é«åºŠãªããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ãšããã¢ã¯ãã£ããªãã¿ã€ãã»ãŒããã£ãæåã®çµ±åã«ãããæ¯é¡ãªãã°ããŒãã«ãªã¬ãžãªãšã³ã¹ãšåè¶ããéçšãå®çŸãããäžè¬çãªãµãã©ã€ãã§ãŒã³æé©åã
äžè¬çãªãµãã©ã€ãã§ãŒã³æé©åïŒããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ãšããã¢ã¯ãã£ããªå®å šæ§ãçµ±åããã°ããŒãã«ãªã¬ãžãªãšã³ã¹ãå®çŸ
仿¥ã®è€éã«çµ¡ã¿åã£ãã°ããŒãã«çµæžã«ãããŠããµãã©ã€ãã§ãŒã³ã¯åååŒã®äžå¯æ¬ ãªåèãšããŠã®åœ¹å²ãæãããŠããŸãããããã¯åã«ååã®çµè·¯ã§ããã ãã§ãªããå°æ¿åŠçå€åãæè¡é²æ©ãçµæžå€åããããŠäºæãã¬æ··ä¹±ã«ãã£ãŠçµ¶ãã圢æãããè€éã§ãã€ãããã¯ãªãšã³ã·ã¹ãã ã§ããåŸæ¥ã®ãµãã©ã€ãã§ãŒã³æé©åãäž»ã«å¹çåäžãšã³ã¹ãåæžã«çŠç¹ãåœãŠãŠããã®ã«å¯Ÿããå æ¬çã§å°æ¥ãèŠæ®ããã¢ãããŒãã¯ãé«åºŠãªãããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ããšãã¿ã€ãã»ãŒããã£ãã®ããã®å ç¢ãªãã¬ãŒã ã¯ãŒã¯ã®ã·ãŒã ã¬ã¹ãªçµ±åãä»ãèŠæ±ããŠããŸãããã®ããã°èšäºã§ã¯ãäžçäžã®äŒæ¥ãã¹ããŒãããŒã¿ã掻çšããå®å šæ§ãåªå ããããšã«ãã£ãŠãã©ã®ããã«äžè¬çãªãµãã©ã€ãã§ãŒã³æé©åãéæã§ããããæ·±ãæãäžããŸããå®å šæ§ã¯åãªãèŠå¶äžã®ãã§ãã¯ããã¯ã¹ã§ã¯ãªããéçšã€ã³ããªãžã§ã³ã¹ã«çµã¿èŸŒãŸããããŒã¿é§ååã®èŠçŽ ã§ãããæç¶å¯èœãªã¬ãžãªãšã³ã¹ã®åŒ·åãªè§ŠåªãšããŠæ©èœããŸãã
ã°ããŒãã«ã³ã³ããã¹ãã«ãããäžè¬çãªãµãã©ã€ãã§ãŒã³æé©åã®çè§£
äžè¬çãªãµãã©ã€ãã§ãŒã³æé©åãšã¯ãç¹å®ã®æ¥çã補åã¿ã€ãã«é¢ä¿ãªãããµãã©ã€ãã§ãŒã³ã®å¹çæ§ãè²»çšå¯Ÿå¹æãå¿çæ§ãããã³æç¶å¯èœæ§ãé«ããããã«èšèšãããæ®éçãªååãæŠç¥ãããã³æè¡ãœãªã¥ãŒã·ã§ã³ã®é©çšãæããŸããããã¯ããã€ã¯ããããã®ç²Ÿå¯ãªè£œé ããæ¶è²»è ååã®è¿ éãªæµéãå»è¬åã®ç¹çްãªåãæ±ãããåææã®å€§èŠæš¡ãªç§»åã«è³ããŸã§ãä¿¡ããããªãã»ã©å€æ§ãªéçšç°å¢å šäœã§æ¹åãæšé²ããå ±éã®åæ¯ãç¹å®ããããšã«é¢ãã£ãŠããŸãã
äžè¬çãªæé©åã®äž»èŠãªæ±
ãã®æ žå¿ã«ãããŠãäžè¬çãªæé©åã¯ãããã»ã¹ãåçåããç¡é§ãæå°éã«æããåšåº«ç®¡çãæŽç·Žãããµãã©ã€ãã§ãŒã³ã®ã©ã€ããµã€ã¯ã«å šäœã«ãããå šäœçãªã¹ã«ãŒããããåäžãããããšãç®æããŠããŸããããã«ã¯ãåææã®èª¿éãšè³Œè²·ã®åææ®µéãããè€éãªè£œé ãšæŠç¥çå庫ä¿ç®¡ãå€è§çãªæµéãéèŠãªã©ã¹ããã€ã«é éãããã«ã¯é«åºŠãªãªããŒã¹ããžã¹ãã£ã¯ã¹ããã»ã¹ã«è³ããŸã§ããã¹ãŠã®ããŒãã§ã®ç¶¿å¯ãªåæãšæŠç¥çæ¹åã䌎ããŸãã
- ããã»ã¹å¹çïŒããã«ã¯ãããã«ããã¯ãç¶¿å¯ã«ç¹å®ããŠæé€ããåœéçãªæ¥åå šäœã§ãã¹ããã©ã¯ãã£ã¹ãšæé ãæšæºåããRPAïŒRobotic Process AutomationïŒãŸãã¯ãã®ä»ã®é«åºŠãªãã¯ãããžãŒãéããŠååŸ©äœæ¥ãèªååããããšãå«ãŸããŸãã
 - ã³ã¹ãåæžïŒæŠç¥ã«ã¯ã倧éžéã®èŒžéã«ãŒãã®æé©åãã°ããŒãã«ãµãã©ã€ã€ãŒãããã¯ãŒã¯ãšã®ããæå©ãªæ¡ä»¶äº€æžããžã£ã¹ãã€ã³ã¿ã€ã ïŒJITïŒãŸãã¯ãžã£ã¹ãã€ã³ã·ãŒã±ã³ã¹ïŒJISïŒææ³ã«ããé«äŸ¡ãªåšåº«ä¿ç®¡ã³ã¹ãã®æå°åãå«ãŸããŸãã
 - å¿çæ§ã®åäžïŒäºæãã¬éèŠå€åãæ¥éãªåžå Žå€åãããã³äºæãã¬æ··ä¹±ïŒäŸïŒèªç¶çœå®³ãå°æ¿åŠçã€ãã³ãïŒã«è¿ éãã€å¹æçã«é©å¿ããèœåã¯ãã°ããŒãã«ãªç«¶äºåã«ãšã£ãŠæãéèŠã§ãã
 - å¯èŠæ§ã®åŒ·åïŒå°ççã«åæ£ãããµãã©ã€ãã§ãŒã³å šäœã«ãããæ¥åã®æç¢ºã§ãªã¢ã«ã¿ã€ã ãªãšã³ãããŒãšã³ãã®èŠç¹ãåŸãããšã¯ãæ å ±ã«åºã¥ããæææ±ºå®ã®åºç€ãšãªããŸãã
 - æç¶å¯èœæ§ãšå«ççæ £è¡ïŒç°å¢ãžã®åœ±é¿ïŒäŸïŒäºé žåççŽ æåºéïŒãåæžããææãšåŽååã®å«çç調éãä¿é²ãããµãã©ã€ãã§ãŒã³æ¥åã«ç€ŸäŒç責任ãçµã¿èŸŒãããšã¯ããã©ã³ãã®è©å€ãšèŠå¶é å®ã®ããã«ãŸããŸãäžå¯æ¬ ã§ãã
 
ãã®æé©åã®ãäžè¬çãªãåŽé¢ã¯ãç¹å®ã®å°åãæ¥çã®ãã¥ã¢ã³ã¹ãè¶ è¶ãããããã°ããŒãã«ãªèŠèŽè ã«ãšã£ãŠéåžžã«éèŠã§ããããã¯ãåœéçã«äºæ¥ãå±éããããããããžãã¹ã«é©çšå¯èœãªåºæ¬çãªçè§£ãšæŠç¥ã®ããŒã«ããããæäŸããŸãããªãŒã³çç£æ¹åŒããžã£ã¹ãã€ã³ã¿ã€ã åšåº«ã·ã¹ãã ãã¢ãžã£ã€ã«ææ³ãªã©ã®ååã¯ã廿£ç©åæžãšæè»æ§åäžã«ãããæ®éçãªå©ç¹ã®ããã«ã倧éžãç£æ¥ãè¶ããŠåºãæ¡çšãããŠããŸãã
ç€ç³ïŒåªããããã©ãŒãã³ã¹ã®ããã®ããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã®æŽ»çš
ããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ïŒLIïŒã¯ãé«åºŠãªããŒã¿åæãæå 端æè¡ãããã³ã³ã°ããã£ãã³ã³ãã¥ãŒãã£ã³ã°æ©èœãæŠç¥çã«é©çšããããžã¹ãã£ã¯ã¹æ¥åã«é¢ããæ·±ããå®çšçãªæŽå¯ãåŒãåºããã®ã§ããããã¯çã®ãã°ãã°ãã®ããŒã¿ã䟡å€ããç¥èãžãšå€æããããã¹ããŒãã§æ å ±ã«åºã¥ããæææ±ºå®ãå¯èœã«ããŸããæ±ºå®çã«éèŠãªããšã«ãLIã¯äºæž¬æ©èœãæäŸããçµç¹ãååçãªåé¡è§£æ±ºãè¶ ããŠãç©æ¥µçãªæŠç¥èšç»ãšãªã¹ã¯è»œæžã«åŸäºããããšãå¯èœã«ããŸãã
ããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã®äž»èŠã³ã³ããŒãã³ãïŒã°ããŒãã«ãªèŠç¹
çŸä»£ã®ããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ãã©ãããã©ãŒã ã¯ãã°ããŒãã«ãªããŒã¿ã¹ããªãŒã ãšé«åºŠãªåææè¡ã«ãã£ãŠåŒ·åãããããã€ãã®éèŠãªæ©èœãçµã¿èŸŒãã§ããŸãã
ãªã¢ã«ã¿ã€ã ã®å¯èŠæ§ãšè¿œè·¡
ããã¯ã广çãªããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã®çµ¶å¯Ÿçãªåºç€ã§ããå šå°ç枬äœã·ã¹ãã ïŒGPSïŒãç¡ç·åšæ³¢æ°èå¥ïŒRFIDïŒãã¢ãã®ã€ã³ã¿ãŒãããïŒIoTïŒã»ã³ãµãŒãããã³é«åºŠãªãã¬ããã£ã¯ã¹ãªã©ã®æè¡ã¯ã茞éäžã®ååãæ£ç¢ºãªå庫åšåº«ã¬ãã«ãããã³æ©åšã®çšŒåç¶æ³ã«é¢ããç¶ç¶çã§è©³çŽ°ãªæŽæ°ãæäŸããŸããã°ããŒãã«äŒæ¥ã«ãšã£ãŠãããã¯åºå€§ãªæµ·ã暪æããã³ã³ããè¹ã®èªæµ·ã远跡ããããç°ãªãã€ã³ãã©ãæã€è€æ°ã®åœãééãããã©ãã¯ãç£èŠããããåºå€§ãªåœéæµéãããã¯ãŒã¯å ã®éèŠãªã³ã³ããŒãã³ãã®æ£ç¢ºãªäœçœ®ãšç¶æ ãææ¡ãããããèœåãæã€ããšãæå³ããŸãã
- äŸïŒäžççãªè£œè¬äŒç€Ÿããæ¬§å·ã®çç£æœèšããã¢ããªã«ãåç±³ã®å€æ§ãªæµéã»ã³ã¿ãŒãŸã§ãæž©åºŠã«ææãªã¯ã¯ãã³ãç¶¿å¯ã«è¿œè·¡ããŠããŸããããã±ãŒãžãã³ã³ããã«åã蟌ãŸããIoTã»ã³ãµãŒã¯ãæž©åºŠãæ¹¿åºŠãè¡æã«é¢ãããªã¢ã«ã¿ã€ã ããŒã¿ãæäŸããã³ãŒã«ããã§ãŒã³ã®å®å šæ§ã確ä¿ããæåœè¬ã®å šæ çšã«ãããæå¹æ§ãšå®å šæ§ãä¿è·ããŸãã
 - äŸïŒèªåè»ã¡ãŒã«ãŒããã¢ãžã¢ã®æ§ã ãªãµãã©ã€ã€ãŒããåç±³ããã³ãšãŒãããã®è€æ°ã®çµç«å·¥å Žãžã®æ°åãã®ç°ãªãéšåã®æ£ç¢ºãªå°çæéãç£èŠããŠããŸããLIã«ãã£ãŠåŒ·åããããã®ãªã¢ã«ã¿ã€ã ã®å¯èŠæ§ã«ãããçç£ã¹ã±ãžã¥ãŒã«ãåçã«èª¿æŽããéšåã®ã«ãŒã倿Žã«ãã£ãŠæœåšçãªé å»¶ã軜æžããè²»çšã®ãããçç£ã©ã€ã³ã®åæ¢ãåé¿ããããšãã§ããŸãã
 
é«åºŠãªåæãšäºæž¬ã¢ããªã³ã°
åã«è³ç£ã远跡ããã ãã§ãªããLIã¯äººå·¥ç¥èœïŒAIïŒã𿩿¢°åŠç¿ïŒMLïŒã掻çšããŠèšå€§ãªããŒã¿ã»ãããåæããŸãããããã®åŒ·åãªã¢ã«ãŽãªãºã ã¯ã埮åŠãªãã¿ãŒã³ãç¹å®ããé ããçžé¢é¢ä¿ãæããã«ããå°æ¥ã®ã€ãã³ããæ£ç¢ºã«äºæž¬ããŸããããã«ã¯ãéåžžã«é«ç²ŸåºŠã®éèŠäºæž¬ã倩åãå°æ¿åŠçèŠå ã«ããæœåšçãªèŒžéé å»¶ã®äºæž¬ãå€åãã倿°ãèæ ®ããæé©ãªèŒžéã«ãŒãã®ç¹å®ãããã«ã¯æ©åšã®æ éçºçåã®äºæž¬ãŸã§ãå«ãŸããŸãã
- äŸïŒAIé§ååã¢ã«ãŽãªãºã ããæ§ã ãªã°ããŒãã«åžå Žã«ãããæ¶è²»è ååã®å£ç¯çãªéèŠæ¥å¢ïŒäŸïŒååçã®å¬ç©è¡£æãååçã®å€å£é£²æïŒãäºæž¬ããŸãããã®ããã¢ã¯ãã£ããªæŽå¯ã«ãããå€åœç±å°å£²æ¥è ã¯ã°ããŒãã«ãããã¯ãŒã¯å šäœã«ããã£ãŠæŠç¥çã«åšåº«ãé 眮ããåšåº«åããæå°éã«æããèªç©ºè²šç©ã®ç·æ¥äºæ ãåæžããããšãã§ããŸãã
 - äŸïŒMLã¢ãã«ã¯ãéå»ã®æ°è±¡ããŒã¿ã亀éãã¿ãŒã³ãæ¿æ²»çå®å®ææ°ãã€ã³ãã©å質ãåæããè³ãããªéœåžäžå¿éšããé éã®éçºéäžå°åã«è³ããŸã§ã倿§ãªå°ççå°åã«ãããéžäžããã³æµ·äžèŒžéã®æãå¹ççã§è²»çšå¯Ÿå¹æãé«ãããªã¹ã¯ã®äœãã«ãŒããæšå¥šããŸãã
 
éèŠäºæž¬ãšåšåº«æé©å
ããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã«ãã£ãŠåŒ·åãããæ£ç¢ºãªéèŠäºæž¬ã¯ãè²»çšã®ãããåšåº«åããšãåæ§ã«è²»çšã®ãããéå°åšåº«ãæå°éã«æããäžã§æ¥µããŠéèŠã§ãããªãŒãã¿ã€ã ãé·ããè€æ°ã®åœéå庫ã«ãããåšåº«ä¿ç®¡è²»çšãçžåœãªãã®ã«ãªãã°ããŒãã«ãµãã©ã€ãã§ãŒã³ã§ã¯ç¹ã«éèŠã§ããLIã¯ãå®å šåšåº«ã¬ãã«ãæé©åããçæ³çãªåçºæ³šç¹ã決å®ããã°ããŒãã«ãªåšåº«æµéã管çããã®ã«åœ¹ç«ã¡ãŸãã
- äŸïŒã°ããŒãã«ãã¡ãã·ã§ã³å°å£²æ¥è ã¯ãAIã䜿çšããŠå°åããšã®æ°ããªè¡£æãã¬ã³ããäºæž¬ãããšãŒããããã¢ã¡ãªã«ã§ã®è²©å£²ã®ããã«ã¢ãžã¢ã®å·¥å Žã«çºæ³šãã補é ãªãŒããŒã調æŽããŸããããã«ãããæçµçã«åãç«ãŠå°è¡ããšãªãå¯èœæ§ã®ããéå°åšåº«ãåæžãã販売ä¿é²çãåäžãããå šäœçãªåçæ§ãé«ããŸãã
 - äŸïŒå€§æé£ååžå£²æ¥è ã¯ããªã¢ã«ã¿ã€ã ã®è²©å£²ããŒã¿ãå°åã®ç¥æ¥ã¹ã±ãžã¥ãŒã«ãããã«ã¯å±å°çãªå€©æ°äºå ±ã«åºã¥ããŠãåºå€§ãªå€§éžå šäœã§çé®®åã®åšåº«ãåçã«èª¿æŽããè æã廿£ç©ãå€§å¹ ã«åæžããŸãã
 
ã«ãŒããšãããã¯ãŒã¯ã®æé©å
ããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ããŒã«ã¯ããªã¢ã«ã¿ã€ã ã®äº€éæžæ»ãå€åããçæäŸ¡æ Œãå°æ¿åŠçç¶æ³ã倿§ãªçšé¢èŠå¶ãããŸããŸãªé éæéæ ãªã©ãç¡æ°ã®èŠå ãåæããæãå¹ççã§è²»çšå¯Ÿå¹æãé«ããç°å¢çã«æç¶å¯èœãªèŒžéã«ãŒããšå šäœçãªãããã¯ãŒã¯èšèšã決å®ããŸãã
- äŸïŒå°éãœãããŠã§ã¢ã¯ãããåœïŒäŸïŒãããã ïŒã®è€æ°ã®ãµãã©ã€ã€ãŒããã®è²šç©ãå¥ã®åœïŒäŸïŒãã€ãïŒã®åäžç®çå°ã«çµ±åããæé©ãªæ¹æ³ãèŠã€ããã³ã¹ãã茞éæéãççŽ æåºéãå€§å¹ ã«åæžããŸãã
 - äŸïŒã°ããŒãã«ããžã¹ãã£ã¯ã¹ãããã€ããŒã¯ããªã¢ã«ã¿ã€ã ã®è¡æããŒã¿ãšå°äžæ å ±ãå©çšããŠãäºæãã¬éè·¯ééãæž¯æ¹Ÿã¹ãã©ã€ããæªå€©åã€ãã³ããè¿åããããã«è»äž¡ãåã«ãŒãã£ã³ã°ãããã€ãããã¯ãªæ··ä¹±ã®äžã§ãã¿ã€ã ãªãŒãã€å®å šãªé éãä¿èšŒããŸãã
 
ãµãã©ã€ã€ãŒããã©ãŒãã³ã¹ç®¡ç
LIã¯ããµãã©ã€ã€ãŒã®ä¿¡é Œæ§ã補åå質ãå¥çŽããã³å«çåºæºãžã®æºæ ã«é¢ããè©³çŽ°ãªææšãšå®¢èгçãªæŽå¯ãæäŸããŸããããã«ãããçµç¹ã¯ã°ããŒãã«ãœãŒã·ã³ã°æŠç¥ã«ã€ããŠé«åºŠã«æ å ±ã«åºã¥ããæææ±ºå®ãè¡ããããã¬ãžãªãšã³ããªãµãã©ã€ã€ãŒãããã¯ãŒã¯ãæ§ç¯ããããšãã§ããŸãã
- äŸïŒèªååãããã·ã¹ãã ã¯ãæ€æ»å ±åæžãšåé èšé²ããåéãããããŒã¿ã«åºã¥ããŠãé éæéãç¶ç¶çã«å®ããªãã£ãããå質ãã§ãã¯ã«åæ Œããªãã£ãããããµãã©ã€ã€ãŒã«ãã©ã°ãç«ãŠãŸããããã«ããã調éé¢ä¿ã®ããã¢ã¯ãã£ããªèŠçŽããä¿ãããæ¯æ£æªçœ®ããµãã©ã€ã€ãŒã®å€æ§åã«ã€ãªããå¯èœæ§ããããŸãã
 
å®å šæ§ãããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã®éèŠãªãã¿ã€ãããšããŠçµ±åãã
ãããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã¿ã€ãã»ãŒããã£ãã®æŠå¿µã¯ãå®å šæ§ãåãªãèŠå¶éµå®ãã§ãã¯ãªã¹ãããããµãã©ã€ãã§ãŒã³å šäœã®ã€ã³ããªãžã§ã³ã¹ã«åºæã®ãããŒã¿é§ååã§ããã¢ã¯ãã£ããªèŠçŽ ãžãšé«ããŸããçã«æç¶å¯èœãªæé©åã¯ãç©ççãããžã¿ã«çãã³ã³ãã©ã€ã¢ã³ã¹ãããã³ã¬ãžãªãšã³ã¹ã®åŽé¢ãææ ®æ·±ãå å«ããå æ¬çãªå®å šæ§ãžã®ã¢ãããŒããªãã«ã¯ååšãåŸãªãããšãèªèããŠããŸãããã®çµ±åãããèŠç¹ã¯ãçµç¹ãã€ã³ã·ãã³ãçºçåŸã«åã«åå¿ããã®ã§ã¯ãªãããªã¹ã¯ãç©æ¥µçã«äºæž¬ã軜æžããããšãå¯èœã«ããŸãã
ç©ççå®å šæ§ïŒäººãååãæ©åšã®ä¿è·
ãã®å®å šæ§ã®åŽé¢ã¯ãäŒçµ±çã§ã¯ãããŸãããæè¡ã®é²æ©ãšãšãã«çµ¶ããé²åããŠããŸããããã¯ãããžã¹ãã£ã¯ã¹æ¥åã®ç©ççãªé åå ã§ã®äºæ ãè² å·ãæå®³ã鲿¢ããããšã«çŠç¹ãåœãŠãŠããŸããããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã¯ãäºæž¬çæŽå¯ãšãªã¢ã«ã¿ã€ã ç£èŠæ©èœãæäŸããããšã§ãç©ççå®å šæ§ãå€§å¹ ã«åäžãããŸãã
- äœæ¥è ã®å®å šæ§ïŒãã¬ããã£ã¯ã¹ãšAIããžã§ã³ã·ã¹ãã ãæŽ»çšããŠããã©ã€ããŒã®ç²åŽãç£èŠããé床å¶éã培åºããå±éºãªé転è¡åãç¹å®ããŸãããã©ãŒã¯ãªããçšã®è¡çªåé¿ã·ã¹ãã ã人éãšæ©æ¢°ã®çžäºäœçšãå¶éããã¹ããŒãã»ãŒããã£ãŸãŒã³ãæäœæ¥ã«ããåãæ±ãäœæ¥ã®äººéå·¥åŠçè©äŸ¡ãªã©ãé«åºŠãªèªåå庫å®å šãããã³ã«ãå°å ¥ããŸãã
 - 貚ç©ã»ãã¥ãªãã£ïŒã³ã³ããå ã«IoTã»ã³ãµãŒãé åããäžæ£ã¢ã¯ã»ã¹ãæ¹ããããŸãã¯ç°å¢ç°åžžïŒäŸïŒããªã±ãŒããªååã«å¯Ÿããæ¥µç«¯ãªæž©åºŠïŒãæ€åºããŸãããã«ãã¢ãŒãã«èŒžéäžã®çé£ã暪é ãæå·ãé²ãããã«ãæ¹ãã鲿¢ããã±ãŒãžãšå ç¢ãªè¿œè·¡ã¡ã«ããºã ãæ¡çšããŸãã
 - æ©åšã®å®å šæ§ïŒè»äž¡ããããªã¢ã«ãã³ããªã³ã°æ©æ¢°ãããã³å庫èªååã·ã¹ãã ã«å¯ŸããŠããªã¢ã«ã¿ã€ã ã®IoTããŒã¿ã«åºã¥ããäºæž¬ä¿å®ããã°ã©ã ãå®è£ ããŸãããã®ã¢ãããŒãã«ãããæ éã®å¯èœæ§ãšããã«äŒŽã人å¡ã®å®å šãªã¹ã¯ãå€§å¹ ã«äœæžãããŸãã
 - ã€ã³ãã©ã®å®å šæ§ïŒç¹ã«èªç¶çœå®³ã®å€ãå°åãèæœåããã€ã³ãã©ãæã€å°åã«ãããŠãååº«ãæµéã»ã³ã¿ãŒãç©ã¿äžããããã¯ãããã³éèŠãªèŒžéã«ãŒãã®æ§é çå®å šæ§ã宿çã«è©äŸ¡ããŸãã
 
äŸïŒã°ããŒãã«ãªæµ·éäŒç€Ÿã¯ãAIã䜿çšããŠããã®åºå€§ãªããªãŒãå šäœã®ãã©ã€ããŒã®è¡åããŒã¿ïŒäŸïŒéåºŠè¶ éãæ¥ãã¬ãŒããç¡èš±å¯åè»ïŒãéçŽããŠåæããŸãããã®ã€ã³ããªãžã§ã³ã¹ã¯é«ãªã¹ã¯ã®ãã©ã€ããŒãç¹å®ããçãçµã£ãåèšç·Žããã°ã©ã ãšããã¢ã¯ãã£ããªä»å ¥ãå¯èœã«ããããã«ãã£ãŠäºæ çãå€§å¹ ã«åæžããç°ãªãéçšç°å¢å šäœã§ããªãŒãå šäœã®å®å šæ§ãåäžãããŸãã
äŸïŒã³ãŒã«ããã§ãŒã³ããžã¹ãã£ã¯ã¹ãããã€ããŒã¯ããã¹ãŠã®ã³ã³ããããã³ä¿ç®¡æœèšå ã«é«åºŠãªIoTã»ã³ãµãŒãããã¯ãŒã¯ãé åããæž©åºŠã湿床ãããã³å€§æ°ã¬ã¹ã¬ãã«ãç¶ç¶çã«ç£èŠããŸãããã®ãªã¢ã«ã¿ã€ã ããŒã¿ã¯ãå»è¬åããã³çé®®é£åã®å®å šæ§ã確ä¿ããè æãé²ããæ¶è²»è ã®å¥åº·ãå®ããè²»çšã®ããã補åæå€±ãåé¿ããŸããç°åžžã¯å³åº§ã«ã¢ã©ãŒããšæ¯æ£æªçœ®ãããªã¬ãŒããŸãã
ããŒã¿ã»ãã¥ãªãã£ïŒããžã¿ã«ãµãã©ã€ãã§ãŒã³ã«ãããæ å ±ã®ä¿è·
ã°ããŒãã«ãµãã©ã€ãã§ãŒã³ããŸããŸãããžã¿ã«åãçžäºæ¥ç¶åããèšå€§ãªããŒã¿ãããŒã«äŸåããã«ã€ããŠãããããæµããã€ã³ããªãžã§ã³ã¹ã¯é«åºŠãªãµã€ããŒè åšã®äž»èŠãªæšçãšãªããŸãããããã£ãŠãããŒã¿ã»ãã¥ãªãã£ã¯å®å šæ§ã«ãããŠæãéèŠãªãã¿ã€ããã§ããããã¹ãŠã®ã°ããŒãã«ãªæ¥ç¹ã«ãããŠæ©å¯æ§ã®é«ãããžã¹ãã£ã¯ã¹æ å ±ã®å®å šæ§ãæ©å¯æ§ãããã³å¯çšæ§ã確ä¿ããŸãã
- ãµã€ããŒã»ãã¥ãªãã£å¯ŸçïŒæ¬¡äžä»£ãã¡ã€ã¢ãŠã©ãŒã«ãé«åºŠãªäŸµå ¥æ€ç¥ã·ã¹ãã ã転éäžããã³ä¿åäžã®ãã¹ãŠã®ããŒã¿ã«å¯Ÿãããšã³ãããŒãšã³ãæå·åãããã³æ©å¯ã·ã¹ãã ãšããŒã¿ãžã®ãã¹ãŠã®ã¢ã¯ã»ã¹ã«å¯Ÿããå¿ é ã®å€èŠçŽ èªèšŒãå«ããå ç¢ãªå€å±€ãµã€ããŒã»ãã¥ãªãã£é²åŸ¡ãå®è£ ããŸãã宿çãªäŸµå ¥ãã¹ããšè匱æ§è©äŸ¡ã¯äžå¯æ¬ ã§ãã
 - ããŒã¿å®å šæ§ïŒãã¹ãŠã®ããžã¹ãã£ã¯ã¹ããŒã¿ïŒäŸïŒåšåº«ã¬ãã«ãåºè·ãããã§ã¹ããçšé¢ç³åãéèååŒïŒãæ£ç¢ºã§äžè²«æ§ããããæ¹ãããããŠããªãããšã確èªããŸããããã¯ãã³ã³ãã©ã€ã¢ã³ã¹ãå¹ççãªéçšãããã³ããŒãããŒãèŠå¶åœå±ãšã®ä¿¡é Œç¶æã«ãšã£ãŠçµ¶å¯Ÿã«äžå¯æ¬ ã§ãã
 - ãã©ã€ãã·ãŒã³ã³ãã©ã€ã¢ã³ã¹ïŒå€æ§ãªç®¡èœåºåã«ãããåŸæ¥å¡ã顧客ããŸãã¯ããŒãããŒã«é¢é£ããå人æ å ±ãæ±ãéã«ã¯ãåœéçãªããŒã¿ä¿è·èŠå¶ïŒäŸïŒãšãŒãããã®GDPRãã«ãªãã©ã«ãã¢ã®CCPAããã©ãžã«ã®LGPDãåã¢ããªã«ã®PoPIAïŒã«å³å¯ã«åŸããŸãã
 - ã»ãã¥ãªãã£ãšä¿¡é Œã®ããã®ãããã¯ãã§ãŒã³ïŒåæ£åå°åž³æè¡ïŒãããã¯ãã§ãŒã³ïŒãå©çšããŠãååŒã補åã®ç§»åãæææš©å€æŽã®äžå€ã§æ€èšŒå¯èœãªèšé²ãäœæããŸããããã«ãããéææ§ã远跡å¯èœæ§ãåäžããç¹ã«é«äŸ¡å€ååãæ©å¯æ§ã®é«ããµãã©ã€ãã§ãŒã³ã«ãšã£ãŠéåžžã«è²ŽéãªããŒã¿æ¹ãããäºå®äžäžå¯èœã«ããŸãã
 
äŸïŒã°ããŒãã«ãªEã³ããŒã¹ãã©ãããã©ãŒã ã¯ããã¹ãŠã®è²šç©è¿œè·¡ããŒã¿ã顧客泚æã®è©³çްãããã³ãµãã©ã€ã€ãŒæ¯æãæ å ±ã«ãšã³ãããŒãšã³ãæå·åã䜿çšããŠããŸãããã®å ç¢ãªããŒã¿ã»ãã¥ãªãã£ãã¬ãŒã ã¯ãŒã¯ã¯ãç«¶åä»ç€Ÿã«ããåžå Žæ å ±ã®ååŸãé²ãã顧客ã®ãã©ã€ãã·ãŒãä¿è·ããéèè©æ¬ºãç¥ç財ç£çªçããä¿è·ããŸãã
äŸïŒèªç©ºå®å®è£œé äŒç€Ÿã¯ããããã¯ãã§ãŒã³æè¡ãæ¡çšããŠããµãã©ã€ãã§ãŒã³å ã®ãã¹ãŠã®ã³ã³ããŒãã³ãã®çæ£æ§ãšåºæããåææããæçµçµã¿ç«ãŠãŸã§æ€èšŒããŸããããã«ãããåœé éšåããä¿è·ãã補åã®å®å šæ§ãšä¿¡é Œæ§ã確ä¿ããèŠå¶éµå®ã®ããã®äžå€ã®ç£æ»èšŒè·¡ãæäŸããŸãã
ã³ã³ãã©ã€ã¢ã³ã¹å®å šæ§ïŒèŠå¶ã®è¿·å®®ãèªè¡ãã
ã°ããŒãã«èŠæš¡ã§ãµãã©ã€ãã§ãŒã³ãéå¶ããã«ã¯ãä¿¡ããããªãã»ã©è€éã§åžžã«é²åããåœéãåœå ãå°åã®èŠå¶ã®ç¶²ãéµå®ããå¿ èŠããããŸããé«åºŠãªããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ãéããŠã€ã³ããªãžã§ã³ãã«ç®¡çãããã³ã³ãã©ã€ã¢ã³ã¹å®å šæ§ã¯ããã¹ãŠã®æ¥åãæ³çãå«ççãããã³æ¥çæšæºãæºãããŠããããšãä¿èšŒããããã«ãã£ãŠå£æ» çãªçœ°åãæ·±å»ãªè©å€ã®æå®³ãããã³è²»çšã®ãããéçšäžæãåé¿ããŸãã
- çšé¢ããã³è²¿æèŠå¶ïŒæ£ç¢ºãªçšé¢ç³åã茞åºå ¥å¶éã®å³æ Œãªéµå®ãå¿ èŠãªã©ã€ã»ã³ã¹ããã³èš±å¯ã®ååŸããªãã³ã«æ§ã ãªåœããã³çµæžåã«ãããé¢çšã貿æåå®ãããã³å¶è£äœå¶ã®è€éããå·§ã¿ã«ä¹ãè¶ããããšãä¿èšŒããŸãã
 - ç°å¢èŠå¶ïŒæåºç©ïŒäŸïŒæµ·éã®IMO 2020ïŒã廿£ç©åŠçãæå®³ç©è³ªã®è²¬ä»»ããåãæ±ããšèŒžéã«é¢ãã峿 Œãªåºæºãéµå®ããçæ ç³»ãžã®åœ±é¿ãæå°éã«æããããã«ç°ãªã管èœåºåã§æç¶å¯èœãªå è£ æ £è¡ãæ¡çšããŸãã
 - åŽåæ³ãšå«çç調éïŒã°ããŒãã«ãµãã©ã€ãã§ãŒã³å šäœã§å ¬æ£ãªåŽåæ £è¡ãå®å šãªåŽåæ¡ä»¶ãæäœè³éæ³ã®éµå®ã確ä¿ããŸããããã«ã¯ãå ç«¥åŽåã匷å¶åŽåãåé¿ããããã®ç©æ¥µçãªç£æ»ãããã³ãã¹ãŠã®èª¿éå°åã«ããã人暩ä¿é²ãå«ãŸããŸãã
 - 補åå®å šåºæºïŒãµãŒãã¹ãæäŸãããã¹ãŠã®åžå Žã§ã補åã«é¢ãã倿§ãªåœå å€ã®å¥åº·ããã³å®å šåºæºïŒäŸïŒHACCPã®ãããªç¹å®ã®é£åå®å šèªèšŒãCEããŒã¯ã®ãããªç©å ·å®å šæä»€ãå»è¬åã®åªè¯è£œé èŠç¯ïŒãæºãããŸãã
 
äŸïŒã°ããŒãã«é£åã¡ãŒã«ãŒã¯ãLIã䜿çšããŠè£œåã«äœ¿çšããããã¹ãŠã®æåã®èµ·æºãå å·¥ãããã³èŒžéã远跡ããŸãããã®ã·ã¹ãã ã¯ã50ãè¶ ããç°ãªãã¿ãŒã²ããåžå Žã«ãããé£åå®å šèŠå¶ãžã®å³æ Œãªéµå®ãä¿èšŒãã補åååãçºçããå Žåã«è¿ éãã€æ£ç¢ºãªç¹å®ãšå¯Ÿå¿ãå¯èœã«ããå ¬è¡è¡çäžã®ãªã¹ã¯ãšçµæžçæå€±ãæå°éã«æããŸãã
äŸïŒåœéçãªé»åæ©åšäŒç€Ÿã¯ãåœéè²¿ææ¿çãé¢çšãããã³çšé¢æ³ã®å€æŽãç¶ç¶çã«ç£èŠããAIé§ååèŠå¶ã€ã³ããªãžã§ã³ã¹ãã©ãããã©ãŒã ãæŽ»çšããŠããŸããããã«ããã圌ãã¯èª¿éæŠç¥ãããã¢ã¯ãã£ãã«èª¿æŽãã茞éã«ãŒããåæ§æãã補ååé¡ãæŽæ°ããŠã³ã³ãã©ã€ã¢ã³ã¹ãç¶æããé«é¡ãªçœ°éãåé¿ããé¢çšãæé©åããããšãã§ããŸãã
ã¬ãžãªãšã³ã¹å®å šæ§ïŒæ··ä¹±ã«å¯Ÿããå ç¢æ§ã®æ§ç¯
ã¬ãžãªãšã³ã¹å®å šæ§ã¯ãäºæãã¬æ··ä¹±ã«èããé©å¿ããè¿ éã«å埩ãããµãã©ã€ãã§ãŒã³ã®åºæã®èœåãé«ããããšã«ç¹åããŠããŸããããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã¯ããµãã©ã€ãã§ãŒã³ã®DNAã«ãã®æ ¹æ¬çãªå ç¢æ§ãæ§ç¯ããããã«å¿ èŠãªéèŠãªå èŠæ§ãä¿ææ§ãããã³æŠç¥çéžæè¢ãæäŸããŸãã
- ãªã¹ã¯è©äŸ¡ãšè»œæžïŒæœåšçãªæ··ä¹±ïŒäŸïŒæŽªæ°Žãå°éãªã©ã®èªç¶çœå®³ãå°æ¿åŠçäžå®å®æ§ããã³ãããã¯ãå€§èŠæš¡ãªãµã€ããŒæ»æãã€ã³ãã©é害ïŒãç¶ç¶çã«ç¹å®ããåã·ããªãªã«å¯Ÿããå æ¬çã§å€å±€çãªç·æ¥æå¯Ÿå¿èšç»ãçå®ããŸãã
 - åé·æ§ãšå€æ§åïŒç©æ¥µçã«è€æ°ã®ä»£æ¿ãµãã©ã€ã€ãŒã確ç«ããç°ãªãå°ççå°åã«è£œé æ ç¹ã倿§åããåäžé害ç¹ãžã®äŸåãæå°éã«æããããã«å€æ§ãªèŒžéã«ãŒããéçºããŸãã
 - äºæ¥ç¶ç¶èšç»ïŒBCPïŒïŒäž»èŠãªå±æ©ã®éããã³çŽåŸã«ãäžå¯æ¬ ãªæ¥åãç¶ç¶ãŸãã¯è¿ éã«åéã§ããããšãä¿èšŒããããã«ãå ç¢ãªãããã³ã«ãã·ã¹ãã ãããã³è³æºé åãéçºãã宿çã«ãã¹ãããŸãã
 - ã·ããªãªèšç»ãšã·ãã¥ã¬ãŒã·ã§ã³ïŒé«åºŠãªLIããŒã«ã䜿çšããŠãæ§ã ãªæ··ä¹±ã·ããªãªïŒäŸïŒæž¯æ¹Ÿééãå·¥å Žç«çœãæªå€©åã€ãã³ãïŒãã·ãã¥ã¬ãŒãããæ¢åã®ç·©åæŠç¥ã®æå¹æ§ãå³å¯ã«ãã¹ããã匱ç¹ãšæ¹åé åãç¹å®ããŸãã
 
äŸïŒæ±åã¢ãžã¢ã§æ·±å»ãªå°é¢šã«ããå€§èŠæš¡ãªæž¯æ¹ŸééãçºçããåŸãã°ããŒãã«å°å£²æ¥è ã¯ãã®LIãã©ãããã©ãŒã ã䜿çšããŠã代æ¿ã®èŒžéã«ãŒããè¿é£åœã®å©çšå¯èœãªè¿å枯ãããã³å©çšå¯èœãªå éžèŒžéãªãã·ã§ã³ãè¿ éã«ç¹å®ããŸãããè¹è¶ãåçã«åã«ãŒãã£ã³ã°ããããžã¹ãã£ã¯ã¹èšç»ããªã¢ã«ã¿ã€ã ã§èª¿æŽããããšã§ãé å»¶ãæå°éã«æããæ··ä¹±ã«ããçµæžç圱é¿ã軜æžããŸããã
äŸïŒéå»ã®ãã³ãããã¯ããéèŠãªæèšãåŠãã ã°ããŒãã«å»çåäŸçµŠäŒç€Ÿã¯ãçŸåšãäºæž¬åæã䜿çšããŠãäžçäžã®æ§ã ãªå°åããã§éèŠãªã³ã³ããŒãã³ããšå®æåã®æŠç¥çåèãç¶æããŠããŸããããã«ãããããå°åãå³ããããã¯ããŠã³ãåœå¢ééããŸãã¯è£œé 忢ã«çŽé¢ããå Žåã§ããäŸçµŠã®ç¶ç¶æ§ã確ä¿ããäžçã®å ¬è¡è¡çãä¿è·ããŸãã
çžä¹å¹æïŒæé©åãã€ã³ããªãžã§ã³ã¹ãå®å šæ§ã亀差ããæ¹æ³
çŸä»£ã®ãµãã©ã€ãã§ãŒã³ç®¡çã«ãããçã®åè¶æ§ã¯ãå€ç«ããåªåã«ãã£ãŠéæãããã®ã§ã¯ãªããããã3ã€ã®åºæ¬çãªèŠçŽ ã®åŒ·åã§çžä¹çãªçžäºäœçšã«ãã£ãŠéæãããŸããæé©åã¯å šäœçãªç®æšã衚ããã€ã³ããªãžã§ã³ã¹ã¯ãã®ç®æšãéæããããã®äžå¯æ¬ ãªææ®µãšããŠæ©èœããå®å šæ§ã¯äž¡è ã广çãæç¶å¯èœããã€è²¬ä»»ããæ¹æ³ã§éçšããããšãå¯èœã«ããåºæ¬çãªæ¡ä»¶ãšããŠæ©èœããŸãã
ã€ã³ããªãžã§ã³ã¹ã«ãã£ãŠæšé²ãããæé©å
æ£ç¢ºã§ã¿ã€ã ãªãŒãã€çã«å®çšçãªã€ã³ããªãžã§ã³ã¹ããªããã°ãæé©åã®åªåã¯ãæ¥éã«å€åããã°ããŒãã«ç°å¢ã§ã¯ãã¯ãé©åã§ã¯ãªããããããªãæä»£é ãã®ä»®å®ãæççãªããŒã¿ããŸãã¯éå»ã®åŸåã«åºã¥ããŠããããšããããããŸããããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã¯ãã«ãŒãã埮調æŽãã倿§ãªå°ççå°åã«ããã£ãŠã€ã³ããªãžã§ã³ãã«åšåº«ã管çããåäŸã®ãªã粟床ãšä¿ææ§ã§ãªãœãŒã¹ãå²ãåœãŠãããã«å¿ èŠãªãªã¢ã«ã¿ã€ã ã®æŽå¯ãäºæž¬æ©èœãããã³å šäœçãªå¯èŠæ§ãæäŸããŸãã
äŸïŒåœéçãªããžã¹ãã£ã¯ã¹äŒæ¥ã¯ãé«åºŠãªLIãã©ãããã©ãŒã ãæŽ»çšããŠãå€åããçæäŸ¡æ Œãè€æ°ã®å€§éžã«ããããªã¢ã«ã¿ã€ã ã®äº€éç¶æ³ãå°æ¿åŠçå§åãããã³ãã©ã€ããŒã®å¯çšæ§ãåžžã«ç£èŠããŠããŸãããã®å æ¬çãªã€ã³ããªãžã§ã³ã¹ã¯ãåçãªã«ãŒãæé©åã¢ã«ãŽãªãºã ã«çŽæ¥æ å ±ãæäŸããå€§å¹ ãªã³ã¹ãåæžã茞éæéã®ççž®ãççŽ æåºéã®åæžããããŠããè¿ éã§ä¿¡é Œæ§ã®é«ãé éã¹ã±ãžã¥ãŒã«ããããããŸãããããã¯ãã¹ãŠäž»èŠãªæé©åç®æšã§ãã
ã€ã³ããªãžã§ã³ã¹ã¯ããã¢ã¯ãã£ããªå®å šæ§ãå¯èœã«ãã
çŸä»£ã®ãµãã©ã€ãã§ãŒã³ã«ãããŠãå®å šæ§ã¯ãã¯ãã€ã³ã·ãã³ãã«å¯Ÿããååçãªå¯Ÿå¿ã§ã¯ãªããããã¢ã¯ãã£ããªããŒã¿é§ååæŠç¥ã§ããããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã¯ãæœåšçãªãªã¹ã¯ãè匱æ§ãå®éã®åé¡ã«ãšã¹ã«ã¬ãŒãããåã«ç¹å®ããããšã§ãå€é©çãªåœ¹å²ãæãããåãªãæ¯æ£æªçœ®ã§ã¯ãªããçã«äºé²çãªå¯Ÿçãå¯èœã«ããŸãã
äŸïŒãšãŒãããã®å€§èŠæš¡ãªèªåå庫å ã®éæ©ã«åã蟌ãŸããIoTã»ã³ãµãŒããç¹å®ã®ãŸãŒã³ã«ããã人éãšæ©æ¢°ã®çžäºäœçšã䌎ããã¢ãã¹ã®ç¶ç¶çãªãã¿ãŒã³ãæ€åºããŸããããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã¯ããã®ã»ã³ãµãŒããŒã¿ãéçšãã°ãšäººéèŠå åæãšçµã¿åãããŠåæãããã¬ãŒãã³ã°ã®ã®ã£ãããæé©ã§ã¯ãªãã¯ãŒã¯ãããŒèšèšããŸãã¯äžååãªå®å šããªã¢ãªã©ã®æ ¹æ¬çãªåé¡ãç¹å®ããŸããããã«ãããããã¢ã¯ãã£ããªå®å šèª¿æŽãè¡ãããå®éã®äºæ ãè² å·ã鲿¢ãããŸãã
å®å šæ§ã¯æç¶å¯èœãªæé©åãæ¯ãã
ç©ççãªäºæ ã壿» çãªããŒã¿äŸµå®³ããããã¯é倧ãªã³ã³ãã©ã€ã¢ã³ã¹éåãªã©ãæç¶çãªå®å šæ§ã®åé¡ã«æ©ãŸãããŠãããµãã©ã€ãã§ãŒã³ã¯ãé·æçã«ã¯çã«æé©åãããŠããããŸãã¯æç¶å¯èœã§ãããšã¯èšããŸããããã®ãããªã€ã³ã·ãã³ãã¯ãåžžã«è«å€§ãªçµæžçã³ã¹ãã修埩äžå¯èœãªè©å€ã®æå®³ãæ·±å»ãªæ³ç責任ããããŠèŠåŽããŠåã¡åã£ãå¹çåäžããã£ãšããéã«ç¡å¹ã«ããŠããŸãé·æçãªéçšäžæã«ã€ãªãããŸãã
äŸïŒå ç¢ãªLIã·ã¹ãã ïŒæåã®èµ·æºè¿œè·¡ããµãã©ã€ã€ãŒã®æ £è¡èªèšŒã峿 Œãªã³ãŒã«ããã§ãŒã³ã®å®å šæ§ç¶æïŒãéããŠã³ã³ãã©ã€ã¢ã³ã¹å®å šæ§ã峿 Œã«åªå ããã°ããŒãã«é£åäŒç€Ÿã¯ãè²»çšã®ããã補åååãåé¿ãã倿§ãªåžå Žã§æºãããªãæ¶è²»è ä¿¡é Œãç¶æããé·æçãªåžå Žã¢ã¯ã»ã¹ãšæç¶å¯èœãªæé·ã確ä¿ããŸããéã«ãéèŠãªããŒã¿ã»ãã¥ãªãã£ãããã³ã«ãèŠéããäŒæ¥ã¯ãå€§èŠæš¡ãªãµã€ããŒæ»æã«èŠèãããå€å€§ãªçµæžçæå€±ãå·šé¡ã®èŠå¶çœ°éãããã³æ¥åã®å®å šåæ¢ã«ã€ãªããå¯èœæ§ããããããã«ãã£ãŠä»¥åã®æé©ååªåãç¡å¹ã«ããŠããŸããŸãã
ãã®çµ±åãããã¢ãããŒãã¯ãçµç¹ãæçåãããéšéããšã®åªåãè¶ ããŠæ ¹æ¬çã«è»¢æãããŸããå®å šæ§ã¯ã€ã³ããªãžã§ã³ã¹ã®çŽæ¥çãªææãšããŠèªèãããã€ã³ããªãžã§ã³ã¹ãšå®å šæ§ã®äž¡æ¹ãå ç¢ã§æç¶å¯èœãªæé©åã«çŽæ¥çãã€äžå¯æ¬ ã«è²¢ç®ããããŸãšãŸãã®ããå šç€ŸçãªæŠç¥ãè²ã¿ãŸãã
ã°ããŒãã«ç°å¢ã«ãããå®è£ ã®ããã®å®çšçæŠç¥
ãããã®åŒ·åãªæŠå¿µãã°ããŒãã«ãµãã©ã€ãã§ãŒã³å šäœã«ãããå ·äœçã§æž¬å®å¯èœãªæ¹åãžãšç¿»èš³ããã«ã¯ãæ§é åãããã¢ãããŒããæºãããªãã³ãããã¡ã³ãããããŠç¶ç¶çãªé²åã®æåãå¿ èŠã§ããå€åœç±äŒæ¥ã«ãšã£ãŠããããã®æŠç¥ã¯æ¬è³ªçã«ã¹ã±ãŒã©ãã«ã§ãããå°åã®ç¶æ³ã«é«åºŠã«é©å¿å¯èœã§ãæåçã«ææã§ãªããã°ãªããŸããã
å ç¢ãªããŒã¿ã€ã³ãã©ãéçºãã
æŠç¥ïŒäžçäžã®å€æ§ãªãœãŒã¹ããèšå€§ãªéã®ããŒã¿ãåéãä¿åãåŠçããã·ãŒã ã¬ã¹ã«çµ±åã§ããæå 端ã®ã·ã¹ãã ã«å€å€§ãªæè³ãè¡ããŸããããã«ã¯ãäŒæ¥è³æºèšç»ïŒERPïŒã·ã¹ãã ãå庫管çã·ã¹ãã ïŒWMSïŒã茞é管çã·ã¹ãã ïŒTMSïŒã倿°ã®IoTããã€ã¹ãããã³éèŠãªå€éšåžå Žããã³å°æ¿åŠçããŒã¿ãå«ãŸããŸãããã®ã€ã³ãã©ã¯ãããŒã¿ã¬ã€ã¯ãã¯ã©ãŠãããŒã¹ã®ãã©ãããã©ãŒã ãããã³æ©æŠã®ãªãçµ±åã®ããã®å ç¢ãªã¢ããªã±ãŒã·ã§ã³ããã°ã©ãã³ã°ã€ã³ã¿ãŒãã§ãŒã¹ïŒAPIïŒã掻çšããå¿ èŠããããŸãã
å®è¡å¯èœãªæŽå¯ïŒãã¹ãŠã®åœéäºæ¥åäœã«ããã£ãŠãããŒã¿æææš©ãåè³ªåºæºãã»ãã¥ãªãã£ãããã³ã«ãããã³ã¢ã¯ã»ã¹æš©éãæç¢ºã«å®çŸ©ããå æ¬çãªããŒã¿ã¬ããã³ã¹ããªã·ãŒã確ç«ããŸããããã«ããã广çãªããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã®åºç€ãšãªãããŒã¿ã®æŽåæ§ãä¿¡é Œæ§ãããã³ã»ãã¥ãªãã£ãä¿èšŒãããŸãã
å 鲿è¡ã®å°å ¥
æŠç¥ïŒäººå·¥ç¥èœïŒAIïŒãæ©æ¢°åŠç¿ïŒMLïŒãã¢ãã®ã€ã³ã¿ãŒãããïŒIoTïŒããããã¯ãã§ãŒã³ããããã£ãã¯ããã»ã¹ãªãŒãã¡ãŒã·ã§ã³ïŒRPAïŒãªã©ã®æå 端æè¡ãç©æ¥µçã«æ¡çšããŸãããããã®ããŒã«ã¯ãããŒã¿åæèœåãåäžãããé«ç²ŸåºŠãªäºæž¬ã¢ããªã³ã°ãå¯èœã«ããæ¥åžžçã§å埩çãªã¿ã¹ã¯ã®èªååãä¿é²ãã人éã®è³æ¬ãããæŠç¥çãªåãçµã¿ã«è§£æŸããŸãã
å®è¡å¯èœãªæŽå¯ïŒç¹å®ã®å°åå ãŸãã¯ãµãã©ã€ãã§ãŒã³ã®éå®ãããã»ã°ã¡ã³ãå ã§ã管çãããç°å¢ã§æ°æè¡ã®ãã€ãããããã°ã©ã ãéå§ããŸãããã®å埩çãªã¢ãããŒãã«ããããœãªã¥ãŒã·ã§ã³ãã°ããŒãã«ã«å±éããåã«ãå°åã®èŠä»¶ãã€ã³ãã©ã®å¶éãããã³åºæã®èª²é¡ã«åºã¥ããŠå³å¯ãªãã¹ãã埮調æŽãããã³èª¿æŽãå¯èœã«ãªããŸãã
éšé暪æçãªã³ã©ãã¬ãŒã·ã§ã³ãšãã¬ãŒãã³ã°ã®ä¿é²
æŠç¥ïŒããžã¹ãã£ã¯ã¹ãITãå®å šæ§ã調éãæ³åã人äºéšééã«ãã°ãã°ååšããçµç¹ã®ãµã€ããæå³çã«æã¡ç ŽããŸããéšééã®ããŒã¿å ±æãå調çãªåé¡è§£æ±ºãå ±åæŠç¥èšç»ãç©æ¥µçã«å¥šå±ããŸããæ°æè¡ãããŒã¿ãªãã©ã·ãŒãé«åºŠãªåæããŒã«ãããã³é²åããå®å šãããã³ã«ãšã³ã³ãã©ã€ã¢ã³ã¹èŠä»¶ã«çŠç¹ãåœãŠãäžçäžã®åŸæ¥å¡ã«å¯Ÿããç¶ç¶çãªãã¬ãŒãã³ã°ã«å€å€§ãªæè³ãè¡ããŸãã
å®è¡å¯èœãªæŽå¯ïŒå®æçãªå°å暪æåã¯ãŒã¯ã·ã§ãããä»®æ³ã³ã©ãã¬ãŒã·ã§ã³ãã©ãããã©ãŒã ãç¥èå ±æã€ãã·ã¢ããã宿œããããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ãšå®å šã«é¢ãããã¹ããã©ã¯ãã£ã¹ã倿§ãªéçšããŒã å šäœã«å¹æçã«åºããã°ããŒãã«ãªåŠç¿ç°å¢ãè²æããŸãã
ç¶ç¶çãªãªã¹ã¯è©äŸ¡ãšç£æ»ã®å®æœ
æŠç¥ïŒã°ããŒãã«ãªå°æ¿åŠçäžå®å®æ§ãèªç¶çœå®³ããããšã¹ã«ã¬ãŒããããµã€ããŒã»ãã¥ãªãã£ã®è åšãè€éãªãµãã©ã€ã€ãŒã®è匱æ§ã«è³ããŸã§ãæœåšçãªãªã¹ã¯ãç¶ç¶çã«è©äŸ¡ããã·ã¹ãã ã確ç«ããŸãããã¹ãŠã®ã°ããŒãã«æ¥åããã³ããŒãããŒãããã¯ãŒã¯å šäœã§ããã¹ãŠã®å®å šãããã³ã«ãã³ã³ãã©ã€ã¢ã³ã¹éµå®ãããã³ããŒã¿ã»ãã¥ãªãã£å¯Ÿçã®å®æçãã€åŸ¹åºçãªç£æ»ã宿œããŸãã
å®è¡å¯èœãªæŽå¯ïŒã°ããŒãã«ã€ãã³ããç¶ç¶çã«ç£èŠãããã¥ãŒã¹ãã£ãŒããåæããæœåšçãªæ··ä¹±ã®æ©æèŠåãµã€ã³ã«ã€ããŠãœãŒã·ã£ã«ã¡ãã£ã¢ã远跡ããAIæèŒã®ãªã¹ã¯ã€ã³ããªãžã§ã³ã¹ãã©ãããã©ãŒã ãçµ±åããŸãããããã®ãã©ãããã©ãŒã ã¯ããªã¢ã«ã¿ã€ã ã¢ã©ãŒããšäºæž¬çæŽå¯ãæäŸããä¿æã§ããã¢ã¯ãã£ããªå¯Ÿå¿èšç»ãå¯èœã«ããŸãã
å®å šæ§ãšéææ§ã®æåãåªå ãã
æŠç¥ïŒå®å šæ§ãåãªãäžé£ã®èŠåãèŠå¶ãšããŠæ±ãã®ã§ã¯ãªããçµç¹æåã®äžæ žçãªåºæ¬ç䟡å€ãšããŠåã蟌ã¿ãŸããå Žæã«é¢ä¿ãªãããã¹ãŠã®ã¬ãã«ã®åŸæ¥å¡ã«ãå ±åŸ©ã®æããªãæœåšçãªå±éºããã¢ãã¹ãã»ãã¥ãªãã£äžã®æžå¿µãå ±åããããç©æ¥µçã«å¥šå±ããŸããã€ã³ã·ãã³ãã®å ±åã調æ»ã®å®æœãæ¯æ£æªçœ®ã®å®æœã«ãããŠéææ§ã®æåãè²ã¿ãŸãã
å®è¡å¯èœãªæŽå¯ïŒå®å šæ§é©æ°ããããã³ã«ãžã®æš¡ç¯çãªéµå®ãããã¢ã¯ãã£ããªãªã¹ã¯ç¹å®ã奚å±ããã°ããŒãã«ã€ã³ã»ã³ãã£ãããã°ã©ã ãå°å ¥ããŸãããã¹ãŠã®ã°ããŒãã«ãªãã£ã¹ããã³éçšãµã€ãå šäœã§å®å šæ§ã®åäžã«å€§ããè²¢ç®ããããŒã ãšå人ã衚地ããç§°è³ããŸãã
å¯èœãªéãæšæºåããå¿ èŠãªå Žåã¯ããŒã«ã©ã€ãºãã
æŠç¥ïŒæé©åãã€ã³ããªãžã§ã³ã¹ãããã³å®å šæ§ã®äžè¬çãªååã¯æ®éçã«é©çšãããŸãããå°åã®èŠå¶ãã€ã³ãã©å質ã®ã°ãã€ããç¬èªã®æåçèŠç¯ãããã³åºæã®ç°å¢æ¡ä»¶ããã·ã¹ãã ãããã»ã¹ãããã³å®å šæé ã®å±æçãªé©å¿ãå¿ èŠãšããå ŽåãããããšãèªèããããšãéèŠã§ãã
å®è¡å¯èœãªæŽå¯ïŒããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ãšå®å šæ§ã«é¢ããæè»ã§å æ¬çãªã°ããŒãã«ãã¬ãŒã ã¯ãŒã¯ãéçºããŸãããã®ãã¬ãŒã ã¯ãŒã¯ã¯ãäžæ žãšãªãåºæºãšã¬ã€ãã©ã€ã³ã確ç«ãããšåæã«ãå°åããã³çŸå°ã®ããŒã ãå®çŸ©ããããã©ã¡ãŒã¿å ã§ç¹å®ã®å®æœè©³çްãã«ã¹ã¿ãã€ãºã§ããããã«ããããã«ãã£ãŠã°ããŒãã«ãªäžè²«æ§ãšäžå¯æ¬ ãªçŸå°ã®é¢é£æ§ã®ãã©ã³ã¹ãåãã¹ãã§ãã
çµ±åãµãã©ã€ãã§ãŒã³ç®¡çã®ã°ããŒãã«ãªåœ±é¿ãšå°æ¥ã®å±æ
äžè¬çãªãµãã©ã€ãã§ãŒã³æé©åãé«åºŠãªããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ãããã³å æ¬çãªãã¿ã€ãã»ãŒããã£ãã®å šäœçãªçµ±åã¯ããã¯ãç«¶äºåªäœæ§ã®æºã§ããã ãã§ãªããã°ããŒãã«åååŒã«ãããæç¶çãªæåã®ããã®äžå¯æ¬ ãªåææ¡ä»¶ãšãªãã€ã€ãããŸãããã®åŒ·åãªçžä¹å¹æãç¿åŸããçµç¹ã¯ã21äžçŽã®çžäºæ¥ç¶ããäžå®å®ãªäžçãæç€ºããèšãç¥ããªãè€éããä¹ãè¶ããæ©äŒãæå€§éã«æŽ»çšããããã«éåžžã«æå©ãªç«å Žã«ç«ã€ã§ãããã
æ®éçãªé©çšå¯èœæ§ãšçµæžçå©ç
ãããã®çµ±åãããååã¯ãçã«æ®éçãªé©çšå¯èœæ§ãæã¡ãããããªéšåãäŸçµŠããæ±åã¢ãžã¢ã®å°èŠæš¡ãªå°éã¡ãŒã«ãŒããããããã倧éžã«å€§éã®å®æåãåºè·ããå€åœç±è€åäŒæ¥ãŸã§ããã¹ãŠã®äººã«å©çããããããŸããçµæžçå©çã¯å€§ãããåºç¯å²ã«åã³ãŸããåçã«åæžãããéçšã³ã¹ããåªãããµãŒãã¹ãšä¿¡é Œæ§ãéããåçæºã®å¢å ãèããåäžãããã©ã³ãè©å€ããããŠåé¿ãããã€ã³ã·ãã³ããè²»çšã®ããã補åååãããã³å³ããèŠå¶çœ°éããåŸãããçžåœãªç¯çŽã§ãã
æ°ããªãã¬ã³ããšå°æ¥ã®ããã³ãã£ã¢
çµ±åãµãã©ã€ãã§ãŒã³ç®¡çã®é²åã¯ãæ¥éãªæè¡é²æ©ãšãåžžã«ååšããé²åããã°ããŒãã«ãªèª²é¡ããã®å§åã«ãã£ãŠãæ·±ã圢äœããç¶ããã§ãããã
- ãã€ããŒãªãŒãã¡ãŒã·ã§ã³ïŒé«åºŠãªAIããã³MLæ©èœãRPAïŒRobotic Process AutomationïŒã«æ¡åŒµãããŸããŸãè€éãªæææ±ºå®ããã»ã¹ãèªååããããšã§ãç¹å®ã®é åã§éåžžã«å¹ççã§æœåšçã«ãç¡äººåããããããžã¹ãã£ã¯ã¹éçšãå®çŸããŸãã
 - ãµãã©ã€ãã§ãŒã³ã®ããžã¿ã«ãã€ã³ïŒç©ççãªãµãã©ã€ãã§ãŒã³å šäœã®ä»®æ³ã¬ããªã«ãäœæããŸãããããã®ããžã¿ã«ãã€ã³ã«ããããªã¢ã«ã¿ã€ã ã®éçšç£èŠãéåžžã«æ£ç¢ºãªäºæž¬åæãæœåšçãªå®å šã€ã³ã·ãã³ããäž»èŠãªæ··ä¹±ãæ¿ç倿Žãªã©ãããŸããŸãªã·ããªãªã®é«åºŠãªã·ãã¥ã¬ãŒã·ã§ã³ãå¯èœã«ãªããŸãã
 - äºæž¬å®å šåæïŒé«åºŠãªAIããã³MLã¢ã«ãŽãªãºã ãæŽ»çšããŠãå®å šãªã¹ã¯ãããã«é«ã粟床ã§äºæž¬ããåãªãäºé²æªçœ®ãè¶ ããŠãçã«å å¶çãªå®å šä»å ¥ãžãšç§»è¡ããŸããããã«ã¯ãæ©åšã®ã¡ã³ããã³ã¹ããŒãºã®äºæž¬ãé«ãªã¹ã¯ãªéçšãã¿ãŒã³ã®ç¹å®ãå«ãŸããŸãã
 - ã³ã¢ã€ã³ããªãžã§ã³ã¹ãšããŠã®æç¶å¯èœæ§ïŒãªã¢ã«ã¿ã€ã ã®æç¶å¯èœæ§ããã©ãŒãã³ã¹ç£èŠãå æ¬çãªåœ±é¿è©äŸ¡ãããã³é²åããã°ããŒãã«ãªç°å¢èŠå¶ãžã®å³æ Œãªéµå®ã確å®ã«ããããã«ãç°å¢ã瀟äŒãã¬ããã³ã¹ïŒESGïŒããŒã¿ãããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ãã©ãããã©ãŒã ã«æ·±ãçµã¿èŸŒã¿ãŸãã
 - æé©åã«ãããéåã³ã³ãã¥ãŒãã£ã³ã°ïŒãŸã åææ®µéã«ãããã®ã®ãéåã³ã³ãã¥ãŒãã£ã³ã°ã¯ãçŸåšæã匷åãªå€å žçã¹ãŒããŒã³ã³ãã¥ãŒã¿ã§ããæã«è² ããªãéåžžã«è€éãªæé©ååé¡ã解決ããå€é©çãªå¯èœæ§ãç§ããŠããŸããããã¯ãã°ããŒãã«ãªã«ãŒãèšç»ããããã¯ãŒã¯èšèšãåšåº«å²ãåœãŠãããã³å€é¢çãªãªã¹ã¯è©äŸ¡ãåäŸã®ãªãèŠæš¡ã§é©æ°ããå¯èœæ§ããããŸãã
 
äžçãæ°åå€åã®å¢å€§ãã圱é¿ãæ°žç¶çãªå°æ¿åŠçå€åãæ¥éãªäººå£åæ ã®å€åãããã³å éããæè¡é²åã«åŒãç¶ãåãçµãäžã§ãæ·±ãã¬ãžãªãšã³ãã§ã€ã³ããªãžã§ã³ãã«æé©åãããæ¬è³ªçã«å®å šãªãµãã©ã€ãã§ãŒã³ãæ§ç¯ãã imperative ã¯ããã«åŒ·ãŸãã§ãããããã®çµ±åãããã¢ãããŒãã¯ããããã®èª²é¡ãæåè£ã«ä¹ãè¶ããããã®éçãšãªããŸãã
çµè«ïŒã¬ãžãªãšã³ãã§ã€ã³ããªãžã§ã³ããªãµãã©ã€ãã§ãŒã³ã®æªæ¥ãç¯ã
é«åºŠãªããžã¹ãã£ã¯ã¹ã€ã³ããªãžã§ã³ã¹ã«ãã£ãŠåŒ·åããããã¿ã€ãã»ãŒããã£ããžã®å€è§çãªã¢ãããŒãã«ãã£ãŠå³å¯ã«æ¯ããããäžè¬çãªãµãã©ã€ãã§ãŒã³æé©åã¯ãçŸä»£ã®ãµãã©ã€ãã§ãŒã³ç®¡çã®çã®é ç¹ã衚ããŸããããã¯åã«ååãç§»åãããè¡çºãè¶ ããä¿¡ããããªãã»ã©å€æ§ã§ãã€ãããã¯ããããŠãã°ãã°äºæž¬äžå¯èœãªã°ããŒãã«ãªç¶æ³å šäœã§ãæºãããªãã»ãã¥ãªãã£ãç³ãåã®ãªãå«çããããŠæ·±ãæç¶å¯èœæ§ããã£ãŠååãã€ã³ããªãžã§ã³ãã«ç§»åãããããšã§ãããã®å æ¬çãªèŠç¹ãåãå ¥ããããšã§ãäŒæ¥ã¯çãæ®ãã ãã§ãªããçã«ç¹æ ããããšãã§ããŸããå¹ççã§è²»çšå¯Ÿå¹æãé«ãã ãã§ãªããæ¬è³ªçã«ã¬ãžãªãšã³ãã§ãæ ¹æ¬çã«å®å šã§ãããå°æ¥é¿ããããªãè€éãªèª²é¡ãšæ©äŒã«äŸå€ãªã察å¿ã§ãããµãã©ã€ãã§ãŒã³ãæ§ç¯ããã®ã§ããå ç¢ãªããŒã¿ã€ã³ãã©ãæå 端ã®é«åºŠãªåæããããŠæ·±ãæ ¹ä»ããããã¢ã¯ãã£ããªå®å šæåãžã®æŠç¥çæè³ã¯ãåãªãéçšæ¹åãã¯ããã«è¶ ããå©çãçã¿åºããçµç¹ãä¿¡é Œæ§ãããã責任ãè² ããæ°žç¶çãªã°ããŒãã«ãã¬ã€ã€ãŒãšããŠã®å°äœã確åºãããã®ã«ããã§ãããã