ACRS2021

TABLE OF CONTENTS

SENSOR AND PLATFORM

1. MAIZE CROP PHENOTYPING FOR DISEASE RESISTANCE
USING UAV MULTISPECTRAL DATA ACRS21_017
Onisimo Mutanga and Walter Chivasa

2. DEVELOPMENT OF INTEGRATED SRA-BASED DATA VISUALIZATION PLATFORM FOR THE PREDICTION AND
RESPONSE OF FLOODS AND DROUGHTS ACRS21_040
Insun Park, Yeong-Cheol Choi, Yu-Yeon Lee and Yun-Jae Choung

3. TURNTABLE-BASED AND ARTIFICIAL TEXTURE AIDED PHOTOGRAMMETRIC 3D RECONSTRUCTION AND
SPECIFICATION MEASUREMENT OF SHUTTLECOCK ACRS21_056
Sih-Han Wang and Jen-Jer Jaw

4. ASSESSING INTER-SENSOR ALIGNMENT OF DIWATA-2’S
HIGH PRECISION TELESCOPE ACRS21_060
Kristian R. Monay, Fritz Rhaem M. Olivar, Benjamin Jonah P. Magallon,
Paul Leonard Atchong C. Hilario and Czar Jakiri S. Sarmiento

5. HIGHER GEOMETRIC ACCURACY USING GPS DERIVED
GROUND CONTROL POINTS FOR LULC ANALYSIS ACRS21_075
Muhammad Yazrin Yasin, Jamalunlaili Abdullah, Norzailawati Mohd Noor, Nisfariza Mohd Noor and Mariney Mohd Yusoff

6. SMAP AND SENTINEL-1 DATA ASSIMILATION TO IMPROVE SUGARCANE GROWTH MONITORING ACRS21_090
Apimook Phusiripaiboon and Anuphao Aobpaet

7. FEATURE SELECTION OF EEG SIGNALS FOR EMOTIONAL STATE CLASSIFICATION IN MACHINE LEARNING ACRS21_098
Zin War Oo and Khine Khine Oo

8. APPLICATION COMPARISON OF 3D TERRESTRIAL LASER SCANNING BETWEEN TERRAIN AND NON – TERRAIN OBJECTS ACRS21_102
Hanh Hong Tran, Cuong Sy Ngo and Anh Van Tran

9. UNMANNED AERIAL SYSTEMS FOR IMPROVING AGRICULTURE PRODUCTIVITY: CASE STUDY OF COFFEE PLANTATION MAPPING AND MONITORING IN VIETNAM ACRS21_131
Pham Xuan Hoan, Hoang Van Anh, Pham Thanh An, Le Dai Ngoc,
Le Thi Kim Dung and Tran Hung

10. DATA ACQUISITION TECHNIQUES ON EXISTING HISTORICAL BUILDING BASED ON BUILDING INFORMATION MODELING (BIM) USING CLOSE-RANGE METHOD IN BALI ACRS21_132
Ketut Tomy Suhari, Asep Yusup Saptari and Hasannudin Z. Abidin

11. CALIBRATION AND VALIDATION OF AN AIRBORNE HYPERSPECTRAL SCANNING IMAGER FOR AGRICULTURAL MISSIONS ACRS21_154
Mara Alain Maestro, Micherene Clauzette Lofamia, Ralph Aaron Aguinaldo, Andrew Rafael Bañas and Maricor Soriano

12. PAYLOAD CHARACTERIZATION OF AN AIRBORNE PUSH-BROOM HYPERSPECTRAL IMAGER ACRS21_155
Micherene Clauzette Lofamia, Mara Alain Maestro, Ralph Aaron Aguinaldo, Andrew Rafael Bañas and Maricor Soriano

13. INSPECTIONS OF HYDRAULIC AND SLOPE STABILITY STRUCTURES WITH UAV-BASED HIGH DEFINITION THERMAL CAMERA ACRS21_206
Yi-Min Huang, Mei-Ling Yeh and Tien-Yin Chou

14. A SAR ATR METHOD USING WVV DESCRIPTOR OF A SUBSET
OF SCATTERING CENTERS ACRS21_218
Sumi Lee and Sang-Wan Kim

15. SEA SURFACE KA-BAND DOPPLER SCATTEROMETRY
AT HIGH WIND SPEED: A FIELD EXPERIMENT ACRS21_226
Yury Yu. Yurovsky, Vladimir N. Kudryavtsev,
Semyon A. Grodsky and Bertrand Chapron

16. AN APPROACH FOR OPTIMIZING HYDROLOGICAL PARAMETERS
AT RIVER BASIN SCALE USING OPEN SENSOR NETWORKS ACRS21_243
E.J. Warusavitharana, P.K.S. Mahanama, R. Ratnayake,
B.H. Sudantha and M. Cannata

17. RADIOMETRIC CONSISTENCY INTERCOMPARISON OF GF-5,
ZY-1-02D AND LANDSAT 8 ACRS21_248
Siqi Feng, Tao He, Lizhen Lei and Chao Lin

18. ESTIMATION OF TREE HEIGHT UNDER TRANSMISSION SYSTEM USING INTERFEROMETRIC SAR (INSAR) ACRS21_254
Tamer ElGharbawi, Junichi Susaki, Kamolratn Chureesampant,
Chomchanok Arunplod, Juthasinee Thanyapraneedkul and Thip Limlahapun

ALGORITHM AND IMAGE PROCESSING

19. EXTRACTING ROCK INFORMATION BASED ON
INTEGRATED CONVOLUTIONAL NEURAL NETWORK AND
IMAGE PROCESSING TECHNOLOGY ACRS21_010
Jiangying Wang, Yun Zhou and Miaofen Huang

20. GROUND OBJECT CLASSIFICATION ALGORITHM BASED ON ZHUHAI-1 SATELLITE HYPERSPECTRAL IMAGE ACRS21_011
Yun Zhou, Jiangying Wang and Miaofen Huang

21. A NOVEL METHOD FOR MEASUREMENT OF ORIENTATION OF
ROCK JOINTS FROM POINT CLOUD BY FACET AMALGAMATION APPROACH ACRS21_013
Anthony C.T. So, W.K. Leung and Jeffrey C.F. Wong

22. AN ANALYSIS ON THE OPTIMAL SEGMENTATION OF VHR SATELLITE RGB IMAGES ACRS21_015
Jiyoon Moon and Kwangjae Lee

23. MODELLING SOIL ORGANIC CARBON STOCKS
UNDER COMMERCIAL FORESTRY IN KWAZULU-NATAL
SOUTH AFRICA USING TOPO-CLIMATE VARIABLES ACRS21_018
Omosalewa Odebiri, John Odindi, Onisimo Mutanga and Kabir Peerbhay

24. ATMOSPHERIC CORRECTION FOR INLAND WATERS USING ARTIFICIAL NEURAL NETWORKS ACRS21_022
Oanh Thi La, Chao-Hung Lin, Ha Nguyen Thi Thu,
Manh Van Nguyen and Bo-Yi Lin

25. SPECKLE FILTERING AND PHYSICAL SCATTERING DECOMPOSITION FOR ALOS-2 PALSAR-2 POLARIMETRIC MOSAIC ACRS21_029
Ken Yoong LEE, Chen Guang HOU,
Soo Chin LIEW and Leong Keong KWOH

26. OBJECT-BASED CLASSIFICATION USING MASK R-CNN AND CNN FROM VERY HIGH-RESOLUTION IMAGERY ACRS21_043
Batbold Badamdorj and Bolorchuluun Chogsom

27. IDENTIFICATION OF PERSISTENT INFRARED EMITTERS IN ASIA
WITH VIIRS NIGHTFIRE DATA: 2012-2020 ACRS21_062
Christopher D. Elvidge, Mikhail Zhizhin, Feng Chi Hsu,
Tilottama Ghosh and Tamara Sparks

28. RELATING THE SPATIAL RESOLUTION AND SENSOR
DEGRADATION OF DIWATA-2’S HIGH PRECISION TELESCOPE
USING EDGE DETECTION ACRS21_063
Fritz Rhaem M. Olivar, Kristian R. Monay,
Benjamin Jonah P. Magallon and Czar Jakiri S. Sarmiento

29. BI-TEMPORAL RADIOMETRIC NORMALIZATION OF LANDSAT 8 IMAGES USING PSEUDO-INVARIANT FEATURES ACRS21_065
Gabriel Yedaya Immanuel Ryadi and Chao Hung Lin

30. A REVIEW OF LAND CHANGE MODELLING TECHNIQUES
USING REMOTE SENSING AND GIS ACRS21_072
Basam Dahy, Salem Issa and Nazmi Saleous

31. MODEL-BASED POINT CLOUD RECONSTRUCTION OF
EXCAVATION SITE FOR BURIED PIPE MANAGEMENT ACRS21_078
Kouki Kurita and Masafumi Nakagawa

32. POINT CLOUD RECONSTRUCTION OF TEXTURE LESS REGIONS WITH TOPOLOGY CONSTRAINTS BETWEEN CORRESPONDING POINTS ACRS21_079
Yuichiro Yamaguchi and Masafumi Nakagawa

33. VEHICLE DETECTION FROM UAV REMOTE SENSING IMAGES
USING DEEP LEARNING ACRS21_087
Luwen Tan and Hasi Bagan

34. DEEP LEARNING FOR SEMANTIC SEGMENTATION OF CORAL
IMAGES IN UNDERWATER PHOTOGRAMMETRY ACRS21_097
Ming Li, Armin Gruen and Hanqi Zhang

35. A CONVNET-BASED MARINE ANIMALS AUTOMATIC DETECTION
AND REMOVAL SYSTEM IN UNDERWATER PHOTOGRAMMETRY
ACRS21_104
Jiageng Zhong, Ming Li, Jiangying Qin and Yuxin Cui

36. STUDY OF TERRESTRIAL LASER SCANNING INTENSITY DATA
FOR THE BOSSCHA OBSERVATORY BUILDING’S MATERIAL CLASSIFICATION ACRS21_106
Gusti Ayu Jessy Kartini, Sepki Utomo and Hary Nugroho

37. DETECTION METHOD OF CONVALLARIA KEISKEI USING CNN
AND FUZZY C-MEANS ACRS21_108
Hikaru Shirai, Yoichi Kageyama, Daisuke Nagamoto, Yuki Kanamori,
Naoki Tokunaga, Teruo Kojima and Masae Akisawa

38. EVALUATION OF ATMOSPHERIC CORRECTION METHODS FOR SENTINEL-2 IMAGERY IN THE SPECTRAL IDENTIFICATION OF
POPLAR (POPULUS DELTOIDES BARTR.) SPECIES ACRS21_121
Taskin Kavzoglu, Hasan Tonbul and Ismail Colkesen

39. EXTRACTION OF VERY-HIGH RESOLUTION TOPOGRAPHY FROM
TRI-STEREO KOMPSAT-3 IMAGERY THROUGH REFINED
GEOMETRIC MODELING ACRS21_123
Nash Frederic M. Prado, Joshua Frankie B. Rayo, Julius M. Judan,
Harold Bryan S. Paler, Katrina T. Mina and Alvin E. Retamar

40. LIDAR SCAN MATCHING WITH PPP-RTK FOR 3D FARM MAPPING ACRS21_125
Masafumi Nakagawa, Sayaka Yokoyama, Tomohiro Ozeki, Nobuaki Kubo, Hiromune Namie, Masashi Yoshida and Yoshihiro Iwaki

41. PIXEL BASED LAND COVER CHANGE DETECTION ANALYSIS AND PREDICTION USING REMOTE SENSING AND GIS TECHNIQUES
A CASE STUDY OF MANDALAY CITY, MYANMAR ACRS21_137
Aye Mya Thein, Zin Mar Lwin and Myint Myint Sein

42. APPLICABLE MEAN-SHIFT FILTERING PARAMETERS FOR MAPPING
OF WEED IN CASSAVA FIELDS BASED ON UAV IMAGES ACRS21_146
Apinya Boonrang, Tanakorn Sritarapipat and Pantip Piyatadsananon

43. SURFACE REFLECTANCE CORRECTION USING CONSTRAINED HARMONIZATION FOR OPTICAL SATELLITE IMAGERY ACRS21_172
Lino Garda Denaro and Chao-Hung Lin

44. EMBEDDING WATERMARK ON DIGITAL AERIAL PHOTO
IN GEOTIFF FORMAT USING DISCRETE WAVELET TRANSFORM
AND DISCRETE COSINE TRANSFORM ACRS21_174
Dadan Ramdani and Florence Elfriede Sinthauli Silalahi

45. WEED IDENTIFICATION USING VEGETATION INDICES AND MULTISPECTRAL UAV IMAGING ACRS21_181
Noor Asim, Muhammad Shahzad Sarfraz, Muhammad Ahmad,
Numan Shafi and Muhammad Husnain

46. 3D OBJECT DETECTION FROM MOBILE LIDAR POINT CLOUD
WITH DEEP LEARNING ACRS21_183
Muhammed Enes Atik and Zaide Duran

47. CLASSIFICATION FOR URBAN SPRAWL ANALYSIS OF MUMBAI METROPOLITAN REGION (MMR) ACRS21_194
Varsha Bhosale and Archana Patankar

48. IMAGE MOSAICING FOR UAV-BASED PUSHBROOM
HYPERSPECTRAL IMAGING ACRS21_201
Ralph Aaron Aguinaldo, Mara Alain Maestro, Micherene Clauzette Lofamia, Andrew Rafael Bañas and Maricor Soriano

49. A WEB-BASED APPLICATION UTILIZING CONVOLUTIONAL
NEURAL NETWORK (CNN) METHOD FOR DETECTING RICE PLANT DISEASES IN BUTUAN CITY, PHILIPPINES ACRS21_223
Monalaine M. Bermoy, Idem Coquilla1 and Michelle V. Japitana

50. DEEP LEARNING-BASED UAV AERIAL TRIANGULATION
WITHOUT IMAGE CONTROL POINTS ACRS21_240
Jiageng Zhong, Ming Li, Jiangying Qin and Hanqi Zhang

51. ESTIMATING FIRE TEMPERATURE WITH SHORT-WAVE
INFRARED BANDS OF HIGH RESOLUTION SATELLITES ACRS21_245
Soo Chin Liew

52. AN ALGORITHM FOR THE DIRECT ESTIMATION OF NDVI
WITH LANDSAT TOA REFLECTANCE ACRS21_250
Qingwei Wu and Tao He

53. ESTIMATION OF HOT MUDFLOW CURRENT USING LONG TERM DINSAR ACRS21_252
Josaphat Tetuko Sri Sumantyo

GEOGRAPHIC INFORMATION SYSTEMS (GIS) AND WEB GIS

54. GIS BASED ACCESSIBILITY RESEARCH OF THE COMMUNITY PHARMACY SERVICES IN DISTRICTS WITH HIGH NUMBER OF
COVID-19 CASES DURING PANDEMIC IN ISTANBUL ACRS21_006
A. Ozgur Dogru and Dursun Zafer Seker

55. EXPLORING URBAN LAND USE CHANGE USING GIS
INTEGRATED GEOSTATISTICAL ANALYSIS REFERENCE
TO COLOMBO URBAN FRINGE, SRILANKA ACRS21_020
P.R.K.C. Bandara and K.G.P.K. Weerakoon

56. DEMONSTRATIONAL EXPERIMENT FOR THE EARLY DETECTION METHOD OF WANDERING DEMENTIA PATIENTS BY USING GNSS ACRS21_030
Yoshiyuki Takumi, Masaaki Shikada, Riwa Nakamoto and Hidenobu Kanda

57. COVID-19 GEO-SPATIAL BIG DATA ANALYSIS OF POPULATION MORTALITY FOR COUNTRIES SITUATED AT LATITUDES
BETWEEN 64°N AND 35°S ACRS21_034
Ms. Aditi Verma, Ms. Aosenla Pongen and Dr. Arun Kumar Verma

58. GEO-SPATIAL BIG DATA ANALYSIS OF COVID-19 FOR SOUTHEAST ASIAN COUNTRIES SITUATED AT LATITUTE BELOW 38°N ACRS21_037
Ms. Aosenla Pongen and Dr. Arun Kumar Verma

59. ANALYSIS OF KEYHOLE TOMB-LIKE TOPOGRAPHY OF ORONO-SHIMA ISLAND-ORIGINS OF THE ANCIENT TOMB SYSTEM IN JAPAN? ACRS21_038
Yamaguchi Tetsuya and Susumu Ogawa, Moriyama Toshiyuki,
Taniguchi Yukiya and Shiraishi Haruhiro

60. LAND SUITABILITY ASSESSMENT FOR POULTRY FARMS IN
DAVAO CITY USING GEOGRAPHIC INFORMATION SYSTEM (GIS)
AND FUZZY ANALYTIC HIERARCHY PROCESS (FAHP) ACRS21_048
Ken Neth Marie Labra, Joseph Acosta,
Leo Manuel Estaña and Maynard Usares

61. SPATIAL ANALYSIS FOR FREE-RANGE DUCKS: A STUDY AREA
OF PATHUM THANI PROVINCE, THAILAND ACRS21_070
Anisara Pensuk Tibkaew, Nutpiputh Kongsompoj, Anchalee Suksri,
Sittipat Marayart and Kulapramote Prathumchai

62. REMOTE SENSING AND GIS WEB-BASED SYSTEM FOR
PROTECTION AND RESTORATION OF MANGROVE (E-PESISIR)
IN MALAYSIAN’S COASTLINE ACRS21_086
Siti Nor Afzan Abdul Habib, Mohd Fairuz Fuazi,
Ruzaini Abdul Rasid and Jamal Shuhaily bin Shahar

63. MYMARHALAH: A SMART NAVIGATION MOBILE APPLICATION
FOR MUSAFIR IN MALAYSIA USING GIS AND RELATED TECHNOLOGIES ACRS21_111
Adnan Ismail, Mohamad Faisal Mohamed Yusof,
Norafiza Saleha Sahlan, Samsuddin Omar, Siti Nordiana Mohd Rabai, Syahidah Fariza Moh Esa, Abdul Ghaffar Surip, Khairul Anuar Yazid,
Nur Amie Ismail and Ridzuan Awang

64. THIN PLATE SPLINE IN DETERMINING 500 YEARS MORPHOLOGY EVOLUTION OF HISTORICAL CITY OF MELAKA ACRS21_114
Marina Mohd Nor, Norzailawati Mohd Noor and Sadayuki Shimoda

65. COMPARATIVE ASSESSMENT OF RURAL DEVELOPMENT PROGRAMMES IN PANCHAYATS OF HIMACHAL PRADESH
USING GEO-INFORMATICS ACRS21_115
Meher Kaushal, Sunil Sharma and Brijesh Saklani

66. SITE SUITABILITY ANALYSIS FOR A NUCLEAR POWER PLANT
USING GIS AND AHP TECHNIQUE – SRI LANKA ACRS21_126
Dharmapala D.B.A.U., Rupasinghe A.R. and Gunawardena G.M.W.L.

67. APPLICATION OF WEB-BASED MODEL IN LAND POOLING:
A CASE STUDY OF SYANGJA, GUTHIM ACRS21_133
Bikash Sapkota and Krishna Prasad Bhandari

68. SPATIAL ANALYSIS ON THE URBAN CHANGES OF
TANINTHARYI TOWN IN MYANMAR ACRS21_136
Khin Mar Yee, Maung Maung Than, Mu Mu Than,
Than Soe Win and Aye Mya Thein

69. GIS-BASED ASSESSMENT OF COASTAL TOURISM VULNERABILITY
TO CLIMATE CHANGE – CASE STUDY IN DANANG CITY, VIETNAM ACRS21_139
Tran Thi An, Le Ngoc Hanh, Saizen Izuru, Truong Phuoc Minh,
Vo Van Minh, Nguyen Thi Kim Thoa and Nguyen Vinh Long

70. SPATIAL ANALYSIS ON THE PATTERNS AND REASONS OF MIGRATION IN A SATELLITE TOWN, YANGON REGION ACRS21_151
Mu Mu Than, Khin Mar Yee, Tin Tin Mya and Thida Win

71. HOTEL LOCATIONS IN A TOURISM DESTINATION: A SPATIAL ANALYSIS APPROACH ACRS21_156
Idham Riandhika Amanda and Dyah Lestari Widaningrum

72. ANALYSIS OF TOURIST BEHAVIOR AND INTEREST BY
GEOTAGGED PHOTOS ACRS21_162
Tetsuya Ebata and Yusuke Kimura

73. SYSTEMATIC REVIEW ON DIGITAL TOOL APPROACHES FOR COMPREHENSIVE URBAN WASTE MONITORING ACRS21_188
Norzailawati Mohd Noor, Helmi Zulhaidi Mohd Shafri, Khairul Nizam Maulud, M.Zainora Asmawi, Hirose Kazuyo and Lyes Makroui

74. MORAN’S I SPATIAL AUTOCORRELATION OF COVID-19 INFECTION RATES: IS THERE SUCH IN BUTUAN CITY? ACRS21_200
Cheryl T. Gallor, Jerome T. Remetar and Kendel P. Bolanio

75. GEO-SPATIAL BIG DATA ANALYSIS OF COVID-19 SPECTRUM ENVELOPE OF FIRST AND SECOND WAVE OF THE OUTBREAK
IN THE SOUTHEAST ASIAN REGION ACRS21_203
Wapangsenla Imchen, Aditi Verma, Dr. Resenmenla Longchar,
Aosenla Pongen and Dr. Arun Kumar Verma

76. MInDSEt: A GEOSPATIALLY ENABLED INTEGRATED DATA
SHARING ENVIRONMENT FOR MINDANAO, PHILIPPINES ACRS21_217
Meriam Makinano-Santillan, Jojene R. Santillan,
Edsel Matt O. Morales and Elbert S. Moyon

77. USING MAXENT IN FINDING SUITABLE LOCATIONS FOR ESTABLISHING FALCATA TREE PLANTATIONS IN CARAGA
REGION, MINDANAO, PHILIPPINES ACRS21_219
Jojene R. Santillan, Arnaldo C. Gagula and Meriam Makinano-Santillan

78. EXPLORING THE SPATIAL LINKAGES BETWEEN TOURIST ATTRACTION LOCATION WITH SURROUNDING FACILITIES
IN BANDUNG CITY, INDONESIA ACRS21_220
Felix Malvian and Dyah Lestari Widaningrum

79. THE SPATIAL AND SOCIAL PATTERNING OF HEALTH CARE FACILITIES IN GREATER JAKARTA, INDONESIA ACRS21_221
Patricia Wijaya and Dyah Lestari Widaningrum

80. DETERMINATION OF HIGH-RISK MUNICIPALITY OF COVID-19
CASE IN AGUSAN DEL SUR, MINDANAO, PHILIPPINES
USING GIS APPROACH ACRS21_229
Arnaldo C. Gagula, Lorie Cris S. Asube and Douglas O. Dumaplin Jr.

81. DETERMINATION OF THE POTENTIAL HEADS FOR HYDROPOWER PLANTS USING GEO-SPATIAL TECHNOLOGY: A CASE STUDY OF
THE 8 MAJOR RIVER BASINS OF MINDANAO, PHILIPPINES ACRS21_236
Augustini Ave O. Paduganan, Jefferson R. Vallente Jr.,
Nico Miguel C. Tabanas, Rogelio C. Golez Jr. and Julemer Ann G. Aying

82. UTILIZING GIS TECHNIQUES FOR STUDYING SPATIAL DISTRIBUTION PATTERNS OF GREEN LOGISTICS ACTIVITIES UNDER PANDEMIC SITUATION: A CASE STUDY IN THAILAND ACRS21_241
Yaowaret Jantakat, Pradeep Kumar Shrestha, Pongpun Juntakut,
Champhak Jantakat and Porntip Ueathammataworn

83. GUIDELINES FOR CREATING WEB GIS APPLICATION FOR
TREES’ MAP ON ARCGIS SERVER AND OPEN SOURCE GIS SOLUTION: THE CASE OF NONGRAWEING AREA, THAILAND
ACRS21_256
Rawipa Banklang and Yaowaret Jantakat

84. GIS MODELLING FOR CHECKING BOUNDARY OF LAND PARCEL
IN THAILAND ACRS21_258
Phakphum Soobkampang, Yaowaret Jantakat and Surachart Chaikampha

CLOUD COMPUTING, BIG DATA AND AI IN REMOTE SENSING

85. CENTROID-UNET: DETECTING CENTROIDS IN AERIAL IMAGES
ACRS21_027
N. Lakmal Deshapriya, Dan Tran, Sriram Reddy and Kavinda Gunasekara

86. RESULTS OF APPLYING STANDARDIZED METHODS OF HYDROGRAPHIC DATA FOR STATIONS 74162 –
SON TAY – VIET NAM ACRS21_068
Hoang Quy Nhan, Do Thi Lan and Nguyen Xuan Hoai

87. MOTION DETECTION AND TRACKING IN CONSTRUCTION
SPACE USING TEMPORAL POINT CLOUDS ACRS21_073
Gai Ozaki and Masafumi Nakagawa

88. SHIP DETECTION AND CLASSIFICATION FOR KOMPSAT
OPTICAL IMAGES USING DEEP LEARNING ACRS21_085
Jae Young Chang, Kwang Jae Lee and Sun-Gu Lee

89. APPLIED ARTIFICIAL NEURAL NETWORK IN THE SPATIAL PREDICTION OF LANDSLIDE HAZARDS CASE STUDY IN
THE RED RIVER BASIN, VIETNAM ACRS21_089
Xuan Quang Truong, Thi Hang Do, Xuan Luan Truong,
Ngoc Hoan Nguyen, Chi Cong Nguyen, Anh Duong Quan,
Thi Thanh Thuy Pham, Thi Thu Ha Le and Thi Hong Minh Tran

90. URBAN LAND COVER CLASSIFICATION WITH VERY HIGH RESOLUTION SATELLITE IMAGERY BY MACHINE LEARNING
ACRS21_105
Chenghua Shi, Xiaojiing Huang, Chenguang Hou and Soo Chin Liew

91. AGRICULTURAL LAND MONITORING ON AMAZON
WEB SERVICE ACRS21_134
Soravis Supavetch and Tranid Prasertsri

92. BUILDING SEGMENTATION FROM VHR AERIAL IMAGERY
USING DEEPLABV3+ ARCHITECTURE ACRS21_143
Nuran Aslantaş, Bülent Bayram and Tolga Bakırman

93. QUANTITATIVE ANALYSIS OF RELATIONSHIPS AMONG
BUILDING DENSITY, HEIGHT, LAND SURFACE TEMPERATURE,
AND POPULATION DENSITY IN TOKYO ACRS21_192
Xi Chen, Chaomin Chen, Hasi Bagan and Takahiro Yoshida

94. INSTANTANEOUS ERYTHEMAL UV-B RETRIEVAL WITH
MODERATE RESOLUTION IMAGING SPECTRORADIOMETER (MODIS) BASED ON MACHINE LEARNING METHODS ACRS21_260
Ruixue Zhao and He Tao

DISASTER MONITORING AND PREVENTION

95. IMPORTANCE OF SPACE TECHNOLOGY FOR MONITORING
AND MANAGEMENT FOREST FIRES (CASE STUDY:
SYRIAN COASTAL FORESTS) ACRS21_005
Mohamad Rukieh

96. DEVELOPMENT OF A METHOD FOR EXTRACTING DISASTER
AREAS AROUND INFRASTRUCTURES USING MULTI-TEMPORAL
SAR IMAGES ACRS21_032
Tomoya Kusunose and Junichi Susaki

97. GROUND DISPLACEMENT AFTER MW6.7 EARTHQUAKE
IN LAKE KHÖVSGÖL OF MONGOLIA DETERMINED
SENTINEL-1B SATELLITE DATA ACRS21_051
Zolzaya Lkhamsuren, Liu Da Wei, Ochirkhuyag Lkhamjav
and Bayartungalag Batsaikhan

98. GIS-AIDED PERFORMANCE SIMULATION OF GIGAQUIT DAM:
A COMPARATIVE ANALYSIS OF HYPOTHETICAL FLOODING
ACRS21_054
Lorie Cris S. Asube and Ian James P. Palulay

99. POLLUTION FORM IN NUCLEAR DISASTERS DEPENDING ON METEOROLOGICAL CONDITIONS ACRS21_057
Susumu Ogawa

100. SPATIAL ANALYSIS OF THE DROUGHT BY USING SATELLITE REMOTE SENSING AND GIS- A CASE STUDY AT MONARAGALA DISTRICT SRI LANKA ACRS21_064
Sandamali K.U.J., Chathuranga K.A.M., Ranaweera D.K.D.A.
and Kumara B.A.S.C.

101. INFLUENCE OF PROPORTION BETWEEN LANDSLIDE
AND NONE LANDSLIDE SAMPLE TO LANDSLIDE
SUSCEPTIBILITY MODELING ACRS21_092
Van-Trung Chu, Shou-Hao Chiang and Tang-Huang Lin

102. AGRICULTURAL DROUGHT DETECTION USING
THE NORMALIZED DIFFERENCE VEGETATION INDEX
AND LAND SURFACE TEMPERATURE DATA ACRS21_095
Ton Binh Minh and Shou-Hao Chiang

103. DINSAR ANALYSIS FOR TOPOGRAPHIC MODEL
INTERPRETATION OF FAULT ACRS21_099
Bolorchuluun Chogsom, Adiya-Ochir Gurdorj,
Bilguuntugs Tovuusuren and Anudari Bayarkhangai

104. ASSESSING THE AFFECTED AREA OF TYPHOON-INDUCED LANDSLIDES AND DEBRIS FLOWS ACRS21_112
Hsiao Hsuan, Chen and Shou Hao, Chiang

105. CLIMATE CHANGE, LAND USE COVER CHANGE AND ITS IMPACT ON COASTAL AREA ACRS21_118
Dewayany Sutrisno, Mulyanto Darmawan and Muhammad Helmi

106. APPLICATION OF CNN ON LANDSLIDE SUSCEPTIBILITY
ANALYSIS: CASE STUDY ON 2018 HOKKAIDO EASTERN
IBURI EARTHQUAKE ACRS21_148
Karl Malcolm N. Cordova, Tanakorn Sritarapipat
and Pantip Piyatadsananon

107. APPLYING GOOGLE EARTH ENGINE TO ASSESS THE IMPACT OF URBAN FLOODING IN NINH KIEU DISTRICT IN THE PERIOD
FROM 2018 TO 2021 ACRS21_166
Nguyen Thanh Ngan and Nguyen Hieu Trung

108. COMBINED SATELLITE OBSERVATION AND MODELING
THE WAVES IN TROPICAL CYCLONES ACRS21_176
Maria Yurovskaya, Alexis Mouche, Alexey Mironov, Fabrice Collard,
Betrand Chapron and Vladimir Kudryavtsev

109. REMOTE SENSING OF THE IMPACT OF FLASH DROUGHT
ON VEGETATION DYNAMICS OVER EAST ASIA ACRS21_180
Won-Ho Nam, Min-Gi Jeon, Dong-Hyun Yoon, Mi-Hye Yang,
Hee-Jin Lee and Young-Sik Mun

110. EVALUATING THE EFFECTS OF SALINITY INTRUSION
ON THE AGRICULTURAL LAND USE IN THANH PHU DISTRICT,
BEN TRE PROVINCE, VIETNAM ACRS21_189
Phan Kieu Diem, Nguyen Kieu Diem and Le Van Tri

111. FLOOD RISK MAPPING USING GIS-BASED MULTI-CRITERIA ANALYSIS: SONGINOKHAIRKHAN DISTRICT CASE STUDY
ACRS21_198
Batbold Badamdorj and Bolorchuluun Chogsom

112. EXTRACTION AND QUANTIFICATION OF BURN MARKS
OF WAR-DAMAGED TREES USING THE REFLECTANCE FROM TERRESTRIAL LASER SCANNER ACRS21_207
Taisei Koga and Yoichi Kunii

113. GLOCAL MONITORING FOR DISASTER INFORMATION SHARING
ACRS21_211
Kohei Cho, Osamu Uchida and Keisuke Utsu

114. A STUDY ON EVALUATING RECOVERY FROM FOREST FIRE
IN MONGOLIA USING NDVI AND NBR DERIVED FROM LANDSAT
OLI DATA ACRS21_212
Oyuntsetseg Tsogtgerel and Kohei Cho

115. GIS-BASED VULNERABILITY ASSESSMENT OF HOUSEHOLDS
TO EXTREME RAINFALL-INDUCED FLOOD HAZARD IN
BARANGAY 2, CABADBARAN CITY ACRS21_214
Lorie Cris S. Asube and Sherwin I. Decasa

116. WILDFIRE HOTSPOT CLUSTERING AND FALSE ALARM
DATA DETECTION DERIVED FROM SUOMI NPP SATELLITE
OVER THAILAND REGION ACRS21_225
Thanarporn Khanpanya, Panupat Horma, Supavit Nounkhaow,
Prasit Maksin and Wasanchai Vongsantivanich

117. APPLICATION OF SBAS-DINSAR TECHNIQUE TO INVESTIGATE
THE ASSOCIATION BETWEEN SUBSIDENCE PATTERN, GROUNDWATER LEVELS, AND RAINFALL VARIATIONS
IN CHOUSHUI RIVER ALLUVIAL FAN ACRS21_246
Nguyen Thai Vinh Truong and Ni Chuen Fa

118. SURFACE DEFORMATION ANALYSIS IN ISTANBUL, TURKEY
USING MULTI-TEMPORAL ALOS-2 DATA ACRS21_253
Ahmet Delen, Caglar Bayik, Saygin Abdikan and Fusun Balik Sanli

ENVIRONMENTAL DOMAIN

119. AGRICULTURAL MONITORING BY HIGH FREQUENCY AND HIGH RESOLUTION MULTIPLE SATELLITES AND ITS APPLICATIONS
TO HARVESTING DETECTION ACRS21_016
Takuto Shimode, Akira Iwasaki and Yoshio Inoue

120. ACTIONABLE INTELLIGENCE POLICIES (AIP) FOR WASTE MANAGEMENT IN THE EASTERN ECONOMIC CORRIDOR (EEC), THAILAND: CONCEPTS, CHALLENGES, AND OPPORTUNITIES
ACRS21_024
Khruewan Champangern and Wissawa Jenjob

121. EVALUATION AND CORRECTION OF DIFFERENT PRECIPITATION PRODUCTS OVER AKDENIZ BASIN, TURKEY ACRS21_025
Anas Hesham, Ali Danandeh Mehr and Dursun Zafer Seker

122. FORMULATION OF AN ENVIRONMENTAL RESILIENCE INDEX AS
AN INDICATOR OF SUSTAINABILITY IN SELANGOR, MALAYSIA
ACRS21_026
M.Zainora Asmawi, Sharifah Husna Syed Zainal Yussof,
Illyani Ibrahim and Wan Nurul Mardiah Wan Mohd Rani

123. A FIRE RISK MAP FOR PROTECTED AREAS OF MONGOLIA: KHANGAIN NURUU NATIONAL PARK (NP), TARVAGATAIN
NURUU NP, KHANKHOKHII SPA, ULAAN TAIGA SPA AND KHOVSGOL LAKE SPA ACRS21_033
Elbegjargal Nasanbat, Amanjol Bulkhbai, Ochirkhuyag Lkhamjav and Chuluunbaatar Tsevee-Oirov

124. THE RETRIEVAL OF CHLOROPHYLL-A CONCENTRATIONS IN INLAND WATER USING CONVOLUTION NEURAL NETWORK
ON SATELLITE IMAGERY ACRS21_053
Manh Van Nguyen, Chao-Hung Lin and Ariel C. Blanco

125. UNDERSTANDING THE IMPACT OF RIPARIAN CORRIDORS ON MICROCLIMATE (CASE STUDY: BOGOR CITY, INDONESIA)
ACRS21_080
Prita Ayu Permatasari, Vidya Nur Trissanti,
Luisa Febrina Amalo and Hefni Effendi

126. RANGE FORECASTING OF AN ENDANGERED ISLAND ENDEMIC BIRD SPECIES USING ENSEMBLE SPECIES DISTRIBUTION MODELING ACRS21_084
Isabella Pauline Quijano, Mary Joyce Flores and Chito Patiño

127. HABITAT SUITABILITY ANALYSIS OF TIGERS USING DECISION SUPPORT SYSTEM OF INDIAN BIO-RESOURCE INFORMATION NETWORK (IBIN) PORTAL ACRS21_088
Amrapali Tiwari, Sameer Saran and Kirti Avishek

128. AN ESTIMATION METHOD OF APPROPRIATE CHLOROPHYLL-
A CONCENTRATIONS VIA THE LINEAR COMBINATION INDEX
FOR SENTINEL-2/MSI DATA IN HIROSHIMA BAY ACRS21_094
Yoshinari Oguro, Tomohisa Konishi, Seiji Ito and Chiemi Miura

129. ANALYSIS OF FOREST COVER CHANGES AND FOREST GREENHOUSE GAS EMISSIONS IN THE PHILIPPINES
FROM 2011-2020 USING SATELLITE-DERIVED PRODUCTS ACRS21_103
Brent Fallarcuna, Rizza Karen Veridiano and Jose Andres Ignacio, PhD

130. DECISION TREE BASED CLASSIFICATION AND HABITAT SUITABILITY PREDICTION OF MIGRATORY BIRD:
A CASE STUDY OF Vanellus gregarious ACRS21_119
Vishal Kumar, Sameer Saran and C Jeganathan

131. DELINEATING GROUNDWATER VULNERABILITY IN METRO
CEBU USING DRASTIC MODEL ACRS21_130
Chito Patiño, Florwilyn Cayson and Jao Hallen Bañados

132. ESTIMATING ABOVEGROUND FOREST CARBON STOCKS
USING MULTI-SENSOR SATELLITE DATA AND FIELD MEASUREMENTS IN THE PHILIPPINES ACRS21_138
Jose Don T. De Alban, Rizza Karen A. Veridiano, Sean E.H. Pang,
Mari Trix L. Estomata, Johanness Jamaludin, Angelica Kristina M. Jaojoco, Margie T. Parinas, Sheryl Rose C. Reyes, Roven D. Tumaneng
and Akash Verma

133. VALIDATION OF PRECIPITABLE WATER ESTIMATES
DERIVED BY A COST-EFFECTIVE DUAL-FREQUENCY GNSS RECEIVER SYSTEM ACRS21_149
Ryu Noritomi, Keiji Imaoka, Hidenori Shingin and Kakuji Ogawara

134. SOIL EROSION ASSESSMENT IN LAK DISTRICT,
DAK LAK PROVINCE, VIETNAM ACRS21_164
Nguyen Huy Anh, Doan Nguyen Chung,
Nguyen Trinh Minh Anh and NguyenThi My Loan

135. ANALYZING THE RESPONSE OF GROUNDWATER LEVEL TO
TIDAL WAVE IN COASTAL AQUIFER, TAOYUAN, TAIWAN ACRS21_175
Duong Quynh Thanh, Chuen-Fa Ni,
Wei-Ci Li and Nguyen Dinh Giang Nam

136. SPATIAL ANALYSIS OF GROUNDWATER DISTRIBUTION AND QUALITY USING GIS AND REMOTE SENSING TECHNIQUES
(CASE STUDY OF BOLGODA RIVER BASIN, SRI LANKA) ACRS21_177
G.M.T.S. Fernando, C.H. Edussuriya, K.P.S.Uthpala,
T.S.Stalin and M.A.A.N.Hemakumara

137. SPATIAL DISTRIBUTION OF SOIL ORGANIC CARBON FOR SUSTAINABLE FOREST CONSERVATION ACRS21_210
Udhayan A., Mishra A., Bhaskaran G. and Ramachandran A.

138. CONTRIBUTION OF TREES OUTSIDE FORESTS IN MITIGATING CLIMATE CHANGE – A REVIEW ACRS21_215
Mishra A., Udhayan A., Palani P. and Ramachandran A.

139. DISCUSSION ABOUT THE RISK CONTROL IN LAKE BIWA BASIN BASED ON THE LANDSCAPE ARCHITECTURE ACRS21_216
Kenji Iwama and Kiyoshi Torii

140. WATER QUALITY ASSESSMENT AND MAPPING ON MARINE
FISH CAGE SITES IN NASIPIT, AGUSAN DEL NORTE, PHILIPPINES
USING REMOTE SENSING AND GIS ACRS21_230
Michelle V. Japitana and Rica Jane B. Lasala

REMOTE SENSING APPLICATION FOR PUBLIC HEALTH 175

141. IMPACT OF TEMPERATURE ON TUBERCULOSIS ESTIMATED
FROM SATELLITE REMOTE SENSING BEFORE AND DURING
COVID-19 PANDEMIC ACRS21_110
Insan Wastuwidya Mahardiani and Shou Hao Chiang

142. GIS-BASED SITE SUITABILITY ANALYSIS FOR
THE DEVELOPMENT OF HEALTHCARE FACILITIES IN
TACLOBAN CITY ACRS21_231
Maria Cecilia R. Paringit, Marian Stephanie R. Lao
and Stephen Ross L. Roleda

143. CARBON MONOXIDE EMISSIONS MONITORING DURING
COVID-19 PANDEMIC IN JAKARTA ACRS21_233
Luisa Febrina Amalo, Prita Ayu Permatasari and Arif Kurnia Wijayanto

REMOTE SENSING AND MAPPING

144. DETERMINATION OF MAIZE PLANTATIONS ON
A LARGE-SCALE AGRICULTURAL BASIN WITH SENTINEL 2 SATELLITE IMAGES ACRS21_002
Ugur Alganci and Dursun Zafer Seker

145. DRONE IMAGES FOR MANGO PRODUCTION ESTIMATION
ACRS21_003
Yi-Ta Hsieh, Ming-Huei Dai, Yu Han Chou,
Jan-Chang Chen and Chun-Hung Wei

146. ENHANCING BATHYMETRIC MAPPING CAPABILITY
USING MULTI-ZONE ENSEMBLE FITTING: FACILITATING EMERGING POST COVID-19 DEMANDS ACRS21_012
Kelvin Tang Kang Wee and Huang Lei

147. ADVANCING THE USE OF LIDAR IN GEOTECHNICAL
APPLICATIONS IN HONG KONG – A 10-YEAR OVERVIEW ACRS21_014
Anthony C.T. So, Tony Y.K. Ho, Jeffrey C.F. Wong, Alice C.S. Lai,
W.K. Leung and Julian S.H. Kwan

148. ESTIMATING ABOVEGROUND NET PRIMARY P
RODUCTIVITY OF REFORESTED TREES IN URBAN
LANDSCAPE USING INTEGRATED BIOPHYSICAL VARIABLES
AND REMOTELY SENSED DATA ACRS21_019
Mthembeni Mngadi, John Odindi, Onisimo Mutanga and Mbulisi Sibanda

149. ESTIMATION AND UPDATING OF DIGITAL SURFACE MODEL
(DSM) USING WORLDVIEW-3 DATASET ACRS21_023
Indra Bahadur Chhetri and Junichi Susaki

150. COMPARATIVE INVESTIGATION OF GEOMORPHOLOGY
BY AERIAL PHOTOGRAPH INTERPRETATION (API), DIGITAL
AERIAL PHOTOGRAPH INTERPRETATION (DAPI) AND
AIRBORNE LIGHT DETECTION AND RANGING (LIDAR) SURVEY:
A CASE STUDY IN THE FORMER MA ON SHAN OPEN-PIT
IRON MINE ACRS21_028
Gary S. Y. FUNG and Tammy P. Y. TAM

151. DELINEATING RUBBER PLANTATIONS IN LANDSLIDE
PRONE AREAS OF KERALA, INDIA USING REMOTE SENSING
AND GIS ACRS21_031
Pradeep B., Jessy M.D and James Jacob

152. AUTOMATIC RETRIEVAL OF RAILWAY MASTS TILT
ANGLE FROM MOBILE LASER SCANNING DATA ACRS21_035
Atika Marwati and Chi-Kuei Wang

153. VIRTUAL CAMPUS TOUR GENERATION USING UAV DATA:
CASE STUDY GEBZE TECHNICAL UNIVERSITY ACRS21_044
U. G. Sefercik, T. Kavzoglu, M. Nazar, C. Atalay and M. Madak

154. 3D POSITIONING ACCURACY AND LAND COVER CLASSIFICATION PERFORMANCE OF THE UAVS: CASE STUDY OF DJI PHANTOM IV MULTISPECTRAL RTK ACRS21_045
Umut Gunes Sefercik, Taskin Kavzoglu, Ismail Colkesen, Samed Adali,
Salih Dinc, Mertcan Nazar and Muhammed Yusuf Ozturk

155. THE ESTIMATION OF URBAN EXPANSION EXTENT AND
FRACTAL DIMENSION ACRS21_046
Myagmartseren Purevtseren, Myagmarjav Indra, Ganpurev Dashlegtseg, Byambakhuu Gantumur and Davaakhuu Battumur

156. EVALUATION OF SATELLITE IMAGERY DATA FOR CROP YIELD SIMULATION IN SARABURI PROVINCE, THAILAND ACRS21_050
Kulapramote Prathumchai, Masahiko Nagai,
Kullachart Prathumchai and Anisara Pensuk Tibkaew

157. UP-TO-DATE GEOLOGICAL MAP OF LAKE CHAD IN CENTRAL AFRICA USING GEOSPATIAL APPROACH ACRS21_052
Alhaji Hussaini, Mohd Razali Mahmud, Kelvin Tang Kang Wee,
Nasir Mohammed and Musa Adam Muhammad

158. CORRELATION MODEL OF OIL PALM AGE BASED ON OPTICAL
AND RADAR SENSORS ACRS21_055
Moch Iqbal Fauzan, Anggita Pratiwi Sutrisno,
Soni Darmawan and Rika Hernawati

159. STUDY ON MMS POINT CLOUD AND UAV IMAGES FUSION
TO CONSTRUCT 3D MAP ACRS21_059
Mohammad Gholami Farkosuhi, Yoonjo Choi,
Seunghwan Hong and Hong-Gyoo Sohn

160. OBSERVATION OF SUSPENDED SEDIMENT ALONG THE NORTH
OF TAIWAN COASTAL WATER REGION FROM THE FORMOSAT-5 HIGH-RESOLUTION IMAGERY ACRS21_061
Pham Minh Chau and Wang Chi-Kuei

161. A COMBINATION OF NORMALIZED DIFFERENCE
VEGETATION INDEX AND MULTI-TEMPORAL RADAR
VEGETATION INDEX OF SENTINEL DATA FOR LANDUSE/LANDCOVER CLASSIFICATION ACRS21_069
Le Minh Hang, Nguyen Dinh Duong and Tran Anh Tuan

162. PERFORMANCE IMPROVEMENT OF VISUAL ODOMETRY
WITH IMU-STEREO CAMERA FOR INDOOR UAV ACRS21_071
Kazuha Saito, Gai Ozaki, Kenta Okudaira and Masafumi Nakagawa

163. EXAMINATION OF TIME-SERIES GENERATION METHOD
OF SATELLITE DATA FOR VEGETATION MAPPING
IN A CLOUDY REGION ACRS21_074
Hidetake Hirayama, Ram C. Sharma and Keitarou Hara

164. ANALYSIS OF THE RELATIONSHIP BETWEEN URBAN
HEAT ISLANDS AND LAND USE BY REMOTE SENSING
TECHNIQUES (A CASE STUDY OF COLOMBO DISTRICT,
SRI LANKA) ACRS21_076
K.P.S. Uthpala, S. Sivanantharajah and C.H. Edussuriya

165. URBAN RIVER MAPPING BY BOAT-BASED MOBILE LASER SCANNING WITH PPP-RTK ACRS21_077
Kimura Naoto, Masafumi Nakagawa, Koki Kurita, Tomohiro Ozeki,
Nobuaki Kubo, Etsuro Shimizu and Ryosuke Shibasaki

166. ASSESSMENT OF LAND SURFACE TEMPERATURE IN DRY AND
WET SEASON USING SENTINEL IMAGERIES IN CAMERON HIGHLANDS, MALAYSIA ACRS21_081
Nurul Suliana Ahmad Hazmi, Shahruddin Ahmad, Maizatuldura Mohd Isa, Hana Mohamed Jamil, Roslinah Samad and Shimatun Jumani Ibrahim

167. A REGIONAL SCALE MAPPING OF BAMBOO GROVE
DISTRIBUTION USING MACHINE LEARNING WITH
MULTI-TEMPORAL LANDSAT-8 OLI IMAGERY ACRS21_101
Hiroto Shimazaki

168. ANALYZING THE EFFECTS OF BLUE-GREEN-GREY INFRASTRUCTURE PATTERNS ON LAND SURFACE
TEMPERATURE: A CASE STUDY OF HUE CITY ACRS21_107
Do Thi Viet Huong, Nguyen Bac Giang, Nguyen Quang Viet,
Doan Ngoc Nguyen Phong and Bui Thi Thu

169. USE OF UAV BASED VEGETATION INDICES FOR MAPPING
AND MONITORING OF PLANT HEALTH IN VIETNAM’S COFFEE PLANTATIONS ACRS21_109
Tran Hung, Nguyen Thi Hue, Do Danh Toan,
Duong Thi Nghia and Nguyen Thi Hong

170. MAPPING LAND USE LAND COVER OF TRA VINH PROVINCE
IN 2020 USING MULTI-TEMPORAL AND MULTI-SOURCE OF
REMOTE SENSING IMAGERY ACRS21_113
Thi Hong Diep Nguyen, Duy Tien Pham, Kieu Diem Phan,
Thi Cam Nhung Dinh and Thanh Tran Giam

171. IMPROVEMENT OF LAND COVER CLASSIFICATION USING
MULTI-BAND IMAGE COMPOSITION ANCILLARY GEOGRAPHIC INFORMATION ACRS21_117
Van-Trung Chu, Shou-Hao Chiang and Tang-Huang Lin

172. DETERMINATION OF SEA SURFACE MUCILAGE FORMATIONS USING MULTITEMPORAL SENTINEL-2 IMAGERY ACRS21_120
Ismail Colkesen, Muhammed Yusuf Ozturk,
Taskin Kavzoglu and Umut Gunes Sefercik

173. RESEARCH ON FOREST COVER CHANGE USING SENTINEL-2 IMAGES IN COMBINATION WITH SENTINEL-1 IMAGES ON
GOOGLE EARTH ENGINE PLATFORM ACRS21_124
Tran Van Anh, Tran Hong Hanh,
Le Thanh Nghi and Doan Thi Nam Phuong

174. LAND USE/LAND COVER DETECTION AT UNIVERSITI PUTRA MALAYSIA USING GOOGLE EARTH ENGINE ACRS21_141
Vikneswaran Jeya Kumaran and Abdul Rashid bin Mohamed Shariff

175. GENERATION OF INFORMATION BASE ON APPLE ORCHARDS
USING GEO-INFORMATICS IN SHIMLA DISTRICT OF
HIMACHAL PRADESH ACRS21_150
Alka Sharma and Sushma Panigrahy

176. ESTIMATION OF MANGROVE BIOMASS USING LANDSAT DATA
ON GOOGLE EARTH ENGINE (GEE) PLATFORM ACRS21_160
Alief Wiraguna Aseran, Soni Darmawan and Rika Hernawati

177. MULTI-LAYER PERCEPTRON-MARKOV CHAIN-BASED
ARTIFICIAL NEURAL NETWORK FOR MODELLING URBAN EXPANSION IN ULAANBAATAR, MONGOLIA ACRS21_165
Adiya-Ochir Gurdorj, Bolorchuluun Chogsom,
Bilguuntugs Tovuusuren and Anudari Bayarhangai

178. FLOOD HAZARD MAPPING FOR A REPEATED FLOODING AREA
IN NORTHERN THAILAND ACRS21_168
Aphittha Yodying, Nattapon Mahavik, Sarintip Tantanee,
Agbesi Kwadzo Keteku, Charatdao Kongmuang, Polpreecha Chidburee, Kamonchat Seejata and Sasithon Chatsudarat

179. DEFORESTATION OF FOREST TYPES BETWEEN 2009 AND 2019 ALONG A TOPOGRAPHICAL GRADIENT USING REMOTELY
SENSED DATA IN CAMERON HIGHLANDS, MALAYSIA ACRS21_169
Darren How Jin Aik, Mohd Hasmadi Ismail,
Farrah Melissa Muharam and Mohamad Azani Alias

180. EVALUATING PERFORMANCE OF MAJORITY RULES
IN PER-PIXEL AND OBIA LAND-COVER CLASSIFICATION
USING WORLDVIEW MULTISPECTRAL IMAGERY OF URBAN
FRINGE AREA, INDONESIA ACRS21_173
Projo Danoedoro, Diwyacitta Dirda Gupita and Pronika Kricella

181. COMPARING TWO DIFFERENT RADIOMETRIC CORRECTIONS
IN A VEGETATION MAPPING OF MOUNTAINOUS AREA
USING FOREST COVER DENSITY TRANSFORMATION ACRS21_178
Huwaida Nur Salsabila and Projo Danoedoro

182. ANALYSIS OF URBAN HEAT ISLAND AND ITS RELATION WITH LAND USE LAND COVER IN NAGALAND, INDIA ACRS21_179
Kedovikho Yhoshü

183. MAPPING AND MONITORING THE RICE CROP IN VIETNAM: EXPERIENCED USING RIICE TECHNOLOGIES ACRS21_184
Quang Chi Truong, Hung Van Bui, Emma Quicho, Luca Gatti,
Vu Hoang Phan, Minh Quang Vo, Thang Ngoc Bui,
Dung Quang Nguyen and Nam Hai Bui

184. DETERMINING RICE CROPPING PATTERNS IN TRA VINH
PROVINCE USING REMOTE SENSING TIME SERIES S-1 ACRS21_186
Pham Duy Tien, Nguyen Thi Hong Diep and Duong Van Nha

185. EVALUATION OF LAND COVER CHANGES USING DCP
VALIDATION DATA ACRS21_187
Yoshie Ishii, Koki Iwao and Tsuguki Kinoshita

186. ANALYSIS OF THE SURFACE URBAN HEAT ISLAND
IN CAN THO CITY USING LANDSAT DATA ACRS21_190
Nguyen Kieu Diem and Phan Kieu Diem

187. EVALUATING THE GROSS PRIMARY PRODUCTION (GPP)
IN DIFFERENT AGRICULTURAL LAND USE TYPES IN THE VIETNAMESE MEKONG DELTA USING VEGETATION PHOTOSYNTHESIS MODEL (VPM) ACRS21_193
Phan Kieu Diem, Nguyen Kieu Diem,
Pariwate Varnakovida and Amnat Chidthaisong

188. THE CALCULATION OF THE NORTH BANTEN GEOID
FROM GRAVITY RESOLUTION OF 5 BY 5 KM ACRS21_195
Dadan Ramdani, Eki Riyanti Suyatno and Yadi Aryadi

189. ANALYSIS OF CLOUD-BASED NDVI TRENDS OF
A COUNTRY-WIDE FOREST RESTORATION PROGRAM ACRS21_196
Kyle Pierre R. Israel and Nathaniel C. Bantayan

190. IDENTIFICATION OF BEST MACHINE LEARNING TECHNIQUE
AND MONITORING AND DETECTING CHANGES OF LAND
USE LAND COVER (LULC) FROM 2005 TO 2019: A CASE STUDY IN COLOMBO DISTRICT, SRI LANKA ACRS21_197
M.W.I.L. Somawansha

191. UTILIZATION OF HYPERSPECTRAL DATA AND
MACHINE LEARNING ALGORITHMS FOR ESTIMATING CHLOROPHYLL CONTENTS IN WASABI LEAVES ACRS21_199
Adenan Yandra Nofrizal, Rei Sonobe, Hiroto Yamashita,
Marumi Mihara, Akio Morita and Takashi Ikka

192. ACCURACY ASSESSMENT OF DSM AND DTM
USING MAXAR IMAGERY (15 CM) ACRS21_205
Chhaya Sharma, Santosh Singh, Yashwant Singh and Lakhyajit Baruah

193. IDENTIFICATION OF OPTIMUM METHOD FOR SENTINEL-1 SAR IMAGE FLOOD MAPPING DURING TROPICAL STORM KROVANH
IN AGUSAN DEL SUR, PHILIPPINES ACRS21_208
Krisha Ann N. Oller, Kimberly A. Pastor,
Monalaine M. Bermoy and Kendel P. Bolanio

194. HUMAN-ELEPHANT CONFLICT TRIGGERING FACTORS IDENTIFICATION USING FUZZY LOGIC MODELLING ACRS21_213
Nurafiqkah MUHID and Noordyana HASSAN

195. TEN-YEAR COMPARATIVE ANALYSIS OF INFRASTRUCTURE GROWTH OF STATE UNIVERSITIES AND COLLEGES IN CARAGA REGION, PHILIPPINES USING REMOTE SENSING AND GIS
ACRS21_227
Michelle V. Japitana, Alger B. Etorma and Lavin Orcullo

196. OPTICAL SATELLITE TIME SERIES ANALYSIS FOR GANODERMA BONINESE ATTACK DETECTION ON OIL PALM PLANTATION
ACRS21_228
Ita Carolita, Anisa Rarasati, I Kadek Yoga, Dede Dirgahayu,
Heru Noviar, M. Rosyid and J. Suprijatna

197. SPATIOTEMPORAL EPIDEMIOLOGY OF ANTHRACNOSE-TWISTER DISEASE OF ONION IN PRODUCTION AREAS OF STO. DOMINGO, NUEVA ECIJA, PHILIPPINES ACRS21_237
Dan Charlie Joy C. Pangilinan, Ronaldo T. Alberto,
Celynne O. Padilla and Fernan T. Fiegalan

198. USES OF MULTI-DATE SATELLITE IMAGES FOR MONITORING
OF LAND COVER CHANGES OVER COAL-FIRED POWER PLANT SURROUNDED AREAS IN THE QUANG NINH PROVINCE ACRS21_249
Chu Hai Tung, Dang Truong Giang, Do Thi Phuong Thao,
Mai Anh Dung and Le Anh Tai

199. SAR AND OPTICAL SENSOR DATA FUSION FOR EARTHQUAKE DAMAGE ASSESSMENT AND ANALYSIS OF THE SIGNIFICANT FEATURES ACRS21_251
Gunjan Joshi, Ryo Natsuaki and Akira Hirose

200. INSAR ANALYSIS OF TERRAIN DEFORMATION DUE TO
AN ONGOING SERIES OF COLLAPSE EARTHQUAKES
IN THE CENTRAL HIGHLANDS OF SRI LANKA ACRS21_255
D R Welikanna, Juinichi Susaki and Shengye Jin

201. APPLICATION OF LANDSAT IMAGERY FOR THE INTERPRETATION OF SURFACE WATER QUALITY – A CASE STUDY OF DE VONG –
CO CO RIVER, QUANG NAM ACRS21_259
Quynh Khanh Nguyen Cao, Duyen Chau My Nguyen and Long Ta Bui

202. NOVASAR AIS DATA PRODUCT POST-PROCESSING
AND VISUALIZATION ACRS21_261
Samvram Sahu, Jayasri PV, Sauvic Dutta,
Usha Sundari Ryali and Sita Kumari EVS

EDUCATION AND TRAINING

203. THE DOWN CONVERTER IN-HOUSE DEVELOPMENT PHASE 2: LESSON AND LEARNING ACRS21_001
Warinthorn Kiadtikornthaweeyot and Rapirat Ritronnasak

204. CASE STUDY OF GIS TECHNOLOGY TRANSFER AND TRAINING
IN CAMBODIA FOR RECONSTRUCTION ASSISTANCE AND FRIENDSHIP WITH JAPAN ACRS21_067
Hidekazu Takahashi, Akihiro Okumura,
Seilaroath YOS and Takehiko Ichikawa

205. REMOTE SENSING FOR ENVIRONMENTAL EDUCATION
USING GOOGLE EARTH ENGINE ACRS21_093
Tomohisa Konishi, Seiji Ito and Yoshinari Oguro