äžçã®ãšãã«ã®ãŒã·ã¹ãã ãçŽé¢ãããµã€ããŒã»ãã¥ãªãã£ã®èª²é¡ïŒè åšãè匱æ§ããã¹ããã©ã¯ãã£ã¹ãæ°èæè¡ãªã©ïŒãæ·±ãæãäžããŸãã
äžçã®ãšãã«ã®ãŒã·ã¹ãã ã®å®å šç¢ºä¿ïŒå æ¬çãµã€ããŒã»ãã¥ãªãã£ã¬ã€ã
ãšãã«ã®ãŒã·ã¹ãã ã¯çŸä»£ç€ŸäŒã®çåœç·ã§ããå®¶åºãããžãã¹ãéèŠã€ã³ãã©ã«é»åãäŸçµŠããå»çãã亀éãŸã§ãããããã®ãå¯èœã«ããŠããŸããããããçžäºæ¥ç¶ãããããžã¿ã«æè¡ãžã®äŸå床ãé«ãŸãã«ã€ãããããã®ã·ã¹ãã ã¯ãµã€ããŒæ»æã«å¯ŸããŠè匱ã«ãªã£ãŠããŸããäŸãã°ããšãã«ã®ãŒã°ãªãããžã®æ»æãæåããã°ãåºç¯å²ã«ãããåé»ãçµæžçæ··ä¹±ãããã«ã¯äººåœã®æå€±ãšãã£ã壿» çãªçµæãæãå¯èœæ§ããããŸããæ¬ã¬ã€ãã§ã¯ãäžçã®ãšãã«ã®ãŒã·ã¹ãã ãçŽé¢ãããµã€ããŒã»ãã¥ãªãã£ã®èª²é¡ãå æ¬çã«æŠèгããããã¬ãžãªãšã³ãã§å®å šãªãšãã«ã®ãŒã®æªæ¥ãç¯ãããã®æŠç¥ãæŠèª¬ããŸãã
ãšãã«ã®ãŒã·ã¹ãã ã®ãµã€ããŒã»ãã¥ãªãã£ã«ãããç¹æã®èª²é¡
ãšãã«ã®ãŒã·ã¹ãã ã®å®å šç¢ºä¿ã¯ãåŸæ¥ã®ITç°å¢ãšæ¯èŒããŠç¹æã®äžé£ã®èª²é¡ãæç€ºããŸãããããã®èª²é¡ã¯ãã·ã¹ãã èªäœã®æ§è³ªãæ¡çšãããŠããæè¡ããããŠéçšãããŠããèŠå¶ç°å¢ã«èµ·å ããŸãã
éçšæè¡ïŒOTïŒãšæ å ±æè¡ïŒITïŒ
ãšãã«ã®ãŒã·ã¹ãã ã¯ãç©ççãªããã»ã¹ãå¶åŸ¡ã»ç£èŠããããã«èšèšãããéçšæè¡ïŒOTïŒã«å€§ããäŸåããŠããŸããæ©å¯æ§ãšå®å šæ§ãåªå ããITã·ã¹ãã ãšã¯ç°ãªããOTã·ã¹ãã ã¯å¯çšæ§ãšãªã¢ã«ã¿ã€ã æ§èœãåªå ããããšãå€ãã§ãããã®åªå é äœã®æ ¹æ¬çãªéãã¯ããµã€ããŒã»ãã¥ãªãã£ã«å¯Ÿããç°ãªãã¢ãããŒããå¿ èŠãšããŸãã
çºé»æã®ããã°ã©ããã«ããžãã¯ã³ã³ãããŒã©ïŒPLCïŒãèããŠã¿ãŸãããããããµã€ããŒã»ãã¥ãªãã£å¯Ÿçããã®ãªã¢ã«ã¿ã€ã æ§èœã«åœ±é¿ãäžããçºé»æã忢ãããå¯èœæ§ãããå Žåããã®å¯Ÿçã¯åãå ¥ããããªããšèŠãªãããŸããå¯Ÿç §çã«ãITã·ã¹ãã ã§ããã©ãŒãã³ã¹ãäœäžããããšã¯ãããŒã¿æå€±ããã蚱容ãããŸããããããITã§ã¯äžè¬çãªãããé©çšãµã€ã¯ã«ããOTã§ã¯ãã°ãã°é å»¶ãŸãã¯çç¥ãããè匱æ§ã®çªãçã¿åºãçç±ã§ãã
ã¬ã¬ã·ãŒã·ã¹ãã ãšãããã³ã«
å€ãã®ãšãã«ã®ãŒã·ã¹ãã ã¯ãã»ãã¥ãªãã£ã念é ã«çœ®ããŠèšèšãããŠããªãã¬ã¬ã·ãŒãªæè¡ããããã³ã«ãå©çšããŠããŸãããããã®ã·ã¹ãã ã¯ãèªèšŒãæå·åãšãã£ãåºæ¬çãªã»ãã¥ãªãã£æ©èœãæ¬ ããŠããããšãå€ããæªçšã«å¯ŸããŠè匱ã§ãã
äŸãã°ãç£æ¥çšå¶åŸ¡ã·ã¹ãã ïŒICSïŒã§åºã䜿çšãããŠããModbusãããã³ã«ã¯1970幎代ã«éçºãããŸãããããã«ã¯åºæã®ã»ãã¥ãªãã£ã¡ã«ããºã ããªããçèŽãæ¹ããã«å¯ŸããŠè匱ã§ãããããã®ã¬ã¬ã·ãŒã·ã¹ãã ãã¢ããã°ã¬ãŒãããããšã¯ããã°ãã°é«äŸ¡ã§ç Žå£çã§ããããšãã«ã®ãŒäºæ¥è ã«ãšã£ãŠå€§ããªèª²é¡ãšãªããŸãã
忣åã¢ãŒããã¯ãã£ãšçžäºæ¥ç¶æ§
ãšãã«ã®ãŒã·ã¹ãã ã¯åºå€§ãªå°ççé åã«åæ£ããŠããã倿°ã®çžäºæ¥ç¶ãããã³ã³ããŒãã³ãã§æ§æãããŠããŸãããã®åæ£åã¢ãŒããã¯ãã£ã¯æ»æå¯Ÿè±¡é åãå¢å ãããã·ã¹ãã å šäœã®ç£èŠãšä¿è·ãããå°é£ã«ããŸãã
äŸãã°ã倪éœå çºé»æã¯æ°çŸããæ°åã®åå¥ã®ãœãŒã©ãŒããã«ã§æ§æãããããããã«ç¬èªã®å¶åŸ¡ã·ã¹ãã ããããŸãããããã®ã·ã¹ãã ã¯äžå€®ç£èŠã¹ããŒã·ã§ã³ã«æ¥ç¶ãããããã«ãããããåºç¯ãªã°ãªããã«æ¥ç¶ãããŠããŸãããã®è€éãªãããã¯ãŒã¯ã¯ãæ»æè ã«ãšã£ãŠè€æ°ã®æœåšçãªäŸµå ¥çµè·¯ãçã¿åºããŸãã
ã¹ãã«ã®ã£ãããšãªãœãŒã¹å¶çŽ
ãµã€ããŒã»ãã¥ãªãã£åéã¯äžççãªã¹ãã«äžè¶³ã«çŽé¢ããŠãããç¹ã«ãšãã«ã®ãŒã»ã¯ã¿ãŒã圱é¿ãåããŠããŸããOTã»ãã¥ãªãã£ã®å°éç¥èãæã€æè³æ Œã®ãµã€ããŒã»ãã¥ãªãã£å°éå®¶ãèŠã€ããŠç¶æããããšã¯å°é£ãªå ŽåããããŸãã
ç¹ã«å°èŠæš¡ãªãšãã«ã®ãŒäŒæ¥ã¯ãå ç¢ãªãµã€ããŒã»ãã¥ãªãã£ããã°ã©ã ãå°å ¥ã»ç¶æããããã®ãªãœãŒã¹ãäžè¶³ããŠããå¯èœæ§ããããŸããããã«ããã圌ãã¯æ»æã«å¯ŸããŠè匱ã«ãªããåºç¯ãªãšãã«ã®ãŒã°ãªããã«ããã匱ç¹ãšãªãå¯èœæ§ããããŸãã
èŠå¶ã®è€éã
ãšãã«ã®ãŒãµã€ããŒã»ãã¥ãªãã£ã«é¢ããèŠå¶ç°å¢ã¯è€éã§é²åããŠããŸããåœãå°åã«ãã£ãŠèŠå¶ãåºæºãç°ãªãããšãã«ã®ãŒäŒæ¥ãé©çšããããã¹ãŠã®èŠä»¶ã«æºæ ããããšã¯å°é£ã§ãã
äŸãã°ãåç±³é»åä¿¡é Œæ§åè°äŒïŒNERCïŒã®éèŠã€ã³ãã©ä¿è·ïŒCIPïŒåºæºã¯ãåç±³ã®çºé»äºæ¥è ãéé»äºæ¥è ãé é»äºæ¥è ã«å¯ŸããŠçŸ©åä»ããããŠããŸããä»ã®å°åã«ã¯ãEUã®ãããã¯ãŒã¯ã»æ å ±ã»ãã¥ãªãã£ïŒNISïŒæä»€ãªã©ãç¬èªã®èŠå¶ããããŸãããã®è€éãªèŠå¶ç°å¢ãä¹ãåãããšã¯ãã°ããŒãã«ã«äºæ¥ãå±éãããšãã«ã®ãŒäŒæ¥ã«ãšã£ãŠå€§ããªèª²é¡ãšãªãåŸãŸãã
ãšãã«ã®ãŒã·ã¹ãã ã«å¯Ÿããäžè¬çãªãµã€ããŒã»ãã¥ãªãã£ã®è åš
ãšãã«ã®ãŒã·ã¹ãã ã¯ãé«åºŠãªåœå®¶äž»äœã«ããæ»æããåçŽãªãã£ãã·ã³ã°è©æ¬ºãŸã§ãåºç¯å²ã«ããããµã€ããŒã»ãã¥ãªãã£ã®è åšã«çŽé¢ããŠããŸãã广çãªé²åŸ¡çãéçºããããã«ã¯ããããã®è åšãçè§£ããããšãäžå¯æ¬ ã§ãã
åœå®¶äž»äœã®æ»æè
åœå®¶äž»äœã®æ»æè ã¯ãæãé«åºŠã§å·æãªãµã€ããŒæ»æè ã®äžã€ã§ãã圌ãã¯ãã°ãã°ããšãã«ã®ãŒã·ã¹ãã ãå«ãéèŠã€ã³ãã©ã«å¯ŸããŠé«åºŠã«æšçåãããæ»æã仿ããããã®ãªãœãŒã¹ãšèœåãæã£ãŠããŸãããã®åæ©ã«ã¯ãã¹ãã€æŽ»åã劚害工äœããŸãã¯æ··ä¹±ãå«ãŸããå ŽåããããŸãã
ãã·ã¢æ¿åºãæ¯æŽããããã«ãŒã«ãããã®ãšããã2015幎ã®ãŠã¯ã©ã€ãã®é»åç¶²ãžã®æ»æã¯ãåœå®¶äž»äœã®æ»æãããããæœåšçãªåœ±é¿ã瀺ããŸããããã®æ»æã«ãããæ°åäžäººã«åœ±é¿ãäžããåºç¯å²ãªåé»ãçºçããŸããã
ãµã€ããŒç¯çœªè
ãµã€ããŒç¯çœªè ã¯ééçå©çãåæ©ãšããŠããŸãã圌ãã¯ã©ã³ãµã ãŠã§ã¢æ»æã§ãšãã«ã®ãŒã·ã¹ãã ãæšçã«ããéèŠã·ã¹ãã ãžã®ã¢ã¯ã»ã¹ãå埩ãã代ããã«èº«ä»£éã®æ¯æããèŠæ±ããããšããããŸãããŸããæ©å¯ããŒã¿ãçã¿åºããéåžå Žã§è²©å£²ããããšããããŸãã
äŸãã°ããã€ãã©ã€ã³äºæ¥è ãžã®ã©ã³ãµã ãŠã§ã¢æ»æã¯ãçæäŸçµŠãæ··ä¹±ãããé倧ãªçµæžçæå®³ãåŒãèµ·ããå¯èœæ§ããããŸãã2021幎ã«ç±³åœã§çºçããã³ããã¢ã«ã»ãã€ãã©ã€ã³ãžã®æ»æã¯ãã©ã³ãµã ãŠã§ã¢ãåŒãèµ·ããããæ··ä¹±ã®å¥œäŸã§ãã
å éšè åš
å éšè åšã¯ãæªæã®ãããã®ãšæå³çã§ãªããã®ããããŸããæªæã®ããå éšè ã¯æå³çã«ã·ã¹ãã ã劚害ããããããŒã¿ãçãã ãããŸããæå³çã§ãªãå éšè ã¯ãé倱ãèªèäžè¶³ã«ãã£ãŠäžæ³šæã«è匱æ§ãæã¡èŸŒãå¯èœæ§ããããŸãã
äŸãã°ãäžæºãæã€åŸæ¥å¡ãå¶åŸ¡ã·ã¹ãã ã«ããžãã¯ãã ã仿ããåŸæ¥ããã誀äœåãããå¯èœæ§ããããŸãããã£ãã·ã³ã°ã¡ãŒã«ãã¯ãªãã¯ããåŸæ¥å¡ããæå³ããæ»æè ã«ãããã¯ãŒã¯ãžã®ã¢ã¯ã»ã¹ãèš±å¯ããŠããŸãããšããããŸãã
ãã¯ãã£ãã¹ã
ãã¯ãã£ãã¹ãã¯ãæ¿æ²»çãŸãã¯ç€ŸäŒçãªã¢ãžã§ã³ããæšé²ããããã«ãµã€ããŒæ»æãå©çšããå人ãŸãã¯ã°ã«ãŒãã§ãã圌ãã¯ãäºæ¥ã劚害ããããç°å¢åé¡ãžã®æèãé«ããããã«ãšãã«ã®ãŒã·ã¹ãã ãæšçã«ããããšããããŸãã
ãã¯ãã£ãã¹ãã¯ãç³çç«åçºé»æããµãŒãã¹åŠšå®³æ»æã§æšçã«ãããã®ææ¥ã劚害ããŠåç³çæãžã®å察ãã¢ããŒã«ãããããããŸããã
äžè¬çãªæ»æãã¯ãã«
ãšãã«ã®ãŒã·ã¹ãã ãæšçãšããäžè¬çãªæ»æãã¯ãã«ãçè§£ããããšã¯ã广çãªé²åŸ¡çãéçºããããã«äžå¯æ¬ ã§ããäžè¬çãªæ»æãã¯ãã«ã«ã¯ä»¥äžã®ãããªãã®ããããŸãã
- ãã£ãã·ã³ã°ïŒãŠãŒã¶ãŒãéšããŠæ©å¯æ å ±ãæããããããæªæã®ãããªã³ã¯ãã¯ãªãã¯ããããããã
- ãã«ãŠã§ã¢ïŒã·ã¹ãã ã«æªæã®ãããœãããŠã§ã¢ãã€ã³ã¹ããŒã«ããŠãããŒã¿ãçãã ããéçšã劚害ããããäžæ£ã¢ã¯ã»ã¹ãåŸããããã
- è匱æ§ã®æªçšïŒãœãããŠã§ã¢ãããŒããŠã§ã¢ã®æ¢ç¥ã®åŒ±ç¹ãå©çšããã
- ãµãŒãã¹åŠšå®³ïŒDoSïŒæ»æïŒã·ã¹ãã ããã©ãã£ãã¯ã§å§åããæ£èŠã®ãŠãŒã¶ãŒãå©çšã§ããªãããã
- äžéè æ»æïŒäºè éã®éä¿¡ãååããŠãããŒã¿ãçãã ãæ¹ãããããããã
ãšãã«ã®ãŒã·ã¹ãã ã®ãµã€ããŒã»ãã¥ãªãã£ã«ããããã¹ããã©ã¯ãã£ã¹
å ç¢ãªãµã€ããŒã»ãã¥ãªãã£ããã°ã©ã ã宿œããããšã¯ããšãã«ã®ãŒã·ã¹ãã ããµã€ããŒæ»æããä¿è·ããããã«äžå¯æ¬ ã§ãããã®ããã°ã©ã ã«ã¯ãæè¡çã管ççãç©ççãªã»ãã¥ãªãã£å¶åŸ¡ã®çµã¿åãããå«ãŸããã¹ãã§ãã
ãªã¹ã¯è©äŸ¡ãšç®¡ç
ãµã€ããŒã»ãã¥ãªãã£ããã°ã©ã ãéçºããæåã®ã¹ãããã¯ã培åºçãªãªã¹ã¯è©äŸ¡ã宿œããããšã§ãããã®è©äŸ¡ã§ã¯ãéèŠãªè³ç£ãæœåšçãªè åšãããã³è匱æ§ãç¹å®ããå¿ èŠããããŸãããªã¹ã¯è©äŸ¡ã®çµæã¯ãã»ãã¥ãªãã£æè³ã®åªå é äœä»ããšç·©åæŠç¥ã®çå®ã«äœ¿çšãããã¹ãã§ãã
äŸãã°ããããšãã«ã®ãŒäŒæ¥ã¯ãªã¹ã¯è©äŸ¡ã宿œããŠãã°ãªããã®å®å®æ§ãç¶æããããã«äžå¯æ¬ ãªéèŠã·ã¹ãã ãç¹å®ãããããããŸãããæ¬¡ã«ãåœå®¶äž»äœã®æ»æãã©ã³ãµã ãŠã§ã¢ãªã©ã®ãããã®ã·ã¹ãã ã«å¯Ÿããæœåšçãªè åšãè©äŸ¡ããŸããæåŸã«ãããããé©çšãããŠããªããœãããŠã§ã¢ã匱ããã¹ã¯ãŒããªã©ããããã®ã·ã¹ãã ã®è匱æ§ãç¹å®ããŸãããã®æ å ±ã¯ããªã¹ã¯ç·©åèšç»ãçå®ããããã«äœ¿çšãããŸãã
ã»ãã¥ãªãã£ã¢ãŒããã¯ãã£ãšèšèš
é©åã«èšèšãããã»ãã¥ãªãã£ã¢ãŒããã¯ãã£ã¯ããšãã«ã®ãŒã·ã¹ãã ãä¿è·ããããã«äžå¯æ¬ ã§ãããã®ã¢ãŒããã¯ãã£ã«ã¯ããã¡ã€ã¢ãŠã©ãŒã«ãäŸµå ¥æ€ç¥ã·ã¹ãã ãã¢ã¯ã»ã¹å¶åŸ¡ãªã©ã®å€å±€é²åŸ¡ãå«ãŸããã¹ãã§ãã
- ã»ã°ã¡ã³ããŒã·ã§ã³ïŒãããã¯ãŒã¯ãããå°ãããéé¢ãããã»ã°ã¡ã³ãã«åå²ããæ»æãæåããå Žåã®åœ±é¿ãéå®ããã
- å€å±€é²åŸ¡ïŒè€æ°ã®ã»ãã¥ãªãã£å¶åŸ¡å±€ãå®è£ ããåé·æ§ãšã¬ãžãªãšã³ã¹ãæäŸããã
- æå°æš©éã®ååïŒãŠãŒã¶ãŒã«ã¯è·åãéè¡ããããã«å¿ èŠãªæå°éã®ã¢ã¯ã»ã¹ã¬ãã«ã®ã¿ãä»äžããã
- ã»ãã¥ã¢ãªæ§æïŒã·ã¹ãã ãããã€ã¹ãé©åã«æ§æããè匱æ§ãæå°éã«æããã
è匱æ§ç®¡ç
è匱æ§ã宿çã«ã¹ãã£ã³ããŠããããé©çšããããšã¯ããµã€ããŒæ»æãé²ãããã«äžå¯æ¬ ã§ããããã«ã¯ãOTããã€ã¹ãå«ããã¹ãŠã®ã·ã¹ãã ã®ãªãã¬ãŒãã£ã³ã°ã·ã¹ãã ãã¢ããªã±ãŒã·ã§ã³ããã¡ãŒã ãŠã§ã¢ãžã®ãããé©çšãå«ãŸããŸãã
ãšãã«ã®ãŒäŒæ¥ã¯ã宿çãªè匱æ§ã¹ãã£ã³ããããé©çšãæ§æç®¡çãå«ãè匱æ§ç®¡çããã°ã©ã ã確ç«ãã¹ãã§ãããŸããææ°ã®è匱æ§ããšã¯ã¹ããã€ãã«é¢ããæ å ±ãåŸãããã«ãè åšã€ã³ããªãžã§ã³ã¹ãã£ãŒãã賌èªãã¹ãã§ãã
ã€ã³ã·ãã³ã察å¿
æåã®ã»ãã¥ãªãã£å¶åŸ¡ãå°å ¥ããŠãããµã€ããŒæ»æã¯çºçããå¯èœæ§ããããŸããã»ãã¥ãªãã£ã€ã³ã·ãã³ãã«è¿ éãã€å¹æçã«å¯Ÿå¿ããããã«ãæç¢ºã«å®çŸ©ãããã€ã³ã·ãã³ã察å¿èšç»ãçå®ããŠããããšãäžå¯æ¬ ã§ãã
ãã®èšç»ã§ã¯ãã€ã³ã·ãã³ãã®ç¹å®ã被害ã®å°ã蟌ããè åšã®æ ¹çµ¶ãã·ã¹ãã ã®åŸ©æ§ãªã©ãã»ãã¥ãªãã£ã€ã³ã·ãã³ãçºçæã«åãã¹ãæé ãæŠèª¬ãã¹ãã§ããèšç»ã¯å®æçã«ãã¹ããããæŽæ°ãããã¹ãã§ãã
ã»ãã¥ãªãã£æèåäžãã¬ãŒãã³ã°
ã»ãã¥ãªãã£æèåäžãã¬ãŒãã³ã°ã¯ãåŸæ¥å¡ã«ãµã€ããŒã»ãã¥ãªãã£ã®è åšãšãã¹ããã©ã¯ãã£ã¹ã«ã€ããŠæè²ããããã«äžå¯æ¬ ã§ãããã®ãã¬ãŒãã³ã°ã§ã¯ããã£ãã·ã³ã°ããã«ãŠã§ã¢ããã¹ã¯ãŒãã»ãã¥ãªãã£ãªã©ã®ãããã¯ãã«ããŒãã¹ãã§ãã
ãšãã«ã®ãŒäŒæ¥ã¯ãOTæ åœè ãå«ããã¹ãŠã®åŸæ¥å¡ã«å®æçãªã»ãã¥ãªãã£æèåäžãã¬ãŒãã³ã°ãæäŸãã¹ãã§ãããã®ãã¬ãŒãã³ã°ã¯ããšãã«ã®ãŒã»ã¯ã¿ãŒãçŽé¢ããç¹å®ã®ãªã¹ã¯ãè åšã«åãããŠèª¿æŽãããã¹ãã§ãã
ãµãã©ã€ãã§ãŒã³ã»ãã¥ãªãã£
ãšãã«ã®ãŒã·ã¹ãã ã¯ããã³ããŒããµãã©ã€ã€ãŒãããªãè€éãªãµãã©ã€ãã§ãŒã³ã«äŸåããŠããŸãããããã®ãã³ããŒããµãã©ã€ã€ãŒããµã€ããŒæ»æããä¿è·ããããã®é©åãªã»ãã¥ãªãã£å¶åŸ¡ãåããŠããããšã確èªããããšãäžå¯æ¬ ã§ãã
ãšãã«ã®ãŒäŒæ¥ã¯ããã³ããŒããµãã©ã€ã€ãŒã®ã»ãã¥ãªãã£äœå¶ãè©äŸ¡ããããã«ãã¥ãŒããªãžã§ã³ã¹ã宿œãã¹ãã§ãããŸãããã³ããŒããµãã©ã€ã€ãŒãšã®å¥çŽã«ã»ãã¥ãªãã£èŠä»¶ãå«ããã¹ãã§ãã
ç©ççã»ãã¥ãªãã£
ç©ççã»ãã¥ãªãã£ã¯ãå šäœçãªãµã€ããŒã»ãã¥ãªãã£ã®éèŠãªæ§æèŠçŽ ã§ããéèŠãªã·ã¹ãã ãæœèšãžã®ç©ççãªã¢ã¯ã»ã¹ãä¿è·ããããšã¯ãäžæ£ã¢ã¯ã»ã¹ã劚害工äœãé²ãã®ã«åœ¹ç«ã¡ãŸãã
ãšãã«ã®ãŒäŒæ¥ã¯ãæœèšãä¿è·ããããã«ãã¢ã¯ã»ã¹å¶åŸ¡ã·ã¹ãã ãç£èŠã«ã¡ã©ãåšå²ã®ãã§ã³ã¹ãªã©ã®ç©ççã»ãã¥ãªãã£å¶åŸ¡ãå°å ¥ãã¹ãã§ãã
ãšãã«ã®ãŒã·ã¹ãã ã®ãµã€ããŒã»ãã¥ãªãã£åãæ°èæè¡
ããã€ãã®æ°èæè¡ãããšãã«ã®ãŒã·ã¹ãã ã®ãµã€ããŒã»ãã¥ãªãã£åäžã«è²¢ç®ããŠããŸãããããã®æè¡ã«ã¯ä»¥äžãå«ãŸããŸãã
人工ç¥èœïŒAIïŒã𿩿¢°åŠç¿ïŒMLïŒ
AIãšMLã¯ããµã€ããŒæ»æããªã¢ã«ã¿ã€ã ã§æ€ç¥ãã察å¿ããããã«äœ¿çšã§ããŸãããããã®æè¡ã¯ã倧éã®ããŒã¿ãåæããŠãæªæã®ããæŽ»åã瀺ãå¯èœæ§ã®ããç°åžžããã¿ãŒã³ãç¹å®ã§ããŸãã
äŸãã°ãAIã¯ãµãŒãã¹åŠšå®³æ»æã瀺ãå¯èœæ§ã®ããç°åžžãªãããã¯ãŒã¯ãã©ãã£ãã¯ãã¿ãŒã³ãæ€åºããããã«äœ¿çšã§ããŸããMLã¯ãããšããããæªç¥ã®äºçš®ã§ãã£ãŠãããã®æ¯ãèãã«åºã¥ããŠãã«ãŠã§ã¢ãç¹å®ããããã«äœ¿çšã§ããŸãã
ãããã¯ãã§ãŒã³
ãããã¯ãã§ãŒã³æè¡ã¯ããšãã«ã®ãŒã·ã¹ãã å ã®ããŒã¿ãšãã©ã³ã¶ã¯ã·ã§ã³ãä¿è·ããããã«äœ¿çšã§ããŸãããããã¯ãã§ãŒã³ã¯ãã€ãã³ãã®æ¹ããäžå¯èœãªèšé²ãæäŸããæ»æè ãããŒã¿ã倿ŽãŸãã¯åé€ããããšãå°é£ã«ããŸãã
äŸãã°ããããã¯ãã§ãŒã³ã¯ã¹ããŒãã¡ãŒã¿ãŒããã®ããŒã¿ãä¿è·ããè«æ±æ å ±ãæ£ç¢ºã§ä¿¡é Œã§ããããšãä¿èšŒããããã«äœ¿çšã§ããŸãããŸããéèŠãªã³ã³ããŒãã³ãã®ãµãã©ã€ãã§ãŒã³ãä¿è·ããåœé ãŸãã¯äŸµå®³ãããããŒããŠã§ã¢ã®å°å ¥ãé²ãããã«ã䜿çšã§ããŸãã
ãµã€ããŒè åšã€ã³ããªãžã§ã³ã¹ïŒCTIïŒ
CTIã¯ãçŸåšããã³æ°èã®ãµã€ããŒè åšã«é¢ããæ å ±ãæäŸããŸãããã®æ å ±ã¯ãæ»æãç©æ¥µçã«é²åŸ¡ããã€ã³ã·ãã³ã察å¿èœåãåäžãããããã«äœ¿çšã§ããŸãã
ãšãã«ã®ãŒäŒæ¥ã¯ãææ°ã®è åšã«é¢ããæ å ±ãåžžã«åŸãããã«ãCTIãã£ãŒãã賌èªããæ å ±å ±æã€ãã·ã¢ããã«åå ãã¹ãã§ãããŸãããªã¹ã¯è©äŸ¡ãšã»ãã¥ãªãã£å¶åŸ¡ã«æ å ±ãæäŸããããã«CTIã䜿çšãã¹ãã§ãã
ãŒããã©ã¹ãã¢ãŒããã¯ãã£
ãŒããã©ã¹ãã¯ããããã¯ãŒã¯å éšã«ããŠããããã©ã«ãã§ã¯ã©ã®ãŠãŒã¶ãŒãããã€ã¹ãä¿¡é Œãããªããšä»®å®ããã»ãã¥ãªãã£ã¢ãã«ã§ãããã®ã¢ãã«ã§ã¯ããã¹ãŠã®ãŠãŒã¶ãŒãšããã€ã¹ããªãœãŒã¹ã«ã¢ã¯ã»ã¹ããåã«èªèšŒããã³èªå¯ãããå¿ èŠããããŸãã
ãŒããã©ã¹ãã¢ãŒããã¯ãã£ãå®è£ ããããšã§ãããšããŠãŒã¶ãŒã¢ã«ãŠã³ããããã€ã¹ã䟵害ããããšããŠããæ»æè ãæ©å¯ã·ã¹ãã ã«ã¢ã¯ã»ã¹ããã®ãé²ãã®ã«åœ¹ç«ã¡ãŸãã
ãšãã«ã®ãŒã·ã¹ãã ã®ãµã€ããŒã»ãã¥ãªãã£ã®æªæ¥
ãµã€ããŒã»ãã¥ãªãã£ã®ç¶æ³ã¯çµ¶ããé²åããŠããããšãã«ã®ãŒã·ã¹ãã ãçŽé¢ãã課é¡ã¯ãŸããŸãè€éã«ãªã£ãŠããŸãããšãã«ã®ãŒã·ã¹ãã ãããçžäºæ¥ç¶ãããããžã¿ã«æè¡ã«äŸåããããã«ãªãã«ã€ããŠãå ç¢ãªãµã€ããŒã»ãã¥ãªãã£å¯Ÿçã®å¿ èŠæ§ã¯å¢ãã°ããã§ãã
ãšãã«ã®ãŒã·ã¹ãã ã®ãµã€ããŒã»ãã¥ãªãã£ã®æªæ¥ã«ã¯ããããã以äžãå«ãŸããã§ãããã
- èªååã®æšé²ïŒè匱æ§ã¹ãã£ã³ããããé©çšãã€ã³ã·ãã³ã察å¿ãªã©ã®ã»ãã¥ãªãã£ã¿ã¹ã¯ãèªååããã
- 飿ºã®åŒ·åïŒãšãã«ã®ãŒäŒæ¥ãšæ¿åºæ©é¢ã®éã§è åšã€ã³ããªãžã§ã³ã¹ãšãã¹ããã©ã¯ãã£ã¹ãå ±æããã
- ããããã¢ã¯ãã£ããªã»ãã¥ãªãã£ïŒäºåŸå¯Ÿå¿åããäºå察å¿åã®ã»ãã¥ãªãã£äœå¶ã«ç§»è¡ããæ»æãçºçããåã«é²ãããšã«éç¹ã眮ãã
- èŠå¶ã®åŒ·åïŒäžçäžã®æ¿åºãããšãã«ã®ãŒã·ã¹ãã ã®ãµã€ããŒã»ãã¥ãªãã£ã«é¢ããããå³ããèŠå¶ãå°å ¥ããå¯èœæ§ãé«ãã
çµè«
äžçã®ãšãã«ã®ãŒã·ã¹ãã ãä¿è·ããããšã¯ãæ¿åºãç£æ¥çãåŠçããã®ååçãªåãçµã¿ãå¿ èŠãšããéèŠãªèª²é¡ã§ããç¹æã®èª²é¡ãçè§£ãããã¹ããã©ã¯ãã£ã¹ã宿œããæ°èæè¡ãåãå ¥ããããšã§ãç§ãã¡ã¯ãã¹ãŠã®äººã«ãšã£ãŠããã¬ãžãªãšã³ãã§å®å šãªãšãã«ã®ãŒã®æªæ¥ãç¯ãããšãã§ããŸãã
éèŠãªãã€ã³ãïŒ
- ãšãã«ã®ãŒã·ã¹ãã ã¯ãOTç°å¢ã®æ§è³ªãšã¬ã¬ã·ãŒæè¡ã®ãããç¹æã®ãµã€ããŒã»ãã¥ãªãã£èª²é¡ã«çŽé¢ããŠããã
- äžè¬çãªè åšã«ã¯ãåœå®¶äž»äœã®æ»æè ããµã€ããŒç¯çœªè ãå éšè åšãå«ãŸããã
- ãã¹ããã©ã¯ãã£ã¹ã«ã¯ããªã¹ã¯è©äŸ¡ãã»ãã¥ãªãã£ã¢ãŒããã¯ãã£ãè匱æ§ç®¡çãã€ã³ã·ãã³ã察å¿ãå«ãŸããã
- AIããããã¯ãã§ãŒã³ãCTIãªã©ã®æ°èæè¡ã¯ã»ãã¥ãªãã£ã匷åã§ããã
- ãšãã«ã®ãŒã·ã¹ãã ã®æªæ¥ã確ä¿ããããã«ã¯ãããã¢ã¯ãã£ãã§ååçãªã¢ãããŒããäžå¯æ¬ ã§ããã
æ¬ã¬ã€ãã¯ããšãã«ã®ãŒã·ã¹ãã ã®ãµã€ããŒã»ãã¥ãªãã£ãçè§£ãã察åŠããããã®åºç€ãæäŸããŸãããã®çµ¶ããé²åããåéã§ã¯ãç¶ç¶çãªåŠç¿ãšé©å¿ãäžå¯æ¬ ã§ããç§ãã¡ã®äžçã«é»åãäŸçµŠããéèŠã€ã³ãã©ãä¿è·ããããã«ã¯ãææ°ã®è åšãè匱æ§ããã¹ããã©ã¯ãã£ã¹ã«ã€ããŠåžžã«æ å ±ãåŸãããšãäžå¯æ¬ ã§ãã