Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 32, No. 1, 29-38, 2014., GPS/ IMU.. Rickard et al.(2008). Ya

Similar documents
03-16-김용일.indd

08원재호( )

53-62_성상민_저완_1차수정.indd

74-정성혁2.indd

<30312DC1A4BAB8C5EBBDC5C7E0C1A4B9D7C1A4C3A52DC1A4BFB5C3B62E687770>

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. vol. 29, no. 10, Oct ,,. 0.5 %.., cm mm FR4 (ε r =4.4)

<30362E20C6EDC1FD2DB0EDBFB5B4EBB4D420BCF6C1A42E687770>

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Nov.; 26(11),

<B8F1C2F72E687770>

High Resolution Disparity Map Generation Using TOF Depth Camera In this paper, we propose a high-resolution disparity map generation method using a lo

인문사회과학기술융합학회

DBPIA-NURIMEDIA

(JBE Vol. 21, No. 1, January 2016) (Regular Paper) 21 1, (JBE Vol. 21, No. 1, January 2016) ISSN 228

09권오설_ok.hwp

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Dec.; 27(12),

DBPIA-NURIMEDIA

Æ÷Àå½Ã¼³94š

232 도시행정학보 제25집 제4호 I. 서 론 1. 연구의 배경 및 목적 사회가 다원화될수록 다양성과 복합성의 요소는 증가하게 된다. 도시의 발달은 사회의 다원 화와 밀접하게 관련되어 있기 때문에 현대화된 도시는 경제, 사회, 정치 등이 복합적으로 연 계되어 있어 특

03-서연옥.hwp

DBPIA-NURIMEDIA

Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography Vol. 33, No. 1, 23-30,

Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 33, No. 4, , 서론. (Heo, 2013). (Park et al., 2

DBPIA-NURIMEDIA

Analyses the Contents of Points per a Game and the Difference among Weight Categories after the Revision of Greco-Roman Style Wrestling Rules Han-bong

À±½Â¿í Ãâ·Â

hwp

DBPIA-NURIMEDIA

<30345F D F FC0CCB5BFC8F15FB5B5B7CEC5CDB3CEC0C720B0BBB1B8BACE20B0E6B0FCBCB3B0E8B0A120C5CDB3CE20B3BBBACEC1B6B8ED2E687770>

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE. vol. 29, no. 6, Jun Rate). STAP(Space-Time Adaptive Processing)., -

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Feb.; 29(2), IS

<333820B1E8C8AFBFEB2D5A B8A620C0CCBFEBC7D120BDC7BFDC20C0A7C4A1C3DFC1A42E687770>

10 이지훈KICS hwp

학습영역의 Taxonomy에 기초한 CD-ROM Title의 효과분석

<353420B1C7B9CCB6F52DC1F5B0ADC7F6BDC7C0BB20C0CCBFEBC7D120BEC6B5BFB1B3C0B0C7C1B7CEB1D7B7A52E687770>

04-다시_고속철도61~80p

1 : (Sunmin Lee et al.: Design and Implementation of Indoor Location Recognition System based on Fingerprint and Random Forest)., [1][2]. GPS(Global P

2 : 3 (Myeongah Cho et al.: Three-Dimensional Rotation Angle Preprocessing and Weighted Blending for Fast Panoramic Image Method) (Special Paper) 23 2

19_9_767.hwp

DBPIA-NURIMEDIA

14.이동천교수님수정

°í¼®ÁÖ Ãâ·Â

04_이근원_21~27.hwp

Journal of Educational Innovation Research 2018, Vol. 28, No. 3, pp DOI: NCS : * A Study on

Lumbar spine

06_ÀÌÀçÈÆ¿Ü0926

<BCBCC1BEB4EB BFE4B6F72E706466>

Æ÷Àå82š

<352EC7E3C5C2BFB55FB1B3C5EBB5A5C0CCC5CD5FC0DABFACB0FAC7D0B4EBC7D02E687770>

14.531~539(08-037).fm

09구자용(489~500)

< B9DAC1D8B1D420BEF6B4EBBFEB2D20B9ABC0CEC7D7B0F8B1E22E687770>

<23C0B1C1A4B9E65FC6EDC1FDBFCFBCBA E687770>

DBPIA-NURIMEDIA

Journal of Educational Innovation Research 2017, Vol. 27, No. 4, pp DOI: * A Study on Teache

09È«¼®¿µ 5~152s

세종대 요람

untitled

08김현휘_ok.hwp

디지털포렌식학회 논문양식

04김호걸(39~50)ok

Journal of Educational Innovation Research 2019, Vol. 29, No. 1, pp DOI: * Suggestions of Ways

APOGEE Insight_KR_Base_3P11

Æ÷Àå82š

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Jun.; 27(6),

example code are examined in this stage The low pressure pressurizer reactor trip module of the Plant Protection System was programmed as subject for

DBPIA-NURIMEDIA

Microsoft Word - 1-차우창.doc

Bluetooth

,. 3D 2D 3D. 3D. 3D.. 3D 90. Ross. Ross [1]. T. Okino MTD(modified time difference) [2], Y. Matsumoto (motion parallax) [3]. [4], [5,6,7,8] D/3

6.24-9년 6월

21-32_김세열_저완_2차수정.indd

PJTROHMPCJPS.hwp

DBPIA-NURIMEDIA

레이아웃 1

+À¯½Å.PDF

DBPIA-NURIMEDIA

Microsoft Word - KSR2013A320

공학박사학위 논문 운영 중 터널확대 굴착시 지반거동 특성분석 및 프로텍터 설계 Ground Behavior Analysis and Protector Design during the Enlargement of a Tunnel in Operation 2011년 2월 인하대

09오충원(613~623)

Journal of Educational Innovation Research 2017, Vol. 27, No. 3, pp DOI: (NCS) Method of Con

10(3)-09.fm


THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Mar.; 30(3),

(Exposure) Exposure (Exposure Assesment) EMF Unknown to mechanism Health Effect (Effect) Unknown to mechanism Behavior pattern (Micro- Environment) Re

<35335FBCDBC7D1C1A42DB8E2B8AEBDBAC5CDC0C720C0FCB1E2C0FB20C6AFBCBA20BAD0BCAE2E687770>

1. KT 올레스퀘어 미디어파사드 콘텐츠 개발.hwp

보고서(겉표지).PDF

<5B D B3E220C1A634B1C720C1A632C8A320B3EDB9AEC1F628C3D6C1BE292E687770>

ISO17025.PDF

강의지침서 작성 양식

<313920C0CCB1E2BFF82E687770>

THE JOURNAL OF KOREAN INSTITUTE OF ELECTROMAGNETIC ENGINEERING AND SCIENCE Feb.; 28(2),

09김수현_ok.hwp

???? 1

3. 클라우드 컴퓨팅 상호 운용성 기반의 서비스 평가 방법론 개발.hwp

Journal of Educational Innovation Research 2018, Vol. 28, No. 4, pp DOI: 3 * The Effect of H

Vol. 5

박선영무선충전-내지

인문사회과학기술융합학회

8-VSB (Vestigial Sideband Modulation)., (Carrier Phase Offset, CPO) (Timing Frequency Offset),. VSB, 8-PAM(pulse amplitude modulation,, ) DC 1.25V, [2

Transcription:

Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography Vol. 32, No. 1, 29-38, 2014 http://dx.doi.org/10.7848/ksgpc.2014.32.1.29 ISSN 1598-4850(Print) ISSN 2288-260X(Online) Orignal article 무인항공기의국토모니터링분야적용을위한연구 A Study on the Application of UAV for Korean Land Monitoring 김덕인 1) 송영선 2) 김기홍 3) 김창우 4) Kim, Deok-In Song, Yeong-Sun Kim, Gihong Kim, Chang-Woo Abstract UAV(Unmanned Aerial vehicle) could be effectively applied in a field of land monitoring for analyzing disaster area and mapping, because it can quickly acquire image data at low costs. For this reason, we reviewed the legal system related to mapping, and proposed suggestions for improving in legal system, due to introducing the UAV to Korean land-monitoring through this paper. Also, we evaluated spatial and time accuracy of the digital map, which are generated from UAV images that were taken for occasional map updates and disaster detections. As a result, the mean error is about 10m if only GPS/INS data used, while using GCP(Ground Control Points) it is about 10cm. Therefore, we conclude that the UAV could be effective method in korea land-monitoring field Keywords : UAV, Land-Monitoring, Occasional Map Update, Legal System 초록,... GPS/INS 10m, 10cm,. :,,, 1. 서론 (UAV: unmanned Aerial Vehicle). 150, 180, 20.,,,,,,,. 1) Member, Geostory Corporation (E-mail: kdikkk@hanmail.net) 2) Member, Dept. of Aerial Geoinformatics, Inha Technical College (E-mail: point196@inhatc.ac.kr) 3) Corresponding Author, Member, Dept. of Civil Engineering, Gangneung-Wonju National University (E-mail: ghkim@gwnu.ac.kr) 4) Member, National Geographic Information Institute (E-mail: Jumbo@korea.kr) Received 2014. 01. 11, Revised 2014. 02. 05, Accepted 2014. 02. 27 This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http:// creativecommons.org/licenses/by-nc/3.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. 29

Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 32, No. 1, 29-38, 2014., GPS/ IMU.. Rickard et al.(2008). Yamaha RMAX IMU GPS GPS SLAM. Lin(2008), 4. Nagai(2009) GPS, IMU,, 3. Fuji Heavy RPH2, GPS, IMU directgeoreferencing, 3. Bendea et al.(2010). Pelican,.,. Aeronautics Aerostar.., (www.uvonline.com). Aero-light. (http:// www.airforcetechno- logy.com). Kang (2010)., CAMShift. Hong(2010) RGB HSI,...... 2. 국내무인항공기의현황및관련규정검토 2.1 무인항공기의도입현황및국토모니터링활용사례 MD4-200/MD-1000( ). 2009,,,. Trimble Gate-Wing X100( ),. ( ) AOS-1(8 ). 3.. Jang(2010) gimbal mount RPV. Cho et al.(2007) 30

A Study on the Application of UAV for Korean Land Monitoring. Yoon(2007).. Jang et al.(2011).. Jung et al.(2010) 3. 3, 1/1,000. Cheon et al.(2009) gimbal mount,. Lee et al.(2012). Bae et al.(2010)..,.,..,,... 21,.. 21 2,. Fig. 1. 1. 3, 7,. 7.. 2.2 국토모니터링적용을위한법제도의검토,.,,, Kim et al. (2011). Fig. 1. Spatial information acquisition and mapping of disaster map in the Natural Disaster Response Law 31

Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 32, No. 1, 29-38, 2014. 35 1.0,... ( ), ( ) DB ( ) 50 ( ), 3. 정확도검증을위한자료처리및분석 3.1 사용무인항공기및데이터취득. SmartOne, Canon S95. Aerial Mapper, PhotoModeler S/W. Fig. 2, Table 1. Table 2 chess-board PhotoModeler S/W camera calibration, (fx, fy), (cx, cy) Table 2. Category Model Country UAV Type Table 1. Specifications of UAV Specifications SmartOne Sweden fixed-wing Flight altitude 100 ~ 1,200m Flight speed Size and weight Flight velocity Flight time Take off/landing within 50km size 1.2m, weight 1.2kg within 10cm per second 40 min auto/manual Table 2. Specifications of S95 digital camera Focal length(mm) Pixel size(mm) fx fy size 6.2245e+000 6.2249e+000 2.0331e-003 GSD(mm) gsd 5.0000e+001 S95 camera Principal point(mm) cx cy 4.1572e-002-3.3731e-002 k1-5.7822e-002 k2 1.6362e-002 Lens distortion (mm) k3 p1 1.3447e-002 1.4977e-003 chess-board p2 2.0931e-003 Fig. 2. SmartOne UAV skew -1.6186e-002 32

A Study on the Application of UAV for Korean Land Monitoring 9,. Table 3, UTM(Universal Transverse Mercator), Korea 2000 Datum.. Table 3. Control points for aerial triangulation X(m) Y(m) Z(m) GCP1 327469.35 4127200.69 79.16 GCP2 327448.08 4127136.58 74.38 GCP3 327479.66 4127137.74 74.44 GCP4 327500.94 4127196.42 77.89 GCP5 327532.56 4127305.83 78.06 GCP6 327625.56 4127275.50 78.03 GCP7 327555.67 4127189.23 77.88 GCP8 327601.20 4127167.59 78.18 GCP9 327560.76 4127080.43 74.74, Fig. 4 1km 2,,,, Table. 4. 250m 7 43, 5cm. Fig. 3. Table 4. Study area and description Description Study area Suwon-Si, Yeongtong-Gu Acquisition date 2012.11.07 Acquisition area 0.1km 2 Flight altitude 250m GSD 5cm Number of photo 43 Number of strip 7 Fig. 3 Study area and data acquisition status 3.2. 자료처리및정확도평가. GPS/INS,. Table 5. Steps Plan Import GCP Photographing Preprocessing Postprocessing Table 5. UAV data process Description 1. Fieldwork and check the take-off and landing place 2. Decision of the GSD and the shooting overlap 3. Setting of the shooting line 1. Take-off 2. Photographing with Auto-Pilot 3. Landing 4. Checking photo storage and photo log data 1. Copy of the photo and log data 2. Export of EOP parameter using Aerial Mapper S/W 3. Checking photo number and EOP Parameter 1. Sorting photo using PhotoModeler S/W and making point cloud 2. Importing GCP 3. Measurement GCP on photo 1. Making DSM using PhotoModeler S/W 2. Making ortho-photo using PhotoModeler S/W 3. Exporting ortho-photo and DSM 33

Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 32, No. 1, 29-38, 2014 PhotoModeler S/W,. Fig. 4, 5. 5cm, 10cm. Fig. 4. Ortho-photo Fig. 5. DEM GPS/INS, 9 Fig. 6. Assessment of accuracy. Fig. 6,. GPS/INS. Table 6. 10m, 10cm. Table 7. Table 7. UAV. 10m.., 54 1/2,500 ~ 3,000. 35 1.0mm 1/1,000 (Table 7). Table 6. Accuracy of check-points in ortho-photo X(m) Y(m) No-GCP GCP DX(m) DY(m) DX(m) DY(m) GCP1 327469.35 4127200.69 13.28-2.42-0.09-0.05 GCP2 327448.08 4127136.58 14.38 8.64-0.10 0.11 GCP3 327479.66 4127137.74 9.52 6.73-0.05-0.11 GCP4 327500.94 4127196.42 9.06-3.42-0.19-0.01 GCP5 327532.56 4127305.83 10.08-21.05-0.14 0.08 GCP6 327625.56 4127275.50-8.20-22.14 0.07 0.03 GCP7 327555.67 4127189.23-2.00-5.92-0.04 0.06 GCP8 327601.20 4127167.59-9.74-5.11-0.02 0.06 GCP9 327560.76 4127080.43 8.40 4.90-0.1-0.04 Mean 9.41 8.93 0.09 0.06 Standard Deviation 9.97 11.33 0.10 0.07 34

A Study on the Application of UAV for Korean Land Monitoring Table 7. Accuracy of aerial triangulation results and ortho-photo GPS/INS Initial value Ground Control Points X(m) Y(m) X(m) Y(m) Remarks AT Orthophoto Mean 10.52 9.98 0.04 0.04 <Article 54, internal rules of aerial photographic surveying law> Standard Deviation 11.34 11.40 0.06 0.04 Standard satisfaction for making 1/25,000~1/3,000 scale digital map based on GCPs Mean 9.41 8.93 0.09 0.06 <Article 35, image map work regulation> Standard Standard satisfaction for making 1/1,000 scale 9.97 11.33 0.10 0.07 Deviation image map based on GCPs Camera calibration Photograph acquisition Image processing Product Table 8. The required time to construct database of 1km 2 area Details - Acquisition of camera calibration sheet image - Calculation of camera calibration data (1) Preparation Input of photograph acquisition area using Google map Input of flight altitude and overlapping area Installation of wireless controller for UAV UAV assembly and checkup (2) Aerial photograph acquisition(1km 2 : about 30~40 minute) Acquisition area according to flight altitude and GSD(ground sample distance) - 100m altitude (GSD : 3.4cm) : 0.4 km 2-150m altitude (GSD : 4.9cm) : 0.5 km 2 Acquisition area according to wind speed(flight altitude 150m) - Wind speed 1 3m/s : 0.5 km 2, - Wind speed 4 7m/s : 0.4 km 2 - Wind speed 7 10m/s : 0.3 km 2 (3) Ground control system installation Plain area : 0.5 hour Residential and hill area : 1 hour Mountainous area : 2 hour (1) Image pre-processing using Aerial Mapper S/W Raw images download Image pre-processing Exterior orientation parameters determination Checking image matching results (2) Ortho-photo generation using PhotoModeler S/W Rapidly automatic ortho-photo generation (1) Raw aerial photographs (2) Camera calibration data (3) Ortho-photos(mosaic image) Day/Man 0.3day/man 0.5day/man 0.2day/man,, Table8. Table 8. 35

Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 32, No. 1, 29-38, 2014 Table 9. Table 9. PC Performance Specification CPU Intel Core(TM) i7-3770 3.4G Memory 4 GB VGA NVIDIA Quadro FX4800 HDD INTEL SSDSC2CT120A3 10cm.. 4. 결론 Table 8 1 Table 9, 1. PC. 3.3 결과분석.. 7,. 1 1 (Table 8).,., 10.,., GPS/INS 10m, 10cm...,. 1..,,.. 5. 고찰,. 36

A Study on the Application of UAV for Korean Land Monitoring 감사의글. References Ministry of Public Administration and Security (2011), Countermeasures against Natural Disasters Act (in Korean) Ministry of Public Administration and Security (2012), Enforcement Ordinance of Countermeasures against Natural Disasters Act (in Korean) Ministry of Public Administration and Security (2012), Enforcement Regulations of Countermeasures against Natural Disasters Act (in Korean) Ministry of Public Administration and Security (2012), Guidelines for Natural Disaster Investigation and Recovery Plan (in Korean) National Emergency Management Agency (2006), Guidelines for Hazard Map Composition Standard (in Korean) National Geographic Information Institute (2012), Working Rules of Aerial Photogrammetry (in Korean) National Geographic Information Institute (2012), Working Rules of Image Map Production (in Korean) Bae, S.G., Koo, H,G., and Hwang, K.S. (2010), Development for Monitoring System for Electircial Facilities using an Unmanned Helicopter, Conference of The Korean Institute of Electrical Engineers, pp. 282-283. (in Korean with English abstract) Bendea, H., Cina, A., Piras, M., Marucco, G., and Mulassano, P. (2010), Posizionamento indoor con ricevitori a basso costo: quali prestazioni, 14a Conferenza nazionale ASITA, Brescia, Italy, pp. 1 5. Cheon, J.H., Byeon, Y.S., Yeun, J.S., Song, W.J., Kim, J., and Kang, B.S. (2009), Development of Length-morphing Rotor Blade for Small UAV, Conference of the Korean Society for Aeronautical & Space Sciences, pp. 307-319. (in Korean with English abstract) Cho, Y.J., Lee, Y.D., and Jung, B.S. (2007), The Estimation of Soil Erosion Factors of Cutting Slope using RC Helicopter Image, Journal of the Korean Association of Geographic Information Studies, Vol. 10, No. 2, pp. 81-89. (in Korean with English abstract) Hong, S. B. (2010), The Camera Tracking of Real-Time Moving Object on UAV Using the Color Information, Journal of the Korean Society for Aeronautical and Flight Operation, Vol.18 No.2, pp. 16-25 (in Korean with English abstract) Jang, H.S. (2010), 3D Stereoscopic Terrain Extraction of Road Cut Failure Slope Using Unmanned Helicopter Photography System, Journal of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography, Vol. 28, No. 5, pp. 485-491. (in Korean with English abstract) Jang, S.W., Lee, S.K., and Yeoun, H.J. (2011), Detection of Marine Debris by using Unmanned Aerial Photograph, Journal of the Korean Society Of Marine Environment & Safety,Vol. 17, No. 4, pp. 307-314. (in Korean with English abstract) Jung, S.H., Lim, H.M., and Lee, J.K. (2010), Acquisition of 3D Spatial Information using UAV Photogrammetric Method, Journal of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography, Vol. 28, No. 1, pp. 161-167. (in Korean with English abstract) Kang, T.W., Baek, G.Y., Lee, W.S., Lim, S.W., and Bang, H.C. (2010), Tracking of ground objects using image information for autonomous rotary unmanned aerial vehicles, Journal of the Korean Association of Geographic Information Studies, Vol. 38, No. 5, pp. 490-498. (in Korean with English abstract) Kim, J.B., Kim, M.G., and Yun, H.C. (2011), Improvement of regulations for effective UAV operation in disaster detection, Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 31, No. 3, pp. 509-517. (in Korean with English abstract) Lee, J.H., Choi, K.A., and Lee, I.P. (2012), Calibration of a UAV Based Low Altitude Multi-sensor Photogrammetric System, Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 30, No. 1, pp. 31-38. (in Korean with English abstract) Lin, Z. (2008), UAV for Mapping-Low Alttitude photogrammetric survey, The International Archives 37

Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography, Vol. 32, No. 1, 29-38, 2014 of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. XXXVII, Part B1, Beijing, pp. 1183-1186. Nagai, M. (2009), UAV-Borne 3-D Mapping System by Multisensor Integration, IEEE Transactions on Geoscience and Remote Sensing, Vol. 47, No. 3, pp. 701-708. Rickard K., Thomas S., David T., Gianpaolo C., and Fredrik, G. (2008), Utilizing Model Structure for Efficient Simultaneous Localization and Mapping for a UAV Application, Proceedings of the 2008 IEEE Aerospace Conference, Sweden, pp. 1-10. Yoon, D.Y. and Kim, S.H. (2007), A Design of Fire Monitoring System Based On Unmaned Helicopter and Sensor Network, Journal of the Korean Institute of Intelligent Systems, Vol. 17, No. 2, pp. 173-178. http://www.airforcetechnology.com (last date accessed: 7 February 2014) http://www.uvonline.com (last date accessed: 7 February 2014) 38