äžçäžã®æ§ã ãªç£æ¥ã«ãããããŒã«æè¡ã®æŽå²ã鲿©ããããŠæªæ¥ãæ¢ããŸããåçŽãªæå·¥å ·ããé«åºŠãªAIæèŒã·ã¹ãã ãŸã§ãããŒã«ãã©ã®ããã«ç§ãã¡ã®äžçã圢äœã£ãŠããããã芧ãã ããã
ããŒã«æè¡ã®é²åïŒã°ããŒãã«ãªèŠç¹
ããŒã«ã¯ææã®é»ææä»¥æ¥ã人é¡ã®é²æ©ã®æ ¹å¹¹ããªããŠããŸãããæãåçŽãªç³æ§ããæãé«åºŠãªããããã·ã¹ãã ã«è³ããŸã§ãããŒã«æè¡ã¯çµ¶ããé²åããäžçäžã®ç£æ¥ãå€é©ãã瀟äŒã圢æããŠããŸããããã®å æ¬çãªã¬ã€ãã§ã¯ãããŒã«æè¡ã®æŽå²ã鲿©ããããŠæªæ¥ãæ¢ãã人é¡ã®ã€ãããŒã·ã§ã³ã®ãã®éèŠãªåŽé¢ã«ã€ããŠã°ããŒãã«ãªèŠç¹ãæäŸããŸãã
ããŒã«ã®æŽå²æŠèгïŒç³åšæä»£ããç£æ¥é©åœãŸã§
ããŒã«ã®ç©èªã¯ç³åšæä»£ã«å§ãŸããåæã®äººé¡ã¯ç³ãéªšãæšããåå§çãªéå ·ãäœãåºããŸããããããã®ããŒã«ã¯åçŽã§ããããç§ãã¡ã®ç¥å ãç©çãæ¡éããããŠäœå± ã建ãŠãããšãå¯èœã«ããããè€éãªç€ŸäŒã®çºå±ã®åºç€ãç¯ããŸãããé ãéé ãéãªã©ã®éå±ã®çºèŠã¯éèŠãªè»¢æç¹ãšãªãããã匷ãèä¹ æ§ã®ããããŒã«ã®åµåºã«ã€ãªãããŸããã蟲æ¥ã®çºå±ã¯ãèäœãæ€ãä»ããåç©«ã®ããã®æ°ããããŒã«ã®çºæãä¿ããããå€§èŠæš¡ãªäœç©ã®æ œå¹ãå¯èœã«ããŸããã
ç£æ¥é©åœã¯ãããŒã«æè¡ã®åçãªå éããããããŸãããèžæ°æ©é¢ããã®ä»ã®ååé§åæ©æ¢°ã®çºæã¯è£œé æ¥ã«é©åœãèµ·ãããååã®å€§éçç£ã«ã€ãªãããŸããã鱿¥ã茞éãéä¿¡ã®ããã«æ°ããããŒã«ãšæè¡ãéçºãããäžççµæžãå€é©ããåäŸã®ãªãæè¡é²æ©ã®æä»£ãè¿ããŸãããäŸãã°ãç±³åœã§çºæãããç¶¿ç¹°ãæ©ã¯ç¶¿è±ã®çç£ãå€§å¹ ã«å¢å ãããè±åœã§éçºãããèžæ°ååã®ç¹æ©ã¯ç¹ç¶ç£æ¥ã«é©åœããããããŸããã
çŸä»£ã®ããŒã«æè¡ïŒé²æ©ãšå¿çš
20äžçŽãš21äžçŽã¯ãããŒã«æè¡ã«ãããã€ãããŒã·ã§ã³ã®ççºçãªå¢å ãç®ã®åœããã«ããŸãããé»åæ©åšãã³ã³ãã¥ãŒã¿ãŒããããŠã€ã³ã¿ãŒãããã®çºå±ã¯ããŸããŸãé«åºŠã§å€çšéãªããŒã«ã®åµåºã«ã€ãªãããŸããã以äžã«ãäž»èŠãªé²æ©ãšå¿çšäŸãããã€ãæããŸãã
1. ã³ã³ãã¥ãŒã¿ãŒæ¯æŽèšèšïŒCADïŒããã³è£œé ïŒCAMïŒ
CADãœãããŠã§ã¢ã¯ããšã³ãžãã¢ããã¶ã€ããŒã補åãéšåã®è©³çްãª3Dã¢ãã«ãäœæããããšãå¯èœã«ããCAMãœãããŠã§ã¢ã¯è£œé ããã»ã¹ãèªååããè€éãªéšåãé«ã粟床ãšå¹çã§çç£ããããšãå¯èœã«ããŸãããããã®æè¡ã¯ãèªç©ºå®å®ãèªåè»ãé»åæ©åšãªã©ã®ç£æ¥ã§åºãå©çšãããŠããŸããäŸãã°ãAirbusã¯èªç©ºæ©éšåã®èšèšãšè£œé ã«CAD/CAMãœãããŠã§ã¢ã䜿çšããTeslaã¯ãããã®æè¡ãçšããŠé»æ°èªåè»ãããããªãŒã·ã¹ãã ãçç£ããŠããŸãã
2. ããããå·¥åŠãšèªåå
ããããå·¥åŠãšèªååã¯è£œé æ¥ãå€é©ããäŒæ¥ãçç£æ§ãåäžãããã³ã¹ããåæžããå®å šæ§ãæ¹åããããšãå¯èœã«ããŸãããããããã¯ã溶æ¥ãå¡è£ ãçµã¿ç«ãŠã梱å ãªã©ãå¹ åºãäœæ¥ã«äœ¿çšãããŠããŸããèªååã·ã¹ãã ã¯ãç©æµãå庫æ¥åã«ãããŠãåšåº«ç®¡çãæ³šæåŠçã®ããã«äœ¿çšãããŠããŸããAmazonãAlibabaã®ãããªäŒæ¥ã¯ããµãã©ã€ãã§ãŒã³ãšç©æµæ¥åãæé©åããããã«ãããããå·¥åŠãšèªååã«å€é¡ã®æè³ãè¡ã£ãŠããŸãã
3. ããžã¿ã«ãã€ã³
ããžã¿ã«ãã€ã³ã¯ãç©ççãªè³ç£ãããã»ã¹ããŸãã¯ã·ã¹ãã ã®ä»®æ³çãªè¡šçŸã§ããããã«ããããšã³ãžãã¢ããªãã¬ãŒã¿ãŒã¯ããã©ãŒãã³ã¹ãç£èŠããæ éãäºæž¬ããéçšãæé©åããããšãã§ããŸããããžã¿ã«ãã€ã³ã¯ã補é ããšãã«ã®ãŒããã«ã¹ã±ã¢ãªã©ãæ§ã ãªç£æ¥ã§äœ¿çšãããŠããŸããäŸãã°ãSiemensã¯çºé»æã®ããã©ãŒãã³ã¹ãæé©åããããã«ããžã¿ã«ãã€ã³ã䜿çšããGeneral Electricã¯ãžã§ãããšã³ãžã³ã®å¥å šæ§ãç£èŠããããã«äœ¿çšããŠããŸãã
4. 人工ç¥èœïŒAIïŒã𿩿¢°åŠç¿ïŒMLïŒ
AIãšMLã¯ãå¹ åºãããŒã«ã«çµ±åããã以åã¯äžå¯èœã ã£ãã¿ã¹ã¯ãå®è¡ã§ããããã«ãªã£ãŠããŸããAIæèŒããŒã«ã¯ãããŒã¿ãåæãããã¿ãŒã³ãç¹å®ããäºæž¬ãè¡ãããšã§ããŠãŒã¶ãŒãããè¯ãæææ±ºå®ãäžãã®ãå©ããŸããMLã¢ã«ãŽãªãºã ã¯ããŒã¿ããåŠç¿ããæéãšãšãââã«ããã©ãŒãã³ã¹ãåäžãããããšãã§ããŸãããããã®æè¡ã¯ãäºç¥ä¿å šãå質管çãããã»ã¹æé©åãªã©ã®åéã§äœ¿çšãããŠããŸããäŸãã°ãGoogleã¯æ€çŽ¢ãšã³ãžã³ã®ç²ŸåºŠãåäžãããããã«AIã䜿çšããNetflixã¯ãŠãŒã¶ãŒã«æ ç»ããã¬ãçªçµãæšèŠããããã«MLã䜿çšããŠããŸãã
5. ã¢ãã®ã€ã³ã¿ãŒãããïŒIoTïŒãšã»ã³ãµãŒæè¡
IoTã¯ãããŒã¿ãåéã»äº€æã§ããçžäºæ¥ç¶ãããããã€ã¹ã®ãããã¯ãŒã¯ã§ããã»ã³ãµãŒæè¡ã«ãããããŒã«ã¯åšå²ã®ç°å¢ãåäœæ¡ä»¶ã«é¢ããæ å ±ãåéã§ããŸãããã®ããŒã¿ã¯ãããã©ãŒãã³ã¹ã®ç£èŠãæœåšçãªåé¡ã®ç¹å®ãéçšã®æé©åã«äœ¿çšã§ããŸããäŸãã°ã蟲家ã¯IoTã»ã³ãµãŒã䜿çšããŠåå£ã®æ°Žåãšæž©åºŠãç£èŠããããå¹ççã«äœç©ãçæŒããããšãã§ããŸãã建èšäŒç€Ÿã¯IoTã»ã³ãµãŒã䜿çšããŠæ©åšã®äœçœ®ã远跡ãããããžã§ã¯ãã®é²æãç£èŠããŠããŸãã
ããŒã«æè¡ãã°ããŒãã«ç£æ¥ã«äžãã圱é¿
ããŒã«æè¡ã¯ãå¹ åºãç£æ¥ã«ç倧ãªåœ±é¿ãäžããã€ãããŒã·ã§ã³ãæšé²ããçç£æ§ãåäžãããåè³ªãæ¹åããŠããŸãã以äžã«ããã€ãã®äŸãæããŸãã
1. è£œé æ¥
ããŒã«æè¡ã¯çŸä»£ã®è£œé æ¥ã®äžå¿ã«ãããŸããCAD/CAMãœãããŠã§ã¢ãããããå·¥åŠãèªååã¯è£œé ããã»ã¹ãå€é©ããäŒæ¥ãããå¹ççãã€é«å質ã«ååãçç£ããããšãå¯èœã«ããŸããã3Dããªã³ãã£ã³ã°ãè£œé æ¥ã«é©åœããããããäŒæ¥ãã«ã¹ã¿ã éšåããããã¿ã€ããè¿ éãã€å®äŸ¡ã«äœæããããšãå¯èœã«ããŠããŸããäŸãã°ãAdidasã¯ã«ã¹ã¿ã ã©ã³ãã³ã°ã·ã¥ãŒãºãäœæããããã«3Dããªã³ãã£ã³ã°ã䜿çšããBoeingã¯èªç©ºæ©éšåã補é ããããã«äœ¿çšããŠããŸãã
2. å»ºèšæ¥
ããŒã«æè¡ã¯å»ºèšæ¥çãå€é©ããããå®å šã§ãããå¹ççã§ãããæç¶å¯èœãªãã®ã«ããŠããŸãããããŒã³ã¯å»ºèšçŸå Žã®æž¬éã鲿ã®ç£èŠã«äœ¿çšãããããããã¯ã¬ã³ã¬ç©ã¿ã溶æ¥ãªã©ã®äœæ¥ã«äœ¿çšãããŸãããã«ãã£ã³ã°ã»ã€ã³ãã©ã¡ãŒã·ã§ã³ã»ã¢ããªã³ã°ïŒBIMïŒãœãããŠã§ã¢ã«ããã建ç¯å®¶ããšã³ãžãã¢ãè«è² æ¥è ã¯ãã广çã«ååãããããžã§ã¯ããããå¹ççã«ç®¡çã§ããŸããäŸãã°ãSkanskaã¯å€§èŠæš¡ãªå»ºèšãããžã§ã¯ãã管çããããã«BIMã䜿çšããKomatsuã¯å®å šæ§ãšçç£æ§ãåäžãããããã«èªåŸåå»ºèšæ©æ¢°ã䜿çšããŠããŸãã
3. 蟲æ¥
ããŒã«æè¡ã¯èŸ²æ¥ã«ãããŠãŸããŸãéèŠãªåœ¹å²ãæãããŠããã蟲家ãåéãå¢ãããã³ã¹ããåæžããç°å¢ãžã®åœ±é¿ãæå°éã«æããã®ã«åœ¹ç«ã£ãŠããŸããGPSèªå°ãã©ã¯ã¿ãŒãã»ã³ãµãŒãæèŒãããããŒã³ãªã©ã®ç²Ÿå¯èŸ²æ¥æè¡ã«ããã蟲家ã¯çæŒãæœè¥ã害è«é§é€ãæé©åã§ããŸããèªååç©«æ©ããŸããŸãäžè¬çã«ãªã£ãŠããŸããäŸãã°ãJohn Deereã¯GPSæè¡ã䜿çšããŠãã©ã¯ã¿ãŒãèªå°ããæ€ãä»ããšåç©«ãæé©åããŠãããBlue River Technologyã¯ã³ã³ãã¥ãŒã¿ãŒããžã§ã³ã䜿çšããŠéèãç¹å®ããæ£åžããŠããŸãã
4. ãã«ã¹ã±ã¢
ããŒã«æè¡ã¯ãã«ã¹ã±ã¢ã«é©åœããããããå»åž«ããã广çã«ç æ°ã蚺æãæ²»çããããšãå¯èœã«ããŠããŸããMRIãCTã¹ãã£ã³ãªã©ã®é«åºŠãªç»å蚺ææè¡ã«ãããå»åž«ã¯åäŸã®ãªã詳现ãã§äœå ã®æ§åãèŠèŠåã§ããŸããããããæè¡ã·ã¹ãã ã«ãããå€ç§å»ã¯ããé«ã粟床ãšå¶åŸ¡ã§è€éãªæè¡ãè¡ãããšãã§ããŸããAIæèŒã®èšºæããŒã«ã¯ãå»åž«ãããæ©æãã€æ£ç¢ºã«ç æ°ãç¹å®ããã®ã«åœ¹ç«ã¡ãŸããäŸãã°ãIntuitive Surgical瀟ã®da Vinciæè¡ã·ã¹ãã ã¯å€ç§å»ãäœäŸµè¥²æè¡ãè¡ãããšãå¯èœã«ããIBM Watsonã¯å»çããŒã¿ãåæããŠå»åž«ã®èšºæãšæ²»çãæ¯æŽã§ããŸãã
ããŒã«æè¡ã®æªæ¥ïŒãã¬ã³ããšäºæž¬
ããŒã«æè¡ã®æªæ¥ã¯ãããã€ãã®äž»èŠãªãã¬ã³ãã«ãã£ãŠåœ¢äœãããå¯èœæ§ããããŸãã
1. èªååã®é²å±
èªååã¯ãããããå·¥åŠãAIãMLã®é²æ©ã«çœåŒãããå¹ åºãç£æ¥ã§ãŸããŸãéèŠãªåœ¹å²ãæããç¶ããã§ããããããããã¯ããé«åºŠã§æèœã«ãªããçŸåšäººéãè¡ã£ãŠããäœæ¥ãå®è¡ããããã«ãªããŸããèªååã·ã¹ãã ã¯ãããã»ã¹ã®æé©åãšå¹çã®åäžã«äœ¿çšãããŸãããã®åŸåã¯çç£æ§ã®åäžãšã³ã¹ãåæžã«ã€ãªãããŸãããéçšã®åªå€±ã«é¢ããæžå¿µãåŒãèµ·ãããŸãã
2. AIãšMLã®ãããªãçµ±å
AIãšMLã¯ãŸããŸãããŒã«ã«çµ±åããã以åã¯äžå¯èœã ã£ãã¿ã¹ã¯ãå®è¡ã§ããããã«ãªããŸããAIæèŒããŒã«ã¯ããŒã¿ãåæãããã¿ãŒã³ãç¹å®ããäºæž¬ãè¡ãããšã§ããŠãŒã¶ãŒãããè¯ãæææ±ºå®ãäžãã®ãå©ããŸããMLã¢ã«ãŽãªãºã ã¯ããŒã¿ããåŠç¿ããæéãšãšãââã«ããã©ãŒãã³ã¹ãåäžãããŸãããã®åŸåã¯ããŠãŒã¶ãŒã®ããŒãºãããããæºããããšãã§ãããããã€ã³ããªãžã§ã³ãã§é©å¿æ§ã®é«ãããŒã«ã«ã€ãªãããŸãã
3. ããžã¿ã«ãã€ã³ã®å°é
ããžã¿ã«ãã€ã³ã¯ããæ®åãããšã³ãžãã¢ããªãã¬ãŒã¿ãŒãããã©ãŒãã³ã¹ãç£èŠããæ éãäºæž¬ããéçšãæé©åã§ããããã«ãªããŸããããžã¿ã«ãã€ã³ã¯ã補é ããšãã«ã®ãŒããã«ã¹ã±ã¢ãªã©ãå¹ åºãç£æ¥ã§äœ¿çšãããã§ãããããã®åŸåã¯ãå¹çã®åäžãã³ã¹ãã®åæžãä¿¡é Œæ§ã®åäžã«ã€ãªãããŸãã
4. ã³ã©ãã¬ãŒã·ã§ã³ã®åŒ·å
ããŒã«ã¯äººéãšæ©æ¢°ã®éã®ã³ã©ãã¬ãŒã·ã§ã³ãä¿é²ããããã«èšèšãããã§ãããããã¥ãŒãã³ã»ãã·ã³ã»ã€ã³ã¿ãŒãã§ãŒã¹ã¯ããçŽæçã§ãŠãŒã¶ãŒãã¬ã³ããªãŒã«ãªãããŠãŒã¶ãŒãããŒã«ãšãã广çã«å¯Ÿè©±ã§ããããã«ãªããŸããããŒã«ã¯äºãã«éä¿¡ããããŒã¿ãå ±æã§ããããã«ãªããç°ãªãã·ã¹ãã éã®ã·ãŒã ã¬ã¹ãªã³ã©ãã¬ãŒã·ã§ã³ãå¯èœã«ããŸãããã®åŸåã¯ãããå¹ççã§çç£çãªã¯ãŒã¯ãããŒã«ã€ãªãããŸãã
5. æç¶å¯èœæ§ãžã®çŠç¹
æç¶å¯èœæ§ã¯ãããŒã«ã®èšèšãšéçºã«ãããŠãŸããŸãéèŠãªèæ ®äºé ãšãªãã§ããããããŒã«ã¯ãæç¶å¯èœã§ãšãã«ã®ãŒå¹çã®é«ãææã䜿çšããç°å¢ãžã®åœ±é¿ãæå°éã«æããããã«èšèšãããŸããããŒã«ã¯è³æºæ¶è²»ã®ç£èŠãšæé©åã«äœ¿çšããã廿£ç©ãåæžããè³æºãç¯çŽããã®ã«åœ¹ç«ã¡ãŸãããã®åŸåã¯ãããæç¶å¯èœã§ç°å¢ã«åªããæªæ¥ã«ã€ãªãããŸãã
課é¡ãšèæ ®äºé
ããŒã«æè¡ã®é²æ©ã¯å€ãã®å©ç¹ããããããŸããã察åŠãã¹ã課é¡ãèæ ®äºé ããããŸãã
1. éçšã®åªå€±
èªååãšAIã¯ãæ©æ¢°ã以åã¯äººéã«ãã£ãŠè¡ãããŠããã¿ã¹ã¯ãåŒãç¶ããããéçšã®åªå€±ã«ã€ãªããå¯èœæ§ããããŸããæªæ¥ã®ä»äºã«å¿ èŠãªã¹ãã«ãåŽåè ã«æäŸããããã«ãæè²ãšèšç·Žããã°ã©ã ã«æè³ããããšãäžå¯æ¬ ã§ããæ¿åºãšäŒæ¥ã¯ãæè¡ã«ãã£ãŠè·ã倱ã£ãåŽåè ã®ããã®ã»ãŒããã£ããããæ§ç¯ããããã«ååããå¿ èŠããããŸãã
2. å«ççæžå¿µ
AIãšããããå·¥åŠã®äœ¿çšã¯ãåèŠããã©ã€ãã·ãŒãã»ãã¥ãªãã£ã«é¢ããå«ççãªæžå¿µãåŒãèµ·ãããŸãããããã®æè¡ã責任ãæã£ãŠã瀟äŒå šäœã«å©çãããããæ¹æ³ã§äœ¿çšãããããšãä¿èšŒããããã«ãå«ççãªã¬ã€ãã©ã€ã³ãšèŠå¶ãçå®ããããšãéèŠã§ããéææ§ãšèª¬æè²¬ä»»ã¯ããããã®æè¡ãžã®ä¿¡é Œãç¯ãäžã§äžå¯æ¬ ã§ãã
3. ãµã€ããŒã»ãã¥ãªãã£ã®ãªã¹ã¯
ããŒã«ãšã·ã¹ãã ã®æ¥ç¶æ§ãé«ãŸãããšã§ãæ°ããªãµã€ããŒã»ãã¥ãªãã£ã®ãªã¹ã¯ãçããŸãããµã€ããŒæ»æããä¿è·ããããã«ãå ç¢ãªã»ãã¥ãªãã£å¯Ÿçã宿œããããšãéèŠã§ããäŒæ¥ã¯ããªã¹ã¯ãšãã®è»œæžæ¹æ³ã«ã€ããŠåŸæ¥å¡ãæè²ããããã«ããµã€ããŒã»ãã¥ãªãã£ã®ãã¬ãŒãã³ã°ãšæèåäžããã°ã©ã ã«æè³ããå¿ èŠããããŸãã
4. ããžã¿ã«ããã€ãïŒæ å ±æ Œå·®ïŒ
ããžã¿ã«ããã€ãã¯ãäžéšã®å人ãã³ãã¥ããã£ãææ°ã®ããŒã«æè¡ãžã®ã¢ã¯ã»ã¹ãæ¬ ããŠãããããäžå¹³çãæªåãããå¯èœæ§ããããŸããæé ãªäŸ¡æ Œã®ã€ã³ã¿ãŒããããã³ã³ãã¥ãŒã¿ãŒããã¬ãŒãã³ã°ããã°ã©ã ãžã®ã¢ã¯ã»ã¹ãæäŸããããšã§ãããžã¿ã«ããã€ããåããããšãéèŠã§ããæ¿åºãšäŒæ¥ã¯ã誰ããããŒã«æè¡ã®é²æ©ããå©çãåŸãæ©äŒãæãŠãããã«ååããå¿ èŠããããŸãã
çµè«
ããŒã«æè¡ã¯ç³åšæä»£ããé·ãéã®ããæ©ã¿ãäžçäžã®ç£æ¥ãå€é©ãã瀟äŒã圢æããŠããŸãããããŒã«æè¡ã®æªæ¥ã¯ãèªååã®é²å±ãAIãšMLã®ãããªãçµ±åãããžã¿ã«ãã€ã³ã®å°é ãã³ã©ãã¬ãŒã·ã§ã³ã®åŒ·åããããŠæç¶å¯èœæ§ãžã®çŠç¹ã«ãã£ãŠåœ¢äœãããå¯èœæ§ããããŸãã察åŠãã¹ã課é¡ãèæ ®äºé ã¯ãããŸãããããŒã«æè¡ã®æœåšçãªå©çã¯èšãç¥ããŸãããã€ãããŒã·ã§ã³ãåãå ¥ãã課é¡ã«ç©æ¥µçã«åãçµãããšã§ãç§ãã¡ã¯ããŒã«æè¡ã®åãæŽ»çšããŠããã¹ãŠã®äººã«ãšã£ãŠããè±ãã§ãæç¶å¯èœã§ãå ¬å¹³ãªæªæ¥ãåµé ããããšãã§ããŸãã
å 責äºé ïŒãã®ããã°èšäºã¯ããŒã«æè¡ã«é¢ããäžè¬çãªæ å ±ãæäŸãããã®ã§ãããå°éçãªã¢ããã€ã¹ãæå³ãããã®ã§ã¯ãããŸãããããŒã«æè¡ãžã®æè³ãå°å ¥ã«é¢ããæ±ºå®ãäžãåã«ã¯ãå¿ ãè³æ Œã®ããå°éå®¶ã«çžè«ããŠãã ããã
æçµæŽæ°æ¥ïŒ[çŸåšã®æ¥ä»]