Squared = 0.7565

22.65100

25.22800

27.80500

30.38200

32.95900

Me

an L

ST

(C

en

tig

rad

e)

(a) (b)

(d)(c)

(e)

Land Surface Temperature (LST)

Floor Area Ratio (FAR)

Building Coverage Ratio (BCR)

Density of Building

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Correlation Analysis between land surface temperature

(LST), F.A.R. and B.C.R.

Page 43: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ตลาดวโรรส

วดัแสนฝาง

ตลาดวโรรส

วดัแสนฝาง

Page 44: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai
Page 45: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai
Page 46: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

Chiang mai Business Park Chiang mai Business Park

Page 47: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

มาตรการลดอณุหภูมิพืน้ผิวและการวางแผนเมืองที่

เป็นมิตรต่อส่ิงแวดล้อม

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 48: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai
Page 49: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

Parking Lot Shade

Cool Roofing

Page 50: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

หลงัคาเขียว (Green roof)

Page 51: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ศ. เดชา บญุค า้, แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

หลงัคาเขียว (Green roof)

Page 52: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

Fukuoka, Japan

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

Page 53: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ก าแพงเขียว (Green walls)

การปกคลุมผนงัอาคารดา้นถูกแดดดว้ยพืชพรรณ

ตน้ไมจ้ะลดการแผรั่งสีดว้ยการดูดซบัพลงังานแสงแดดและคายน ้าเพื่อท าความเยน็

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

Page 54: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

แนวคดิเชิงการผงัเมือง (ความสัมพนัธ์ระหว่างความหนาแน่นกบัทีเ่ว้นว่าง)

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

Page 55: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

แนวคดิเชิงการผังเมือง (ความสัมพนัธ์ระหว่างความหนาแน่นกบัทีเ่ว้นว่าง)

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 56: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

แนวคดิเชิงการผังเมือง (ความสัมพนัธ์ระหว่างความหนาแน่นกบัทีเ่ว้นว่าง)

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 57: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

แนวคดิเชิงการผังเมือง (ความสัมพนัธ์ระหว่างความหนาแน่นกบัทีเ่ว้นว่าง)

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 58: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

แนวคดิเชิงการผังเมือง (ความสัมพนัธ์ระหว่างความหนาแน่นกบัทีเ่ว้นว่าง)

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 59: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

แนวคดิเชิงการผังเมือง (ความสัมพนัธ์ระหว่างความหนาแน่นกบัทีเ่ว้นว่าง)

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 60: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

การแบ่งขัน้ตอนการพฒันาทางกายภาพ

การพัฒนาระยะแรก การพัฒนาระยะกลาง การพัฒนาระยะสุดท้าย ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 61: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

Page 62: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

Page 63: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

Page 64: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

หมู่บ้าน Ballwin Hills ในนครลอสแองเจลลิส พ.ศ. 2472

ศ. เดชา บุญค า้ , แนวคิดการเพ่ิมพืน้ท่ีสีเขียวในภาคธุรกิจเอกชน: 2552

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 65: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai
Page 66: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

THE 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

Page 67: Effects of Climate Change and Spatial Characteristics on Urban Heat Island in Chiang Mai

จบการน าเสนอ, ขอบคุณทุกท่านครบั.

เสนอโดย อาจารยม์านสั ศรีวณิช คณะสถาปัตยกรรมศาสตร์และการผงัเมือง มหาวทิยาลยัธรรมศาสตร์

The 1st Climate Thailand Conference 2010:

National Risks and Opportunities in Global Climate Changes

19 – 21 August 2010 IMPACT Exhibition and Convention Center