ื’ื™ืœื•ื™ ืกื•ื“ ื‘ืŸ 140 ืฉื ื” ื‘ืคื™ื–ื™ืงื”

ืชืจื’ื•ื ืžืืžืจ ืžืืช ืžื—ื‘ืจื™ื ืž-IBM Research.

ืคืจื™ืฆืช ื“ืจืš ื—ืฉื•ื‘ื” ื‘ืคื™ื–ื™ืงื” ืชืืคืฉืจ ืœื ื• ืœืœืžื•ื“ ืืช ื”ืžืืคื™ื™ื ื™ื ื”ืคื™ื–ื™ืงืœื™ื™ื ืฉืœ ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ื‘ืคื™ืจื•ื˜ ืจื‘ ื™ื•ืชืจ. ื–ื” ืขืฉื•ื™ ืœืขื–ื•ืจ ืœื”ืื™ืฅ ืืช ื”ืคื™ืชื•ื— ืฉืœ ื˜ื›ื ื•ืœื•ื’ื™ื™ืช ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ืžื”ื“ื•ืจ ื”ื‘ื.

ื’ื™ืœื•ื™ ืกื•ื“ ื‘ืŸ 140 ืฉื ื” ื‘ืคื™ื–ื™ืงื”

ืžื—ื‘ืจื™ื:
ืื•ืงื™ ื’ื•ื ื•ื•ืืŸ - ื—ื‘ืจ ืฆื•ื•ืช, IBM Research
ื“ืื’ ื‘ื™ืฉื•ืค - ืžื”ื ื“ืก ืืคื™ื•ืŸ, IBM Research

ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ื”ื ืื‘ื ื™ ื”ื‘ื ื™ื™ืŸ ื”ื‘ืกื™ืกื™ื•ืช ืฉืœ ื”ืขื™ื“ืŸ ื”ืืœืงื˜ืจื•ื ื™ ื”ื“ื™ื’ื™ื˜ืœื™ ืฉืœ ื™ืžื™ื ื•, ื•ืžืกืคืงื™ื ืœื ื• ืžื’ื•ื•ืŸ ืžื›ืฉื™ืจื™ื ื”ืžื•ืขื™ืœื™ื ืœื—ื™ื™ื ื• ื”ืžื•ื“ืจื ื™ื™ื, ื›ื’ื•ืŸ ืžื—ืฉื‘ื™ื, ืกืžืืจื˜ืคื•ื ื™ื ื•ืžื›ืฉื™ืจื™ื ื ื™ื™ื“ื™ื ืื—ืจื™ื. ืฉื™ืคื•ืจื™ื ื‘ืคื•ื ืงืฆื™ื•ื ืœื™ื•ืช ื•ื‘ื‘ื™ืฆื•ืขื™ื ืฉืœ ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ืžืืคืฉืจื™ื ื’ื ื™ื™ืฉื•ืžื™ ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ืžื”ื“ื•ืจ ื”ื‘ื ื‘ืžื—ืฉื•ื‘, ื—ื™ืฉื” ื•ื”ืžืจืช ืื ืจื’ื™ื”. ื—ื•ืงืจื™ื ื ืื‘ืงื• ื–ื” ืžื›ื‘ืจ ื›ื“ื™ ืœื”ืชื’ื‘ืจ ืขืœ ื”ืžื’ื‘ืœื•ืช ื‘ื™ื›ื•ืœืช ืฉืœื ื• ืœื”ื‘ื™ืŸ ื”ื™ื˜ื‘ ืืช ื”ืžื˜ืขื ื™ื ื”ืืœืงื˜ืจื•ื ื™ื™ื ื‘ืชื•ืš ื”ืชืงื ื™ ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ื•ื—ื•ืžืจื™ ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ืžืชืงื“ืžื™ื ื”ืžืขื›ื‘ื™ื ืืช ื”ื™ื›ื•ืœืช ืฉืœื ื• ืœื”ืชืงื“ื.

ื‘ืžื—ืงืจ ื—ื“ืฉ ื‘ื›ืชื‘ ื”ืขืช ื˜ื‘ืข ืฉื™ืชื•ืฃ ืคืขื•ืœื” ืžื—ืงืจื™ ื‘ืจืืฉื•ืช IBM Research ืžืชืืจ ืคืจื™ืฆืช ื“ืจืš ืžืจื’ืฉืช ื‘ืคืชืจื•ืŸ ืชืขืœื•ืžื” ื‘ืช 140 ืฉื ื” ื‘ืคื™ื–ื™ืงื”, ื›ื–ื• ืฉืชืืคืฉืจ ืœื ื• ืœืœืžื•ื“ ืืช ื”ืžืืคื™ื™ื ื™ื ื”ืคื™ื–ื™ื™ื ืฉืœ ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ื‘ืคื™ืจื•ื˜ ืจื‘ ื™ื•ืชืจ ื•ืœืืคืฉืจ ืคื™ืชื•ื— ื—ื•ืžืจื™ื ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ื—ื“ืฉื™ื ื•ืžืฉื•ืคืจื™ื.

ื›ื“ื™ ืœื”ื‘ื™ืŸ ื‘ืืžืช ืืช ื”ืคื™ื–ื™ืงื” ืฉืœ ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื”, ืขืœื™ื ื• ืœื”ื‘ื™ืŸ ืชื—ื™ืœื” ืืช ื”ืžืืคื™ื™ื ื™ื ื”ื‘ืกื™ืกื™ื™ื ืฉืœ ื ื•ืฉืื™ ืžื˜ืขืŸ ื‘ืชื•ืš ื—ื•ืžืจื™ื, ื‘ื™ืŸ ืื ื”ื ื—ืœืงื™ืงื™ื ืฉืœื™ืœื™ื™ื ืื• ื—ื™ื•ื‘ื™ื™ื, ืžื”ื™ืจื•ืชื ื‘ืฉื“ื” ื—ืฉืžืœื™ ืžื™ื•ืฉื, ื•ืขื“ ื›ืžื” ื‘ืฆืคื™ืคื•ืช ื”ื ืืจื•ื–ื™ื ื‘ืชื•ืš ื”ื—ื•ืžืจ. ื”ืคื™ื–ื™ืงืื™ ืื“ื•ื•ื™ืŸ ื”ื•ืœ ืžืฆื ื“ืจืš ืœืงื‘ื•ืข ืชื›ื•ื ื•ืช ืืœื• ื‘ืฉื ืช 1879 ื›ืืฉืจ ื’ื™ืœื” ืฉืฉื“ื” ืžื’ื ื˜ื™ ื™ืกื™ื˜ ืืช ืชื ื•ืขืช ืžื˜ืขื ื™ ื”ืืœืงื˜ืจื•ื ื™ื ื‘ืชื•ืš ืžื•ืœื™ืš, ื•ื›ื™ ื ื™ืชืŸ ืœืžื“ื•ื“ ืืช ื›ืžื•ืช ื”ืกื˜ื™ื™ื” ื›ื”ืคืจืฉ ื”ืคื•ื˜ื ืฆื™ืืœ ื”ืžืื•ื ืš ืœื–ืจื™ืžื” ื”ื›ื™ื•ื•ื ื™ืช ืฉืœ ืžื˜ืขืŸ. ื—ืœืงื™ืงื™ื, ื›ืคื™ ืฉืžื•ืฆื’ ื‘ืื™ื•ืจ 1a. ืžืชื— ื–ื”, ื”ืžื›ื•ื ื” ืžืชื— ื”ื•ืœ, ื—ื•ืฉืฃ ืžื™ื“ืข ืžืฉืžืขื•ืชื™ ืขืœ ื ื•ืฉืื™ ื”ืžื˜ืขืŸ ื‘ืžื•ืœื™ืš ืœืžื—ืฆื”, ื›ื•ืœืœ ื”ืื ื”ื ืืœืงื˜ืจื•ื ื™ื ืฉืœื™ืœื™ื™ื ืื• ืงื•ื•ืื–ื™-ื—ืœืงื™ืงื™ื ื—ื™ื•ื‘ื™ื™ื ื”ื ืงืจืื™ื "ื—ื•ืจื™ื", ื›ืžื” ืžื”ืจ ื”ื ื ืขื™ื ื‘ืฉื“ื” ื—ืฉืžืœื™, ืื• "ื”ื ื™ื™ื“ื•ืช" ืฉืœื”ื (ยต ), ื•ื”ืจื™ื›ื•ื– ืฉืœื”ื (n) ื‘ืชื•ืš ื”ืžื•ืœื™ืš ืœืžื—ืฆื”.

ื’ื™ืœื•ื™ ืกื•ื“ ื‘ืŸ 140 ืฉื ื” ื‘ืคื™ื–ื™ืงื”

ืชืขืœื•ืžื” ื‘ืช 140 ืฉื ื”

ืขืฉืจื•ืช ืฉื ื™ื ืœืื—ืจ ื”ื’ื™ืœื•ื™ ืฉืœ ื”ื•ืœ, ื”ื—ื•ืงืจื™ื ื’ื™ืœื• ื’ื ืฉื”ื ื™ื›ื•ืœื™ื ืœื‘ืฆืข ืžื“ื™ื“ื•ืช ืฉืœ ืืคืงื˜ ื”ื•ืœ ืขื ืื•ืจ - ื ื™ืกื•ื™ื™ื ื”ื ืงืจืื™ื photo-Hall, ืจืื” ืื™ื•ืจ 1ื‘. ื‘ื ื™ืกื•ื™ื™ื ื›ืืœื”, ืชืื•ืจืช ื”ืื•ืจ ื™ื•ืฆืจืช ืžืกืคืจ ื ืฉืื™ื, ืื• ื–ื•ื’ื•ืช ืืœืงื˜ืจื•ื ื™ื-ื—ื•ืจื™ื, ื‘ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื”. ืœืžืจื‘ื” ื”ืฆืขืจ, ื”ื”ื‘ื ื” ืฉืœื ื• ืœื’ื‘ื™ ืืคืงื˜ ื”ื•ืœ ื”ื‘ืกื™ืกื™ ืกื™ืคืงื” ืชื•ื‘ื ื” ืจืง ืœื’ื‘ื™ ืจื•ื‘ (ืื• ื”ืจื•ื‘) ื ื•ืฉืื™ ื”ืชืฉืœื•ื. ื”ื—ื•ืงืจื™ื ืœื ื”ืฆืœื™ื—ื• ืœื—ืœืฅ ืคืจืžื˜ืจื™ื ืžืฉื ื™ ื”ืžื“ื™ื” (ื’ื“ื•ืœื™ื ื•ืœื ืžืจื›ื–ื™ื™ื) ื‘ื• ื–ืžื ื™ืช. ืžื™ื“ืข ื›ื–ื” ื”ื•ื ื”ืžืคืชื— ืขื‘ื•ืจ ื™ื™ืฉื•ืžื™ื ืจื‘ื™ื ื”ืงืฉื•ืจื™ื ืœืื•ืจ, ื›ื’ื•ืŸ ืคืื ืœื™ื ืกื•ืœืืจื™ื™ื ื•ื”ืชืงื ื™ื ืื•ืคื˜ื•-ืืœืงื˜ืจื•ื ื™ื™ื ืื—ืจื™ื.

ืžื—ืงืจ ืžื’ื–ื™ืŸ IBM Research ื˜ื‘ืข ื—ื•ืฉืฃ ืืช ืื—ื“ ื”ืกื•ื“ื•ืช ื”ืฉืžื•ืจื™ื ืฉืœ ืืคืงื˜ ื”ื•ืœ. ื—ื•ืงืจื™ื ืžื”ืžื›ื•ืŸ ื”ืžืชืงื“ื ืœืžื“ืข ื•ื˜ื›ื ื•ืœื•ื’ื™ื” ืฉืœ ืงื•ืจื™ืื” (KAIST), ืžื›ื•ืŸ ื”ืžื—ืงืจ ืฉืœ ืงื•ืจื™ืื” ืœื˜ื›ื ื•ืœื•ื’ื™ื” ื›ื™ืžื™ืช (KRICT), ืื•ื ื™ื‘ืจืกื™ื˜ืช ื“ื™ื•ืง ื•-IBM ื’ื™ืœื• ื ื•ืกื—ื” ื•ื˜ื›ื ื™ืงื” ื—ื“ืฉื” ื”ืžืืคืฉืจืช ืœื ื• ืœื—ืœืฅ ืžื™ื“ืข ื‘ื•-ื–ืžื ื™ืช ืขืœ ื”ื‘ืกื™ืก ื•ื”ืœื ื‘ืกื™ืกื™ ื ืฉืื™ื, ื›ื’ื•ืŸ ืจื™ื›ื•ื–ื ื•ื ื™ื™ื“ื•ืชื, ื•ื›ืŸ ืงื‘ืœืช ืžื™ื“ืข ื ื•ืกืฃ ืขืœ ื—ื™ื™ ื”ื ืฉื, ืื•ืจืš ื”ื“ื™ืคื•ื–ื™ื” ื•ืชื”ืœื™ืš ื”ืจืงื•ืžื‘ื™ื ืฆื™ื”.

ืœื™ืชืจ ื“ื™ื•ืง, ื‘ื ื™ืกื•ื™ photo-Hall, ืฉื ื™ ื”ื ืฉืื™ื ืชื•ืจืžื™ื ืœืฉื™ื ื•ื™ื™ื ื‘ืžื•ืœื™ื›ื•ืช (ฯƒ) ื•ื‘ืžืงื“ื ื”ื•ืœ โ€‹โ€‹(H, ืคืจื•ืคื•ืจืฆื™ื•ื ืœื™ ืœื™ื—ืก ื‘ื™ืŸ ืžืชื— ื”ื•ืœ ืœืฉื“ื” ื”ืžื’ื ื˜ื™). ืชื•ื‘ื ื•ืช ืžืคืชื— ืžื’ื™ืขื•ืช ืžืžื“ื™ื“ืช ืžื•ืœื™ื›ื•ืช ื•ืžืงื“ื ื”ื•ืœ โ€‹โ€‹ื›ืคื•ื ืงืฆื™ื” ืฉืœ ืขื•ืฆืžืช ื”ืื•ืจ. ืžื•ืกืชืจ ื‘ืฆื•ืจืช ืขืงื•ืžืช ืžืงื“ื ืžื•ืœื™ื›ื•ืช-ื”ื•ืœ (ฯƒ-H) ืžืฆื™ื’ ืžื™ื“ืข ื—ื“ืฉ ื‘ื™ืกื•ื“ื•: ื”ื”ื‘ื“ืœ ื‘ื ื™ื™ื“ื•ืช ืฉืœ ืฉื ื™ ื”ื ืฉืื™ื. ื›ืคื™ ืฉื ื“ื•ืŸ ื‘ืžืืžืจ, ื ื™ืชืŸ ืœื‘ื˜ื ืงืฉืจ ื–ื” ื‘ืืœื’ื ื˜ื™ื•ืช:

$$display$$ ฮ”ยต = d (ฯƒยฒH)/dฯƒ$$display$$

ื”ื—ืœ ืžืฆืคื™ืคื•ืช ื ื•ืฉืืช ืจื•ื‘ ื™ื“ื•ืขื” ืžืžื“ื™ื“ืช ื”ื•ืœ ืžืกื•ืจืชื™ืช ื‘ื—ื•ืฉืš, ืื ื• ื™ื›ื•ืœื™ื ืœื—ืฉื•ืฃ ืขื‘ื•ืจ ื”ืจื•ื‘ ื•ื”ืžื™ืขื•ื˜ ื ื™ื™ื“ื•ืช ื•ืฆืคื™ืคื•ืช ื ืฉืื™ ื›ืคื•ื ืงืฆื™ื” ืฉืœ ืขื•ืฆืžืช ื”ืื•ืจ. ื”ืฆื•ื•ืช ื›ื™ื ื” ืืช ืฉื™ื˜ืช ื”ืžื“ื™ื“ื” ื”ื—ื“ืฉื”: Carrier-Resolved Photo Hall (CRPH). ืขื ืขื•ืฆืžืช ืชืื•ืจืช ืื•ืจ ื™ื“ื•ืขื”, ื ื™ืชืŸ ืœืงื‘ื•ืข ืืช ืžืฉืš ื”ื—ื™ื™ื ืฉืœ ื”ืžื ืฉื ื‘ืื•ืคืŸ ื“ื•ืžื”. ื”ืงืฉืจ ื”ื–ื” ื•ื”ืคืชืจื•ื ื•ืช ืฉืœื• ื”ื•ืกืชืจื• ื›ื‘ืจ ื›ืžืขื˜ ืžืื” ื•ื—ืฆื™ ืžืื– ื’ื™ืœื•ื™ ืืคืงื˜ ื”ื•ืœ.

ืžืœื‘ื“ ื”ืชืงื“ืžื•ืช ื‘ื”ื‘ื ื” ืชื™ืื•ืจื˜ื™ืช ื–ื•, ื”ืชืงื“ืžื•ืช ื‘ืฉื™ื˜ื•ืช ื ื™ืกื•ื™ ื”ื™ื ื’ื ืงืจื™ื˜ื™ืช ื›ื“ื™ ืœืืคืฉืจ ืฉื™ื˜ื” ื—ื“ืฉื” ื–ื•. ื”ืฉื™ื˜ื” ื“ื•ืจืฉืช ืžื“ื™ื“ื” ื˜ื”ื•ืจื” ืฉืœ ืื•ืช ื”ื•ืœ, ืžื” ืฉืขืœื•ืœ ืœื”ื™ื•ืช ืงืฉื” ืขื‘ื•ืจ ื—ื•ืžืจื™ื ืฉื‘ื”ื ืื•ืช ื”ื•ืœ ื—ืœืฉ (ืœื“ื•ื’ืžื”, ืขืงื‘ ื ื™ื™ื“ื•ืช ื ืžื•ื›ื”) ืื• ื›ืืฉืจ ืงื™ื™ืžื™ื ืื•ืชื•ืช ืœื ืจืฆื•ื™ื™ื ื ื•ืกืคื™ื, ื›ืžื• ื”ืงืจื ืช ืื•ืจ ื—ื–ืงื”. ืœืฉื ื›ืš, ื™ืฉ ืฆื•ืจืš ืœื‘ืฆืข ืžื“ื™ื“ืช ื”ื•ืœ ื‘ืืžืฆืขื•ืช ืฉื“ื” ืžื’ื ื˜ื™ ืžืชื ื•ื“ื“. ื‘ื“ื™ื•ืง ื›ืžื• ื‘ืขืช ื”ืื–ื ื” ืœืจื“ื™ื•, ืืชื” ืฆืจื™ืš ืœื‘ื—ื•ืจ ืืช ื”ืชื“ืจ ืฉืœ ื”ืชื—ื ื” ื”ืจืฆื•ื™ื”, ืœื–ืจื•ืง ืืช ื›ืœ ืฉืืจ ื”ืชื“ืจื™ื ื”ืคื•ืขืœื™ื ื›ืจืขืฉ. ืฉื™ื˜ืช CRPH ื”ื•ืœื›ืช ืฆืขื“ ืื—ื“ ืงื“ื™ืžื” ื•ื‘ื•ื—ืจืช ืœื ืจืง ืืช ื”ืชื“ืจ ื”ืจืฆื•ื™ ืืœื ื’ื ืืช ืฉืœื‘ ื”ืฉื“ื” ื”ืžื’ื ื˜ื™ ื”ืžืชื ื•ื“ื“ ื‘ืฉื™ื˜ื” ื”ื ืงืจืืช ื—ื™ืฉื” ืกื™ื ื›ืจื•ื ื™ืช. ืžื•ืฉื’ ื–ื” ืฉืœ ืžื“ื™ื“ืช ื”ื•ืœ ืžืชื ื•ื“ื“ืช ื™ื“ื•ืข ื–ื” ืžื›ื‘ืจ, ืืš ื”ืฉื™ื˜ื” ื”ืžืกื•ืจืชื™ืช ืฉืœ ืฉื™ืžื•ืฉ ื‘ืžืขืจื›ืช ืฉืœ ืกืœื™ืœื™ื ืืœืงื˜ืจื•ืžื’ื ื˜ื™ื™ื ืœื™ืฆื™ืจืช ืฉื“ื” ืžื’ื ื˜ื™ ืžืชื ื•ื“ื“ ืœื ื”ื™ื™ืชื” ื™ืขื™ืœื”.

ื’ื™ืœื•ื™ ืกื•ื“ ื‘ืŸ 140 ืฉื ื” ื‘ืคื™ื–ื™ืงื”

ื’ื™ืœื•ื™ ืงื•ื“ื

ื›ืคื™ ืฉืงื•ืจื” ืœืขืชื™ื ืงืจื•ื‘ื•ืช ื‘ืžื“ืข, ื”ื”ืชืงื“ืžื•ืช ื‘ืชื—ื•ื ืื—ื“ ืžื•ื ืขืช ืžื’ื™ืœื•ื™ื™ื ื‘ืชื—ื•ื ืื—ืจ. ื‘ืฉื ืช 2015, IBM Research ื“ื™ื•ื•ื—ื” ืขืœ ืชื•ืคืขื” ืœื ื™ื“ื•ืขื” ื‘ืขื‘ืจ ื‘ืคื™ื–ื™ืงื” ื”ืงืฉื•ืจื” ืœืืคืงื˜ ื—ื“ืฉ ืฉืœ ื›ืœื™ืืช ืฉื“ื” ืžื’ื ื˜ื™ ื”ืžื›ื•ื ื” "ืืคืงื˜ ื’ื™ื‘ื ืช ื’ืžืœ", ื”ืžืชืจื—ืฉ ื‘ื™ืŸ ืฉื ื™ ืงื•ื•ื™ื ืฉืœ ื“ื™ืคื•ืœื™ื ืจื•ื—ื‘ื™ื™ื ื›ืืฉืจ ื”ื ื—ื•ืจื’ื™ื ืžืื•ืจืš ืงืจื™ื˜ื™, ื›ืคื™ ืฉืžื•ืฆื’ ื‘ืื™ื•ืจ 2a. ื”ืืคืงื˜ ื”ื•ื ืชื›ื•ื ื” ืžืจื›ื–ื™ืช ื”ืžืืคืฉืจืช ืกื•ื’ ื—ื“ืฉ ืฉืœ ืžืœื›ื•ื“ืช ืžื’ื ื˜ื™ืช ื˜ื‘ืขื™ืช ื”ื ืงืจืืช ืžืœื›ื•ื“ืช ืงื• ื“ื™ืคื•ืœ ืžืงื‘ื™ืœ (PDL), ื›ืคื™ ืฉืžื•ืฆื’ ื‘ืื™ื•ืจ 2ื‘. ืžืœื›ื•ื“ืช PDL ืžื’ื ื˜ื™ืช ื™ื›ื•ืœื” ืœืฉืžืฉ ื›ืคืœื˜ืคื•ืจืžื” ื—ื“ืฉื” ืœืžื’ื•ื•ืŸ ื™ื™ืฉื•ืžื™ ื—ื™ืฉื” ื›ื’ื•ืŸ ืžื“ ื”ื˜ื™ื”, ืกื™ืกืžืžื˜ืจ (ื—ื™ื™ืฉืŸ ืจืขื™ื“ืช ืื“ืžื”). ืžืขืจื›ื•ืช ื—ื™ื™ืฉื ื™ื ื—ื“ืฉื•ืช ื›ืืœื”, ื™ื—ื“ ืขื ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื‘ื™ื’ ื“ืื˜ื”, ืขืฉื•ื™ื•ืช ืœืคืชื•ื— ื™ื™ืฉื•ืžื™ื ื—ื“ืฉื™ื ืจื‘ื™ื, ื•ื”ืŸ ื ื—ืงืจื•ืช ืขืœ ื™ื“ื™ ืฆื•ื•ืช ื”ืžื—ืงืจ ืฉืœ ื™ื‘ืž ื”ืžืคืชื— ืคืœื˜ืคื•ืจืžืช ื ื™ืชื•ื— ื ืชื•ื ื™ื ื’ื“ื•ืœื™ื ื‘ืฉื IBM Physical Analytics Integrated Repository Service (PAIRS), ื”ืžื›ื™ืœื” ืฉืคืข ืฉืœ ื’ื™ืื•-ืžืจื—ื‘ื™ ื•ื ืชื•ื ื™ ื”ืื™ื ื˜ืจื ื˜ ืฉืœ ื”ื“ื‘ืจื™ื (IoT).

ื‘ืื•ืคืŸ ืžืคืชื™ืข, ืœืื•ืชื• ืืœืžื ื˜ PDL ื™ืฉ ืขื•ื“ ืืคืœื™ืงืฆื™ื” ื™ื™ื—ื•ื“ื™ืช. ื›ืฉื”ื™ื ืžืกื•ื‘ื‘ืช, ื”ื™ื ืžืฉืžืฉืช ื›ืžืขืจื›ืช ื ื™ืกื•ื™ Photo-Hall ืื™ื“ื™ืืœื™ืช ืœื”ืฉื’ืช ืชื ื•ื“ื” ื”ืจืžื•ื ื™ืช ื—ื“ ื›ื™ื•ื•ื ื™ืช ื•ื˜ื”ื•ืจื” ืฉืœ ื”ืฉื“ื” ื”ืžื’ื ื˜ื™ (ืื™ื•ืจ 2c). ื—ืฉื•ื‘ ืžื›ืš, ื”ืžืขืจื›ืช ืžืกืคืงืช ืžืกืคื™ืง ืžืงื•ื ื›ื“ื™ ืœืืคืฉืจ ื”ืืจื” ืฉืœ ืื–ื•ืจ ืจื—ื‘ ืฉืœ ื”ื“ื’ื™ืžื”, ื“ื‘ืจ ืฉื”ื•ื ืงืจื™ื˜ื™ ื‘ื ื™ืกื•ื™ื™ื ื‘ืคื•ื˜ื•-ื”ื•ืœ.

ืคื’ื™ืขื”

ืฉื™ื˜ืช ื”ืคื•ื˜ื•-ื”ื•ืœ ื”ื—ื“ืฉื” ืฉืคื™ืชื—ื ื• ืžืืคืฉืจืช ืœื ื• ืœื”ื•ืฆื™ื ื›ืžื•ืช ืžื“ื”ื™ืžื” ืฉืœ ืžื™ื“ืข ืžืžื•ืœื™ื›ื™ื ืœืžื—ืฆื”. ื‘ื ื™ื’ื•ื“ ืœืฉืœื•ืฉื” ืคืจืžื˜ืจื™ื ื‘ืœื‘ื“ ืฉื”ืชืงื‘ืœื• ื‘ืžื“ื™ื“ืช ื”ื•ืœ ื”ืงืœืืกื™ืช, ืฉื™ื˜ื” ื—ื“ืฉื” ื–ื• ืžื ื™ื‘ื” ืขื“ ืฉื‘ืขื” ืคืจืžื˜ืจื™ื ื‘ื›ืœ ืื—ืช ืžืขื•ืฆืžื•ืช ื”ืื•ืจ ืฉื ื‘ื“ืงื•. ื–ื” ื›ื•ืœืœ ืืช ื”ื ื™ื™ื“ื•ืช ื”ืŸ ืฉืœ ืืœืงื˜ืจื•ื ื™ื ื•ื”ืŸ ืฉืœ ื—ื•ืจื™ื; ืจื™ื›ื•ื– ื”ื ืฉื ืฉืœื”ื ื‘ื”ืฉืคืขืช ื”ืื•ืจ; ื—ื™ื™ ืจื™ืงื•ืžื‘ื™ื ืฆื™ื”; ื•ืื•ืจืš ื“ื™ืคื•ื–ื™ื” ืขื‘ื•ืจ ืืœืงื˜ืจื•ื ื™ื, ื—ื•ืจื™ื ื•ืกื•ื’ื™ื ืืžื‘ื™ืคื•ืœืืจื™ื™ื. ื ื™ืชืŸ ืœื—ื–ื•ืจ ืขืœ ื›ืœ ื–ื” N ืคืขืžื™ื (ื›ืœื•ืžืจ ืžืกืคืจ ื”ืคืจืžื˜ืจื™ื ืฉืœ ืขื•ืฆืžืช ื”ืื•ืจ ื‘ืฉื™ืžื•ืฉ ื‘ื ื™ืกื•ื™).

ื’ื™ืœื•ื™ ื•ื˜ื›ื ื•ืœื•ื’ื™ื” ื—ื“ืฉื™ื ืืœื” ื™ืกื™ื™ืขื• ืœืงื“ื ื”ืชืงื“ืžื•ืช ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ื‘ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ืงื™ื™ืžื•ืช ื•ืžืชืคืชื—ื•ืช ื›ืื—ื“. ื›ืขืช ื™ืฉ ืœื ื• ืืช ื”ื™ื“ืข ื•ื”ื›ืœื™ื ื”ื“ืจื•ืฉื™ื ื›ื“ื™ ืœื—ืœืฅ ืืช ื”ืžืืคื™ื™ื ื™ื ื”ืคื™ื–ื™ื™ื ืฉืœ ื—ื•ืžืจื™ื ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ื‘ืคื™ืจื•ื˜ ืจื‘. ืœื“ื•ื’ืžื”, ื–ื” ื™ืขื–ื•ืจ ืœื”ืื™ืฅ ืืช ื”ืคื™ืชื•ื— ืฉืœ ื˜ื›ื ื•ืœื•ื’ื™ื™ืช ืžื•ืœื™ื›ื™ื ืœืžื—ืฆื” ืžื”ื“ื•ืจ ื”ื‘ื, ื›ืžื• ืคืื ืœื™ื ืกื•ืœืืจื™ื™ื ื˜ื•ื‘ื™ื ื™ื•ืชืจ, ื”ืชืงื ื™ื ืื•ืคื˜ื•-ืืœืงื˜ืจื•ื ื™ื™ื ื˜ื•ื‘ื™ื ื™ื•ืชืจ, ื•ื—ื•ืžืจื™ื ื•ื”ืชืงื ื™ื ื—ื“ืฉื™ื ืœื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช.

ืžืงื•ืจื™ ืžืืžืจ ืฉืคื•ืจืกื ื‘-7 ื‘ืื•ืงื˜ื•ื‘ืจ 2019 ื‘ ื‘ืœื•ื’ IBM Research.
ืชืจื’ื•ื: ื ื™ืงื•ืœืื™ ืžืจื™ืŸ (ื ื™ืงื•ืœืื™ ืžืจื™ืŸ), ืงืฆื™ืŸ ื˜ื›ื ื•ืœื•ื’ื™ื” ืจืืฉื™ IBM ื‘ืจื•ืกื™ื” ื•ื‘ืžื“ื™ื ื•ืช ื—ื‘ืจ ื”ืขืžื™ื.

ืžืงื•ืจ: www.habr.com

ื”ื•ืกืคืช ืชื’ื•ื‘ื”