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MOBILITY x DATA : 모빌리티 산업의 도전 과제

SOCAR
June 27, 2019
Programming
0
590

MOBILITY x DATA : 모빌리티 산업의 도전 과제

쏘카에선 데이터를 활용해 어떻게 문제를 풀고 있을까요?
모빌리티에서 데이터를 활용하는 방법에 대해 작성한 자료입니다

(한빛미디어가 주최한 데브그라운드에서 발표한 자료)

SOCAR

June 27, 2019
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Transcript

  1. ѐߊ੄ૌѢ਑੉оٙೠҔ %&7(306/% Mobility X Data ݽ࠽ܻ౭ ࢑স੄ ب੹ җઁ ߸ࢿਮ

    ॑஠ %BUB 4DJFODF ؘ੉ఠ җ೟

  2. ߊ಴੗ࣗѐ ↟ ҃৔೟੹ҕ ↟ ݃ா౴ҟҊҕӝসହসؘ੉ఠࣽࢲ۽ழܻয੹ജ઺ ↟ ॑஠ؘ੉ఠӒܛఋ׮ؘ੉ఠ౱
 ݽ࠽ܻ౭ѐਘର
 ੹૒੢ۨ౟ܻ஠ ↟

    ѐߊ࠶۽ӒIUUQT[[T[BHJUIVCJP ↟ ѐߊੋझఋӒ۔ IUUQTXXXJOTUBHSBNDPNEBUBTDJFOUJTU ↟ ਬౚ࠳%FFQ/PM IUUQTXXXZPVUVCFDPNDIBOOFM6$E-;.T:4INR'H0:$#$X ߸ࢿਮ

  3. ݾର ݽ࠽ܻ౭ۆ  ݽ࠽ܻ౭੄ؘ੉ఠ ݽ࠽ܻ౭੄׮নೠޙઁ $BS4IBSJOH 3JEF)BJMJOHਤ઱ 

  4. য়טೡ੉ঠӝ <ݽ࠽ܻ౭ীࢲযڃؘ੉ఠо੓Ҋ যڃޙઁܳಽҊ੓ਸөਃ > <৘࢚ة੗> ݽ࠽ܻ౭ؘ੉ఠоҾӘೞन࠙ ॑஠ఋ׮ীࢲޖटੌਸೞח૑
 ҾӘೞन࠙ <׮ܖ૑ঋחղ ਊ>

    ׮ܖҊ੓ח׮নೠޙઁٜ੄ Ө਷ӝࣿ੉ঠӝ
 ؀न֤ޙਸ٘۰ਃ  ੗ਯ઱೯੉ঠӝ ݽ࠽ܻ౭੄ݒ۱ਸוՙҊर਷࠙ $BS4IBSJOH 3JEF)BJMJOH੉ҾӘೞन࠙ ݽ࠽ܻ౭স҅ ઱۽$BS4IBSJOH3JEF)BJMJOH ੄ؘ੉ఠ ݽ࠽ܻ౭স҅ীࢲಽҊ੓חޙઁоযڃѪ੉੓ਸө

  5. ݽ࠽ܻ౭ۆ

  6. *OUSP য়טೠࡄ޷٣যয়पٸ যڌѱয়࣑աਃ Icons made by Freepik from www.flaticon.com is

    licensed by CC 3.0 BY

  7. *OUSP য়טೠࡄ޷٣যয়पٸ যڌѱয়࣑աਃ Icons made by Freepik from www.flaticon.com is

    licensed by CC 3.0 BY

  8. .PCJMJUZ .PCJMJUZ ࢎۈٜ੄੉زਸಞܻೞѱ݅٘חпઙࢲ࠺झܳ಩ևѱই਋ܰחਊয ੹ా੸ੋҮాࣻױ *5ܳѾ೤೧ബਯҗಞ੄ࢿਸ֫੐ Icons made by Freepik from

    www.flaticon.com is licensed by CC 3.0 BY

  9. .PCJMJUZ੄*OOPWBUJPO ઱ਃചف $PODFQUFE$BS 4FMG%SJWJOH$BSBOE.BQ %SJWFS4UBUVT.POJUPSJOH $BS.BJOUFOBODFXJUI"* <$&4> $&4 $POTVNFS&MFDUSPOJDT4IPX 

    ޷Ҵо੹ഈഥ $&"$POTVNFS&MFDUSPOJDT"TTPDJBUJPO ઱ҙਵ۽ݒ֙ਘ ޷Ҵۄझ߬оझীࢲৌܻחࣁ҅୭؀੄੹੗ઁಿ੹दഥ *5ӝࣿ੉੸ਊػпઙ੹੗ઁಿ੄୭Ӕزೱҗ޷ېܳо੢ੜࠁৈ઱ח੹दഥ

  10. <$PODFQUFE$BS> .PCJMJUZ੄*OOPWBUJPO ஶࣆਸо૑ח׮নೠର۝੄١੢ ஶబஎܳૌӝחର۝ ഥ੄ܳਤೠର۝١

  11. <.BQ> .PCJMJUZ੄*OOPWBUJPO Ҋ੿޻૑بؘ੉ఠ

  12. <%SJWFS4UBUVT.POJUPSJOH> .PCJMJUZ੄*OOPWBUJPO ਍੹੗о൚োਸೞח૑ ઔҊ੓ח૑١ അ੤࢚కоযڃ૑ݽפఠ݂೧ࢲঌۈ߂ࢎҊ৘ߑ

  13. <$BS.BJOUFOBODFXJUI"*> https://youtu.be/469m5keIpDE ର۝ਬ૑ࠁࣻীࣗਃغח׮নೠѪٜਸ੗زਵ۽ఐ૑ೞҊ3FQPSU੘ࢿ য়ੌ־ࣻ ࠗಿ޷झݒ஖ ର۝झ௼ې஖ ఋ੉যҕӝ঑١ .PCJMJUZ੄*OOPWBUJPO

  14. ݽ࠽ܻ౭ഥࢎٜ $BS4IBSJOH 3JEF)BJMJOH ઱ର੢ ੗ਯ઱೯ উ੹ࠁউ ࣃࢲ ੗زରҕਬ࠺ૉפझܳೞחഥࢎ ੉زਸਗೞחࣗ࠺੗৬੉زࢲ࠺झܳઁҕೞחࢎস੗ܳपदрਵ۽োѾ೧઱חഥࢎ ର۝ਸ؀ӝदఆࣻ੓חҕрਸઁҕೞחഥࢎ

    ੗ਯ઱೯ೞ٘ਝয ੗ਯ઱೯ࣗ೐౟ਝযܳࢤ࢑ೞחഥࢎ ٘ۄ੉ߡউ੹ਸਤೠࣗ೐౟ਝয ࢎҊఐ૑ ঌ௒ఐ૑١ ܳ݅٘חഥࢎ ର۝੄ࣃࢲܳ؊੿޻ೞѱ݅٘חഥࢎ  <ࢲ࠺झ> <ର۝> ؊݆਷ഥࢎחࠗ۾ଵҊ೧઱ࣁਃ

  15. ݽ࠽ܻ౭ഥࢎٜ  ؊݆਷ഥࢎחࠗ۾ଵҊ೧઱ࣁਃ $BS4IBSJOH 3JEF)BJMJOH ઱ର੢ ੗ਯ઱೯ উ੹ࠁউ ࣃࢲ ੗زରҕਬ࠺ૉפझܳೞחഥࢎ

    ੉زਸਗೞחࣗ࠺੗৬੉زࢲ࠺झܳઁҕೞחࢎস੗ܳपदрਵ۽োѾ೧઱חഥࢎ ର۝ਸ؀ӝदఆࣻ੓חҕрਸઁҕೞחഥࢎ ੗ਯ઱೯ೞ٘ਝয ੗ਯ઱೯ࣗ೐౟ਝযܳࢤ࢑ೞחഥࢎ ٘ۄ੉ߡউ੹ਸਤೠࣗ೐౟ਝয ࢎҊఐ૑ ঌ௒ఐ૑١ ܳ݅٘חഥࢎ ର۝੄ࣃࢲܳ؊੿޻ೞѱ݅٘חഥࢎ <ࢲ࠺झ> <ର۝> .JDSP.PCJMJUZ ઱۽ױѢܻݾ੸੄ ੹ӝఄࠁ٘ ੹ӝ੗੹Ѣ١ਸ؀ৈ೧઱חഥࢎ

  16. ݽ࠽ܻ౭ഥࢎٜ $BS4IBSJOH ੗زରҕਬ࠺ૉפझܳೞחഥࢎ <ࢲ࠺झ> 'SFF'MPBUJOH ੗زର߈ժ୊о૑੿غ૑ঋ਷ਬزध஠࣓য݂ 4UBUJPO#BTF ૑੿ػҔীର۝ਸ߈ժೞח৉ TUBUJPO ӝ߈੄஠࣓য݂

  17. ݽ࠽ܻ౭ഥࢎٜ 3JEF)BJMJOH ੉زਸਗೞחࣗ࠺੗৬੉زࢲ࠺झܳઁҕೞחࢎস੗ܳपदрਵ۽োѾ೧઱חഥࢎ <ࢲ࠺झ> https://eng.uber.com/ https://engineering.grab.com/ https://eng.lyft.com/ http://www.didi-labs.com/ ࠶۽Ӓࠁ׮ Paperо

    ݆਺ http://engineering.vcnc.co.kr/

  18. ݽ࠽ܻ౭੄ؘ੉ఠ

  19. ݽ࠽ܻ౭੄ؘ੉ఠ Icons made by Freepik from www.flaticon.com is licensed by

    CC 3.0 BY

  20. ݽ࠽ܻ౭੄ؘ੉ఠ Icons made by Freepik from www.flaticon.com is licensed by

    CC 3.0 BY <ର۝ؘ੉ఠ>

  21. ݽ࠽ܻ౭੄ؘ੉ఠ Icons made by Freepik from www.flaticon.com is licensed by

    CC 3.0 BY <ઝ಴ ૑ؘܻ੉ఠ> (14 ੉ز҃۽ 4)1 (FP+40/ <ର۝ؘ੉ఠ>

  22. ݽ࠽ܻ౭੄ؘ੉ఠ Icons made by Freepik from www.flaticon.com is licensed by

    CC 3.0 BY <ઝ಴ ૑ؘܻ੉ఠ> <ࣃࢲؘ੉ఠ> ূ૓࢚కؘ੉ఠ  #BUUFSZ੹঑࢚కؘ੉ఠ  ઱ਬ۝  -J%"3١ <ର۝ؘ੉ఠ>

  23. ݽ࠽ܻ౭੄ؘ੉ఠ Icons made by Freepik from www.flaticon.com is licensed by

    CC 3.0 BY <ઝ಴ ૑ؘܻ੉ఠ> <ࣃࢲؘ੉ఠ> <Ҋёؘ੉ఠ> <ର۝ؘ੉ఠ>

  24. ݽ࠽ܻ౭੄ؘ੉ఠ Icons made by Freepik from www.flaticon.com is licensed by

    CC 3.0 BY <ઝ಴ ૑ؘܻ੉ఠ> <ࣃࢲؘ੉ఠ> <Ҋёؘ੉ఠ> <Ѿઁؘ੉ఠ> <জ۽Ӓؘ੉ఠ> <ର۝ؘ੉ఠ>

  25. ݽ࠽ܻ౭੄ؘ੉ఠ Icons made by Freepik from www.flaticon.com is licensed by

    CC 3.0 BY <ઝ಴ ૑ؘܻ੉ఠ> <ࣃࢲؘ੉ఠ> <Ҋёؘ੉ఠ> <Ѿઁؘ੉ఠ> <জ۽Ӓؘ੉ఠ> <զॿؘ੉ఠ> <ର۝ؘ੉ఠ>

  26. ݽ࠽ܻ౭੄ؘ੉ఠ <৵੤޷੓ਸө > ݽ࠽ܻ౭੄ݒ۱ 'FBU॑஠ؘ੉ఠӒܛ  ࢕җ޻੽ೠؘ੉ఠ ਋ܻחݒੌ੉زਸ೤פ׮  ؘ੉ఠо਋ܻੌ࢚ਸ߈৔ೞחѪ੉૒੽੸ਵ۽ࠁ੐

    ࢤഝಁఢ߈৔  ௾੄޷ীࢲݽ࠽ܻ౭ؘ੉ఠ੄ഛ੢਷بद҅ദࢎഥߊ੹ী޻੽ೞѱোҙ য۰ਕࢲݒ਋੤޷੓਺ ׮নೠؘ੉ఠ੄ഒ೤ Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY

  27. ݽ࠽ܻ౭ؘ੉ఠܳ҃೷೧ࠁҊर਷ٜ࠙ਸਤ೧ </:$0QFO%"5" 1VCMJD%BUB> 63-IUUQTXXXOZDHPWTJUFUMDBCPVUUMDUSJQSFDPSEEBUBQBHF ژח(PPHMF#JH2VFSZ1VCMJD%BUBTFUী੓਺ ݽ࠽ܻ౭੄ؘ੉ఠ

  28. <BXFTPNFQVCMJDEBUBTFUT5SBOTQPSUBUJPO> 63-IUUQTHJUIVCDPNBXFTPNFEBUBBXFTPNFQVCMJDEBUBTFUTUSBOTQPSUBUJPO ݽ࠽ܻ౭੄ؘ੉ఠ

  29. <BXFTPNFQVCMJDEBUBTFUT5SBOTQPSUBUJPO> 63-IUUQTHJUIVCDPNBXFTPNFEBUBBXFTPNFQVCMJDEBUBTFUTUSBOTQPSUBUJPO ݽ࠽ܻ౭੄ؘ੉ఠ

  30. ݽ࠽ܻ౭੄׮নೠޙઁ $BS4IBSJOH

  31. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <॑஠҃೷ৈ੿> ର۝৘ড

  32. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <॑஠҃೷ৈ੿> ର۝৘ড ઓߑޙ

  33. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <॑஠҃೷ৈ੿> ର۝৘ড ઓߑޙ ର۝੉ਊ

  34. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <॑஠҃೷ৈ੿> ର۝৘ড ઓߑޙ ର۝੉ਊ ର۝߈ժ

  35. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY ର۝৘ড ઓߑޙ ର۝੉ਊ ର۝߈ժ ؘ੉ఠӝ߈ઓ߂ର۝਍৔੹ۚࣻ݀ ౠ੿ઓѐߊର۝੄оѺࢸ੿ যڃઓীযڃର۝ਸ֍যঠೡө  ୭੸ച  ࣻਃ৘ஏ߂਍৔੹ۚࣻ݀ 4FBTPOBMJUZоݒ਋ъೣ  <਍৔ஏݶ>

  36. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY ࣻ೟੸ݽ؛݂ ా҅੸ݽഋ ୭੸ചӝߨ١ਸഝਊ೧ബਯ੸ੋ੄ࢎѾ੿ਸذחӝߨ ࣻ೟੸ݽ؛݂ .BUIFNBUJDBM.PEFMJOH1SPHSBNNJOH  അपޙઁܳࣻ೟੸঱য۽ࣻधചೠറ ୭੸ചޙઁ۽߸ജೞחҗ੿ ୭੸ചޙઁ 0QUJNJ[BUJPO1SPCMFN  ౠ੿૘೤ਤীࢲ੿੄ػपࣻч ೣࣻ ੿ࣻী؀೧Ӓч੉ա୭؀୭ࣗоغח࢚కܳ೧ࢳೞחޙઁ <0QFSBUJPO3FTFBSDI> যו૑৉ীର۝ਸ঴݃աߓ஖೧ঠೡө -1 -JOFBS1SPHSBNNJOH

  37. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <0QFSBUJPO3FTFBSDI> যו૑৉ীର۝ਸ঴݃աߓ஖೧ঠೡө "TTJHONFOU1SPCMFN

  38. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <0QFSBUJPO3FTFBSDI> যו૑৉ীର۝ਸ঴݃աߓ஖೧ঠೡө (PPHMF035PPMT IUUQTEFWFMPQFSTHPPHMFDPNPQUJNJ[BUJPO

  39. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <਍৔ஏݶ> ର۝৘ড ઓߑޙ ର۝੉ਊ ର۝߈ժ ؘ੉ఠӝ߈ઓ߂ର۝਍৔੹ۚࣻ݀ ౠ੿ઓର۝੄оѺࢸ੿ যڃઓীযڃର۝ਸ֍যঠೡө  ࣻਃ৘ஏ߂਍৔੹ۚࣻ݀ 4FBTPOBMJUZоݒ਋ъೣ  ର۝ҳݒ੹ۚ ࢿࣻӝ

  40. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <਍৔ஏݶ> ର۝৘ড ઓߑޙ ର۝੉ਊ ର۝߈ժ ର۝ҳݒ оѺࢸ੿ ਍৔੹ۚࣻ݀ ѐੋചػоѺ ௢ಪ߂ഌఖ

  41. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <਍৔ஏݶ> ର۝৘ড ઓߑޙ ର۝੉ਊ ର۝߈ժ ର۝ҳݒ оѺࢸ੿ ਍৔੹ۚࣻ݀ ର۝௬ܻ౭ҙܻ ࣗݽಿҮജ߂ࣁର઱ӝ୭੸ച ର۝ߓఠܻࣻݺҙܻ

  42. ࢎҊ ޷ࢎҊ  ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from

    www.flaticon.com is licensed by CC 3.0 BY <਍৔ஏݶ> ର۝৘ড ઓߑޙ ର۝੉ਊ ର۝߈ժ ର۝ҳݒ оѺࢸ੿ ਍৔੹ۚࣻ݀ ࢎҊח*NCBMBODFE%BUB ର۝߹ѐੋ߹࢚ട߹ࠁ೷ܐ࢑੿ ࢎҊܻझ௼౸߹۽੿ഛೠ࠺ૉפझ࠙ࢳ ର۝ҙܻ

  43. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> Icons made by Freepik from www.flaticon.com is licensed

    by CC 3.0 BY <਍৔ஏݶ> ର۝৘ড ઓߑޙ ର۝੉ਊ ର۝߈ժ ର۝ҳݒ оѺࢸ੿ ਍৔੹ۚࣻ݀ ࢲ࠺झ߂࢚ಿӝദ ਍৔੿଼ബҗ࠙ࢳ߂ѐಞ नӏ࢚ಿӝദ ࢎҊܻझ௼౸߹

  44. ݽ࠽ܻ౭੄׮নೠޙઁ 3JEF)BJMJOH

  45. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <ఋ׮҃೷ৈ੿> Icons made by Freepik from www.flaticon.com is

    licensed by CC 3.0 BY

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  49. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <ఋ׮҃೷ৈ੿> ର۝ഐ୹ ର۝ب଱ ݾ੸૑۽୹ߊ ب଱ ର۝੉঱ઁب଱ೡө  &5"

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  50. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <ఋ׮҃೷ৈ੿> ର۝ഐ୹ ର۝ب଱ ݾ੸૑۽୹ߊ ب଱ ц੗ӝ࠺оղ۰ਃ ࣻਃૐо ࢜߷दীਘ٘஺Ѿथ੉՘աਃ

    ࣻਃૐо ࠛӘ োോ੹զ ࣻਃૐо Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY

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    ࣻਃૐо ࠛӘ োോ੹զ ࣻਃૐо ࣻਃоәૐೞחदр؀ ૑৉ী఍۱ਃӘઁ੸ਊ ੢ӝࣻਃ৘ஏਸా೧ର۝ҳݒ੹ۚࣻ݀ Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY <਋ߡ੄4VSHF1SJDJOH>

  52. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <ఋ׮҃೷ৈ੿> ର۝ഐ୹ ର۝ب଱ ݾ੸૑۽୹ߊ ب଱ Icons made by

    Freepik from www.flaticon.com is licensed by CC 3.0 BY ஠஠য়࠳ۨੋ੄٩۞׬ഝਊೠࣻਃ৘ஏ IUUQTXXXLBLBPCSBJODPNCMPH %FFQ45%//CBTFEQSFEJDUJPONPEFMGPSTQBUJPUFNQPSBMEBUB .JDSP4PGU ੉޷૑ܳ$//ীక਍റ 'FBUVSF୶୹ೠറ -JOFBS3FHSFTTJPO IUUQTXXXNJDSPTPGUDPNFOVTSFTFBSDIXQDPOUFOUVQMPBET%FFQ454*(41"5*"-QEG

  53. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <ఋ׮҃೷ৈ੿> ର۝ഐ୹ ର۝ب଱ ݾ੸૑۽୹ߊ ب଱ ঌҊ્ܻਸয়೐ۄੋী߄۽੸ਊೞחѪ਷ ௾ܻझ௼ઓ੤ ܻझ௼ܳ઴੉Ҋप೷ਸ׮নೞѱ૓೯ೞӝਤ೧

    दޯۨ੉࣌ജ҃ਸҳഅ Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY

  54. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <दޯۨ੉࣌> ର۝ഐ୹ &5" ب଱ Icons made by Freepik

    from www.flaticon.com is licensed by CC 3.0 BY <ߓର৮ܐ> <ߓରपಁ> ݾ੸૑۽੉ز ೐۽ࣁझӝ߈दޯۨ੉࣌ ё୓оࢤࢿغযࣗݷؼٸө૑੄җ੿ 1SPDFTT  ೯ਤܳदр૑ো੉੓ח೐۽ࣁझ۽ޑࢎ

  55. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <दޯۨ੉࣌> ର۝ഐ୹ &5" ب଱ &YQPOFOUJBM࠙ನ۽ਬ੷ࢤࢿ ನই࣠࠙ನחױਤदрߊࢤപࣻоഛܫ߸ࣻੋഛܫ࠙ನ ৘࠙ীಣӐ੸ਵ۽ѐ੄ഐ୹ݺࢤࢿ ૑ࣻ࠙ನחߊࢤҗߊࢤࢎ੉҃җदрਸഛܫ߸ࣻ۽ೞחഛܫ࠙ನ

    ੌ੿दрزউߊࢤೞחࢎѤ੄
 പࣻоಹই࣠࠙ನܳٮܲ׮ݶ 
 ׮਺ࢎѤ੉ੌযզٸө૑
 ؀ӝदр਷૑ࣻ࠙ನܳٮܴ җѢ୹ߊ૑ ݾ੸૑࠙ನ ৘࢜߷दীъթҳীࢲ఑थೡഛܫ੉ Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY <ߓର৮ܐ> <ߓରपಁ> ݾ੸૑۽੉ز

  56. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <दޯۨ੉࣌> ର۝ഐ୹ &5" ب଱ ୹ߊ૑ ݾ੸૑ ਃੌ दр

    ҳ߹Ѣܻ١ਸష؀۽ ࣗਃदрਸ৘ஏೞחݠन۞׬ݽ؛ਸदޯۨ੉࣌ীࢲࢎਊ PSӡ଺חূ૓١ਸदޯۨ੉࣌ীࢲഝਊ Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY <ߓର৮ܐ> <ߓରपಁ> ݾ੸૑۽੉ز

  57. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <दޯۨ੉࣌> ର۝ഐ୹ &5" ب଱ Ҋё੉੉ఎೡࣻ੓חನੋ౟ب ഛܫ࠙ನӝ߈ਵ۽ࢸ੿ Icons made

    by Freepik from www.flaticon.com is licensed by CC 3.0 BY <ߓର৮ܐ> <ߓରपಁ> ݾ੸૑۽੉ز

  58. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <दޯۨ੉࣌> ର۝ഐ୹ &5" ب଱ рױ൤୓೷ೡࣻ੓חۄ੉࠳۞ܻ4JN1Z IUUQTTJNQZSFBEUIFEPDTJPFOMBUFTU Icons made

    by Freepik from www.flaticon.com is licensed by CC 3.0 BY <ߓର৮ܐ> <ߓରपಁ> ݾ੸૑۽੉ز 6CFS੄दޯۨ੉࣌ IUUQTFOHVCFSDPNTJNVMBUFENBSLFUQMBDF -ZGU੄दޯۨ੉࣌ IUUQTFOHMZGUDPNIUUQTNFEJVNDPNBEBNHSFFOIBMMTJNVMBUJOHBSJEFTIBSJOHNBSLFUQMBDFBBG

  59. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <ఋ׮҃೷ৈ੿> ର۝ഐ୹ ର۝ب଱ ݾ੸૑۽୹ߊ ب଱ 3PVUF1MBOOJOH ୹ߊ૑ীࢲݾ੸૑ө૑যڃ҃۽۽тѪੋо 

    ୭ࣗदр ୭ױदр Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY <૑ب ֎࠺ѱ੉࣌> PTNOYMJCSBSZ

  60. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <ఋ׮҃೷ৈ੿> ର۝ഐ୹ ର۝ب଱ ݾ੸૑۽୹ߊ ب଱ 3PVUF1MBOOJOH ୹ߊ૑ীࢲݾ੸૑ө૑যڃ҃۽۽тѪੋо 

    ୭ࣗदр ୭ױदр Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY <૑ب ֎࠺ѱ੉࣌> Үా۝৘ஏ 5SBGGJD&TUJNBUJPO  ݾ੸૑҃۽੄Үా۝৘ஏਸా೧ 3PVUF1MBOOJOH੄ࢎѾ੿ীب਑

  61. ݽ࠽ܻ౭੄׮নೠޙઁٜ <3JEF)BJMJOH> <ఋ׮҃೷ৈ੿> ର۝ഐ୹ ର۝ب଱ ݾ੸૑۽୹ߊ ب଱ 3PVUF1MBOOJOH ୹ߊ૑ীࢲݾ੸૑ө૑যڃ҃۽۽тѪੋо 

    ୭ࣗदр ୭ױदр Icons made by Freepik from www.flaticon.com is licensed by CC 3.0 BY <૑ب ֎࠺ѱ੉࣌> ݗݒட .BQ.BUDIJOH  (141PJOUTܳب۽-JOLਤীݒட https://www.researchgate.net/publication/267420061_High_Integrity_Map_Matching_Algorithms_for_Advanced_Transport_Telematics_Applications ஠஠য়੄ݗݒட IUUQTXXXTMJEFTIBSFOFUJGLBLBPHQT

  62. ݽ࠽ܻ౭੄׮নೠޙઁٜ <$BS4IBSJOH> <3JEF)BJMJOH> ૑ب .BQ 3PVUF1MBOOJOH .BQ.BUDIJOH Үా۝৘ஏ ࢲ࠺झಿ૕ҙܻ &5"

    4VSHF1SJDJOH ؘ੉ఠӝ߈਍৔੹ۚ ࣻਃ৘ஏ दޯۨ੉࣌ ؘ੉ఠӝ߈੄ઓ߂ର۝਍৔੹ۚ ࣻਃ৘ஏ߂਍৔੹ۚࣻ݀ ౠ੿ઓର۝੄оѺࢸ੿ ࢿࣻӝର۝ҳݒ੹ۚ ѐੋചػоѺ ௢ಪ߂ഌఖ  ࣗݽಿҮജ߂ࣁର઱ӝ୭੸ച ҮాࢎҊܻझ௼࠙ࢳ ର۝߹ѐੋ߹࢚ട߹ࠁ೷ܐ࢑੿ ࢎҊܻझ௼౸߹۽੿ഛೠ࠺ૉפझ࠙ࢳ ࢲ࠺झ߂࢚ಿӝദ ࢲ࠺झಌօѐࢶ ਍৔੿଼ബҗ࠙ࢳ߂ѐಞ नӏ࢚ಿӝദ ਍৔੗زച ؘ੉ఠӝ߈਍৔੹ۚࣻ݀߂੗زച ੿ܻ

  63. ݃ޖܻ

  64. ੿ܻ ݽ࠽ܻ౭࢑স਷ݒ਋ݒ۱੸ੋ࠙ঠ ݽ࠽ܻ౭੄ؘ੉ఠܳ੸ਊೡࣻ੓חࠗ࠙بݒ਋݆਺ ਋ܻ੄࢕җোѾغয੓חؘ੉ఠ $BS4IBSJOH3JEF)BJMJOHীࢲ੽ೞח׮নೠޙઁٜ ੗ਯ઱೯੉ࠄѺചغݶ؊੤޷੓ਸਃٜࣗоٙ

  65. ଵҊೞݶજਸ੗ܐ "XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT IUUQTHJUIVCDPN[[T[B"XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT

  66. ଵҊೞݶજਸ੗ܐ "XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT IUUQTHJUIVCDPN[[T[B"XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT খীࢲ݈೮٠  ݒ਋઺ਃೞҊয়ېߊ੹ೞҊ੓ח࠙ঠ

  67. ଵҊೞݶજਸ੗ܐ "XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT IUUQTHJUIVCDPN[[T[B"XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT ࣻਃ৬ҕәࠛӐഋਸ೧Ѿೞӝਤ೧ .VMUJ"HFOU3-ਸഝਊೠ֤ޙ %FFQ3FJOGPSDFNFOU-FBSOJOHXJUI"QQMJDBUJPOTJO5SBOTQPSUBUJPO ٣٣୶य  IUUQTPVUSFBDIEJEJDIVYJOHDPNUVUPSJBM"""*

  68. ଵҊೞݶજਸ੗ܐ "XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT IUUQTHJUIVCDPN[[T[B"XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT 4VSHF1SJDJOHҗਬࢎೠѐ֛ ׮নೠоѺ੹ۚী؀ೠ֤ޙٜ ࣻਃ ҕә৘ஏਸਤೠ ׮নೠߑߨٜ ٩۞׬ਸഝਊೠߑߨ ੹ӝରী؀ೠҙब੉੼੼ૐо

    ੹ӝର୽੹ࣗܳয٣ীٜ݅যঠೡө

  69. ଵҊೞݶજਸ੗ܐ "XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT IUUQTHJUIVCDPN[[T[B"XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT झாે݂ঌҊ્ܻب׮নೞѱߊ੹ ੤޷੓ѱ੍਷֤ޙ #JLF4IBSJOHب$BS4IBSJOHҗ࠺तೞ૑݅ ޷ޑೞѱ׮ܲޙઁٜਸಽҊ੓਺

  70. ଵҊೞݶજਸ੗ܐ "XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT IUUQTHJUIVCDPN[[T[B"XFTPNF.PCJMJUZ.BDIJOF-FBSOJOH$POUFOUT ஠஠য়ݽ࠽ܻ౭ۨನ౟ IUUQTCSVODIDPLS!LBLBPNPCJMJUZ IUUQTCSVODIDPLS!LBLBPNPCJMJUZ ஠஠য়"*3FQPSU7PM   IUUQTCSVODIDPLS!LBLBPJU

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  71. ॑஠ؘ੉ఠӒܛ ॑஠ؘ੉ఠӒܛ ୨ѐ੄౱ ୨ݺ ࢑সਸ੉೧ೞҊӝࣿ۽ࢿҗٜܳ݅যղחؘ੉ఠઑ૒ ؘ੉ఠ࠙ࢳоؘ੉ఠࢎ੉঱౭झ౟ؘ੉ఠূ૑פয नੑ ҃۱ݽف଻ਊ઺ ௿ۄ੉঱౟ѐߊ੗ ࢲߡѐߊ੗ب଻ਊೞҊ੓णפ׮

    ૑ਗ੄ࢎ࢚׸਷LZMF!TPDBSLS۽

  72. хࢎ೤פ׮

  73. ࠗ۾

  74. ࠗ۾ 5SBOTQPSUBUJPOഥࢎݾ۾ https://blog.cometlabs.io/263-self-driving-car-startups-to-watch-8a9976dc62b0

  75. https://www.cbinsights.com/research/transportation-service-smart-commuting/ ࢲ࠺झഥࢎ ೧৻ ࠗ۾ https://dazeinfo.com/2018/05/29/global-ride-hailing-market-schemed-upheaval/

  76. https://doowoncha.wordpress.com/2019/04/28/%ED%95%9C%EA%B5%AD-%EB%AA%A8%EB%B9%8C%EB%A6%AC%ED%8B%B0-%EC%84%9C%EB%B9%84%EC%8A%A4-%EA%B8%B0%EC%97%85-%EC%A7%80%EB%8F%84a-ma of-mobility-service-in-korea-ver-0/ ࢲ࠺झഥࢎ Ҵղ ࠗ۾