和歌山大学2022年度教養科目「世界の情報通信を知る」：音響・音声情報処理編

和歌山大学2022年度教養科目「世界の情報通信を知る」
和歌山大学-NICT連携協力に基づく非常勤講師としての講義資料，昨年度に引き続き2回目
昨年度資料：https://is.gd/PCP1vy
今年度は和歌山大M1研修生日田さんにも登壇いただき研究成果を発表

＜授業の特色＞
・自身の研究テーマについて講義
・一般論ではなく，できる限り具体的なもの．特色的なもの
・大学生（文系の学部１年生）でも，できる限り理解ができるように，研究の前提知識となる補足説明を追加

Transcript

1. ԻڹɾԻ੠৘ใॲཧ ࠃཱݚڀ։ൃ๏ਓɹ৘ใ௨৴ݚڀػߏ /*$5
   Ϣχόʔαϧίϛϡχέʔγϣϯݚڀॴ
   ઌਐతԻ੠຋༁ݚڀ։ൃਪਐηϯλʔ
   ઌਐతԻ੠ٕज़ݚڀࣨ
   Ԭຊ
   ୓ຏ  ˞
   ֤ςʔϚͷεϥΠυΧϥʔ
   ɹŠ
   Ի੠ೝࣝܥ
   ɹŠ
   Ի੠߹੒ܥ
   ɹŠ
   Ի৔ऩ࿥ܥ
   ɹŠ
   Ի৔੍ޚܥ 
   ࿨Վࢁେֶ೥౓ڭཆڭҭՊ໨ʮੈքͷ৘ใ௨৴ݚڀΛ஌Δʯˏ 1
   ʙʹͯ
   Έͳ͞ΜͷઌഐͰ͋Δ
   ೔ాޫل͞Μ .ɾ/*$5ݚमһ
   ొஃ
2. ࣗݾ঺հ
   ໨తɾ՝୊
   Ի੠ॲཧฤ
   Ի੠ೝࣝɾԻ੠߹੒ͱ͸
   &OEUPFOEԻ੠߹੒࣮ԋσϞ 1ZUIPOϓϩάϥϛϯά
   ݚڀྫ঺հ ࿨Վࢁେ.೔ాޫل͞Μొஃ
   ٳܜ ࡶஊ
   Իڹ৴߸ॲཧฤ
   Ի৔ऩ࿥ɾ੍ޚɾ࠶ݱͱ͸
   Ϛϧνεϙοτ࠶ੜٕज़
   ݴޠϚϧνεϙοτ࠶ੜγεςϜͷ࣮૷ͱ೔ຊՊֶະདྷؗͰͷ࣮ূ࣮ݧ
   ࣮૷
   JT
   BMM
   XF
   OFFE
   ·ͱΊ ໨తɾ՝୊࠶ܝ ߨٛͷ֓ཁ 
3. ࣗݾ঺հ  Ԭຊ୓ຏˏ/*$5͚͍͸Μͳ
   ݚڀςʔϚɿ෺ཧɾ਺ཧϞσϧʹجͮ͘Ի৴߸ɾԻۭؒͷ૑ग़
   Իڹ৴߸ॲཧɿಛʹԻ৔ऩ࿥ɾ੍ޚ ϚΠΫϩϗϯɾεϐʔΧΞϨΠ৴߸ॲཧ 
 
   ೥݄ʙ೥݄ɿ౦๺େ޻ֶ෦ػցܥ ֶ෦ݚڀɿৼಈΠϯςϯγςΟ 
 
   ೥݄ʙ೥݄ɿ౦๺େֶ৘ใՊֶݚڀՊ म࢜ɾത࢜ɾϙευΫ 
 
   ೥݄ʙ೥݄ɿ/*$5௒ྟ৔ײϓϩδΣΫτˏ/*$5 
 
   ೥ʙݱࡏɿࣗ਎ͷՊݚඅ౳!/*$5
   Ի੠ॲཧ
   
   ೥݄ʙݱࡏɿχϡʔϥϧωοτϫʔΫΛ༻͍ͨԻ੠߹੒ɾԻ੠೾ܗੜ੒!/*$5
   झຯɿҿΈձ ίϩφͷͨΊօແˠࣗ୐൩ऌঢ়ଶ ɼδϣΪϯά ݄ؒΩϩ
   ঺հϖʔδ
   /*$5ݚڀ৬ɾݚڀٕज़৬࠾༻αΠτɿIUUQTXXXOJDUHPKQFNQMPZNFOUSFTFBSDIFSPLBNPUPUBLVNBIUNM
   ೔ຊԻڹֶձࢽΩϟϦΞύεখಛूʮೋీΛ௥͏΋ͷԿీΛಘΔ ʯɿIUUQTEPJPSHKBTK@
   ͦͷଞɿ೥݄ʙ೥݄ɿ೔ຊԻڹֶձֶੜɾएखϑΥʔϥϜװࣄձୈظ୅ද 
 ɹɹɹɹ೥݄ʙɿ೔ຊԻڹֶձ޿ใɾిࢠԽҕһձ
   XJUI
   ੢ଜߨࢣ γεςϜ؅ཧਓ˞௒ॏཁ
   BOE
   ҏࠤ͞Μ 
 ɹɹɹɹ೥݄ʙɿ೔ຊԻڹֶձؔ੢ࢧ෦ॸ຿װࣄ
   XJUI
   ೖ໺ڭत ݱࡏձܭ؂ࠪ 
 ɹɹɹɹ೥݄ʙɿ࿨Վࢁେֶ.೔ాޫل͞Μ͕/*$5ݚमһͱͯ͠ࢀը ଍ͷΘΒ͡ݚڀੜ׆೥໨ˠ͍ͭʹͭͷ੒Ռ͕༥߹
4. ͚͍͸ΜͳΤϦΞʹདྷͨ͜ͱ͋Γ·͔͢
   5FBNTͷνϟοτͰճ౴͍ͯͩ͘͠͞
   ෼Ҏ಺ ࣭໰ 
5. ઢܗ୅਺ ԻڹɾԻ੠ڞ௨
   ࢲͷ৔߹ɿֶ෦೥࣌ ޻ֶ෦ڞ௨ ʹͯडߨ
   Իڹ޻ֶ ԻڹɾԻ੠ڞ௨ڞ௨
   ࢲͷ৔߹ɿֶ෦೥࣌ʹిؾɾ৘ใܥʹग़޲͍ͯडߨ .͔Βઌ୺Ի৘ใγεςϜݚڀ෼໺഑ଐ಺ఆͷͨΊ
   σΟδλϧ৴߸ॲཧ ԻڹɾԻ੠ڞ௨ڞ௨
   ࢲͷ৔߹ɿम࢜࣌୅͔Βಠֶ ػցܥݚڀࣨͷθϛ͔Կ͔ͱඃͬͯͯडߨͰ͖ͳ͔ͬͨɽɽ
   ֬཰ɾ౷ܭֶ <ओʹ>Ի੠
   ࢲͷ৔߹ɿ/*$5ʹͯ ඞཁʹԠͯ͡౎౓ ಠֶ
   ػցֶश Ի੠
   ࢲͷ৔߹ɿ/*$5ʹͯ ඞཁʹԠͯ͡౎౓ ಠֶ
   χϡʔϥϧωοτϫʔΫ Ի੠
   ࢲͷ৔߹ɿ/*$5ʹͯಠֶ ࠷ޙͷํͰຊ঺հ جૅͱͳΔՊ໨ 
6. ໨త ຊߨٛͰ఻͍͑ͨ͜ͱ
   Ի͸෺ཧݱ৅๏ଇ͕͋Δ
   Ի͸ద੾ͳ਺ֶɾ෺ཧԋࢉʹΑͬͯมܗɾՃ޻͢Δ͜ͱ͕Ͱ͖Δ
   ద੾ͳԻڹɾԻ੠৘ใॲཧʹΑͬͯਓʑͷੜ׆Λ๛͔ʹͰ͖Δ
   ݱ࣮ੈքʹ͸ͳ͍Ի੠ɾԻۭؒΛԻڹɾԻ੠৘ใॲཧʹΑͬͯ૑ग़Մೳ
   ࣮૷
   JT
   BMM
   XF
   OFFE
   ՝୊
   ຊߨٛͰ঺հٕͨ͠ज़ͷ͏ͪɼ࠷΋ڵຯਂ͍΋ͷʹ͍ͭͯͦͷཧ༝Λड़΂Α
   ·ͨɼԻڹɾԻ੠৘ใॲཧٕज़Λ༻͍ͯࠓޙ࣮ݱ͍ͨ͠ɼͯ͠ཉ͍ٕ͠ज़ʹ͍ͭͯ΋ड़΂Α
   Ϛϧνεϙοτ࠶ੜٕज़ʹ͍ͭͯɼ͜ͷΑ͏ͳ৔໘Ͱ࢖ͬͯཉ͍͠ɼ࢖͏΂͖ͱ͍ͬͨ࢖༻༻్ͱཧ༝Λड़΂Α
   ্ه఺ʹ͍ͭͯจࣈఔ౓ͷจষʹ·ͱΊΑ ຊߨٛͷ໨తɾ՝୊ 
7. Ի੠ॲཧฤ 
8. /*$5͕ఏڙ͢ΔԻ੠຋༁ΞϓϦ7PJDF5SBΛྫʹ
   Ի੠ೝࣝ
   ສਓͷԻ੠ΛςΩετ΁ม׵
   ػց຋༁
   ೖྗ͞ΕͨςΩετΛผͷݴޠ΁ม׵
   ςΩετԻ੠߹੒
   ೖྗ͞ΕͨςΩετΛԻ੠৴߸΁ม׵ Ի੠ೝࣝɾԻ੠߹੒ɾػց຋༁ͱ͸  ˞ίϯχϟΫҎ֎͸
   ɹࣗ෼Ͱඳ͖·ͨ͠
9. /*$5ϓϩϞʔγϣϯϏσΦʮ/ͷ͍Δະདྷʯ /"্നੴ๖Ի ΑΓൈਮ
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10. ೉͠͞ͷͭɿೖྗͱग़ྗͷ௕͕͞શવҧ͏
    ࣮ࡍʹԻ੠߹੒ͯ͠Έͨྫ
    ςΩετɿจࣈ ʴ۟఺ ɼԻૉྻɿ
    Իڹಛ௃ྔ ϝϧεϖΫτϩάϥϜɿ͍ΘΏΔप೾਺ղੳ ɿϑϨʔϜ
    γϑτྔ
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    K
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    P
    F
    O
    F
    K
    J
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    B
    H
    F
    U
    B
    O
    P
    E
    B 
11. Ի੠ೝࣝͱԻ੠߹੒ɼԿ͕೉͍͠ͷ͔
    ڞ௨ɿೖྗͱग़ྗͷ௕͕͞શવҧ͏
    ˠ
    Իڹಛ௃ྔɿ਺ඦϑϨʔϜɼςΩετɿ਺ेจࣈ
    ೝࣝɿશਓྨͷൃ࿩͕λʔήοτ ലେͳଟ༷ੑ ɼ࿩଎΋όϥόϥ
    ߹੒ɿೖྗͱग़ྗͷ௕͞͸͞Βʹશવҧ͏
    ˠ
    Ի੠೾ܗ 
    L)[ ɿͨͬͨඵͰສαϯϓϧ
    ͜Ε·ͰͷԻ੠ೝࣝͱԻ੠߹੒ɿϋʔυϧߴ͍ ઐ໳஌ࣝଟ਺ඞཁ
    ม׵·Ͱʹ͸༷ʑͳϞδϡʔϧΛͦΕͧΕֶशɾ࿈݁
    ڞ௨ɿԻڹಛ௃ྔͱςΩετͱͷҐஔؔ܎Λֶश ΞϥΠϝϯτ
    ೝࣝɿԻڹϞσϧɼൃԻࣙॻɼݴޠϞσϧɼσίʔμʔ
    ߹੒ɿԻૉܧଓ௕ϞσϧɼԻڹϞσϧɼ೾ܗੜ੒Ϟσϧ Ϙίʔμ
    ܥྻม׵χϡʔϥϧωοτ // ͷొ৔ɿϋʔυϧ௿͍ ઐ໳஌ࣝ͸ʮ//ʯ͕Χόʔ
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    ೝࣝɿԻڹಛ௃ྔ
    ˠ
    <ܥྻม׵//>
    ˠ
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    ࢀর ೥೔ຊԻڹֶձαϚʔηϛφʔࢿྉ
    IUUQTJTHEEN-; Ի੠ೝࣝɾԻ੠߹੒ͷ͜Ε·Ͱͱݱࡏ 
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    ԻڹϞσϧ Իڹಛ௃ྔ ৴߸ॲཧͷجͮ͘
    ೾ܗੜ੒Ϟσϧ Ի੠೾ܗ $16ͷΈͰߴ଎ಈ࡞
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    $16ͷΈͰߴ଎ಈ࡞ ςΩετ ςΩετղੳॲཧ Իڹಛ௃ྔ ߴ඼࣭χϡʔϥϧωοτϫʔΫ೾ܗੜ੒Ϟσϧ
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 IUUQTXXXPLBNPUPDBNFSBDPNOFVSBM@TQFFDI@TZOUIFTJTJOEFYIUNM ࠷ઌ୺ͷ&OEUPFOEχϡʔϥϧԻ੠߹੒   <latexit sha1_base64="qlWhzUN/YdeFWmBxGfD4ezREfOI=">AAACbXichVHLSgMxFD0dX7U+WhVBUKRYfKxKRkTFleBGd7ZaW3wgM2PUoTOZYSYt1uIPuBZciIKCiPgZbvwBF36CuHCh4MaFt9MBUVFvSHJycs/NSaK7lulLxh4iSkNjU3NLtDXW1t7RGU90da/4TskzeM5wLMcr6JrPLVPwnDSlxQuuxzVbt3heL87V9vNl7vmmI5ZlxeUbtrYjzG3T0CRRqwvCLcmk5HtyM5FiaRZE8idQQ5BCGItO4grr2IIDAyXY4BCQhC1o8KmtQQWDS9wGqsR5hMxgn+MAMdKWKItThkZskcYdWq2FrKB1raYfqA06xaLukTKJYXbPrtkLu2M37JG9/1qrGtSoeanQrNe13N2MH/Ytvf2rsmmW2P1U/elZYhvTgVeTvLsBU7uFUdeX949flmayw9URdsGeyP85e2C3dANRfjUuMzx7ghh9gPr9uX+ClfG0OpmeyIynZifCr4iiH0MYo/eewizmsYgcnStwhFOcRZ6VXmVAGaynKpFQ04MvoYx+AFDEjcg=</latexit> Input text <latexit sha1_base64="FYn7Awh+Az7dpBlqPxKUbr6gXCo=">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</latexit> Phoneme sequence <latexit sha1_base64="eqMndbZ87wqsy7S2OybjDDfQGcs=">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</latexit> Output raw speech waveform <latexit sha1_base64="//pmT2HVncuEMTe5lL0FgNladLA=">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</latexit> Mel-spectrogram <latexit sha1_base64="BQ7TlRDT2S3gLQotOTEfP+orRfo=">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</latexit> Text analyzer <latexit sha1_base64="7/xh7p6SaIPVWfg3H1nsgMjD+lE=">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</latexit> Transformer-based decoder <latexit sha1_base64="PnyUOmBroUC9Arfpf/xMC1qClTI=">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</latexit> Embedding layer <latexit sha1_base64="4MdmVFiF6d7lamJ930mNAt0130I=">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</latexit> Transformer-based encoder <latexit sha1_base64="BT+hlArdaMVLxMAlmUOnhqOUqbc=">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</latexit> Variance adaptor <latexit sha1_base64="Nv77tzbKgPFfE0bu0ljrf+8nTrQ=">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</latexit> FastSpeech2-based acoustic model <latexit sha1_base64="7PgzVEb/3zT9PeaXY3w6A30Z5P4=">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</latexit> speech waveform generator <latexit sha1_base64="Spt1qHBhbJUIkNlfsGfs3+CK8z8=">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</latexit> Alignment <latexit sha1_base64="tWhmS3euCF9hjm94NmDr6V7WeKM=">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</latexit> module <latexit sha1_base64="uPOoCMeI/QGvOmCE/Kgqty0nuO0=">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</latexit> h <latexit sha1_base64="fcv157TIFnfAZ8Qn+HD8KQYt5Uo=">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</latexit> d <latexit sha1_base64="XJ9SuAZSJRKmW5MBOgNbUVfNqwA=">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</latexit> : Training only <latexit sha1_base64="DbQSY09dG+YrFEpQSA/TvuES5EY=">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</latexit> HiFi-GAN-based ࣝผثχϡʔϥϧωοτ ఢରతֶश ("/
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    ࿩ऀμΠΞϦθʔγϣϯɿऩ࿥Ի੠ˠ୭͕͍ͭ࿩͔ͨ͠
    ෳ਺࿩ऀԻ੠ೝࣝɿऩ࿥Ի੠ˠ୭͕ԿΛ࿩͔ͨ͠
    &OEUPFOEԻ੠຋༁ɿ೔ຊޠԻ੠ˠɹɹɹɹ
    ɹˠӳޠ຋༁Ի੠
    Ի੠ڧௐɿϊΠδʔԻ੠ˠΫϦʔϯԻ੠
    Իݯ෼཭ɿࠞ߹Ի੠ˠ෼཭Ի੠
    ԻڹΠϕϯτݕग़ɿऩ࿥೾ܗˠΠϕϯτϥϕϧ ϑϥΠύϯͰྉཧΛᖱΊΔԻɼͳͲ
    ੠࣭ม׵ɿ ྫ ʮগ೥ʯͷԻ੠ˠɹɹɹɹɹɹˠʮ͓ͬͪΌΜʯͷԻ੠ χϡʔϥϧωοτͷԠ༻ྫ 
18. ௨ৗͷ ੠࣭ม׵
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    ˠ ˠ
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19. $16ܕߴ଎Ի੠߹੒Ϟσϧɿࡢ೥౓ݚमһਆށେদݪܓ྄͞Μ
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20. z 氏名:日田 光紀(M1) z 研究テーマ:音声認識コーパスを用いた複数話者テキスト音声合成 自己紹介 z 経歴: 学部 - 和歌山大 システム工学部 MDメジャー 西村研 • 卒業研究は音源分離 大学院(現在) - 和歌山大 システム工学研究科 知的モデリングクラスタ 西村研 NICT 研修生 z 学部時代(特に1～2年時)にもっとやっていればよかったこと 開発経験(遊び程度でも)・音楽(興味があること、何が役立つかわからん) 
21. 【本研究】:音声認識用データセット(低音質かつ雑音あり)を使用 研究目的 テキスト 解析 音響 モデル ニューラル ボコーダ 音声合成用データセット 100話者、各話者130文 中規模・高音質 (12kHz)で学習 音声認識用データセット 1418話者、659時間 大規模・中品質 (8kHz)で学習 【目的】 1. より多くの話者に対応した複数話者TTSの実現 2. 狭帯域かつ雑音等を含む低い品質の参照音声に対応した高品質な合成 テキスト 参照音声(8kHz) 合成音声 (12kHz) 
22. 実験結果 8 kHz から 12 kHz までの成分が帯域拡張されていることが確認できる 合成音声(Tacotron2＋HiFi-GAN) テキスト:こんにちわ しゃべってほしい内容 参照音声:学習に使用していない音声 この人の声でしゃべってほしい 
23. ੠ͷߴ͞Λ੍ޚՄೳͳԻ੠߹੒Ϟσϧ  )BSNPOJD/FU
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    )J'J("/ˠΞοϓαϯϓϦϯάܕˠ-BZFSXJTF2VBTJ1FSJPEJD৞ΈࠐΈͷఏҊ 
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sha1_base64="hfDdJFenCYhMBe3rFmpiVKcKJ14=">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</latexit> features <latexit sha1_base64="S4cFKOPKGYPxVBbknoBcRGR98YU=">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</latexit> melcep and BAP <latexit sha1_base64="mwOeGqmCwawhv8CyzP+SKu9CUyg=">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</latexit> or <latexit sha1_base64="rLx16QKQrPS5pnoev7yXY62uP9Y=">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</latexit> fo in inference <latexit sha1_base64="I275B6ht+6zMc37UmQcYyI9QU5E=">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</latexit> Excitation <latexit sha1_base64="pemif/pXj3HKPZLj1lOJGgxxAj0=">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</latexit> generator <latexit sha1_base64="w+BtrFgDSDdd4+eGbqhwEzLBqqw=">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</latexit> Sine wave <latexit sha1_base64="NNmQvO6ThkmaVXS4a0lSDvJ6oLM=">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</latexit> Harmonic waves <latexit sha1_base64="VJWbO2+nLStq/vWH3vVfu3L09I8=">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</latexit> Excitation pulse <latexit sha1_base64="mwOeGqmCwawhv8CyzP+SKu9CUyg=">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</latexit> or <latexit sha1_base64="mwOeGqmCwawhv8CyzP+SKu9CUyg=">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</latexit> or <latexit sha1_base64="l2RevGO9D/2drBl0uVc6vtT+ex8=">AAACZ3ichVHLSsNAFD2Nr1ofrQpScFMtiqsyEdHiquDGpW3tA2qRJI4amhdJGtDiD7hwW8GVgoj4GW78ARf9hOKyghsX3qQB0aLeYWbOnLnnzpkZ2dJUx2WsExGGhkdGx6LjsYnJqel4Yma27JhNW+ElxdRMuypLDtdUg5dc1dV41bK5pMsar8iNbX+/4nHbUU1jzz21eF2Xjg31SFUk16e2TcM7SKRZhgWRGgRiCNIIY9dM3GMfhzChoAkdHAZcwhokONRqEMFgEVdHizibkBrsc5wjRtomZXHKkIht0HhMq1rIGrT2azqBWqFTNOo2KVNYZi/sgfXYM3tkXfbxa61WUMP3ckqz3Ndy6yB+kSy+/6vSaXZx8qX607OLI2QDryp5twLGv4XS13tn7V5xq7DcWmG37JX837AOe6IbGN6bcpfnhWvE6APEn889CMprGXEjs55fS+ey4VdEsYAlrNJ7byKHHeyiROee4BJtXEW6QlyYF5L9VCESaubwLYTFT6QAizE=</latexit> Conv <latexit sha1_base64="l2RevGO9D/2drBl0uVc6vtT+ex8=">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</latexit> Conv <latexit sha1_base64="xFFGpGahajhTOrdU+KHgztarDtg=">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</latexit> Downsampling <latexit sha1_base64="V/zaZ9mnJ6NzrbNi587K51y1LHM=">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</latexit> network <latexit sha1_base64="l2RevGO9D/2drBl0uVc6vtT+ex8=">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</latexit> Conv <latexit sha1_base64="l2RevGO9D/2drBl0uVc6vtT+ex8=">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</latexit> Conv <latexit sha1_base64="l2RevGO9D/2drBl0uVc6vtT+ex8=">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</latexit> Conv <latexit sha1_base64="l2RevGO9D/2drBl0uVc6vtT+ex8=">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</latexit> Conv <latexit sha1_base64="l2RevGO9D/2drBl0uVc6vtT+ex8=">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</latexit> Conv <latexit sha1_base64="p7PWvwQrVf7gGhaFAwT3hizQEfg=">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</latexit> (or Arbitrary waveforms) <latexit sha1_base64="loCELSD3uPR9EAFHnuDuGuzjpfw=">AAACaXichVHLTsJAFD3UF+ID0A3RDZFgXJHBEDWuiG5c8pBHAoS0ddBKaZu2kCDxB1y5M+pKE2OMn+HGH3DBJxiWmLhx4aU0MUrUO5mZM2fuuXNmRjJUxbIZ63qEsfGJySnvtG9mdm7eHwgu5C29aco8J+uqbhYl0eKqovGcrdgqLxomFxuSygtSfXewX2hx01J0bd9uG7zSEA81pabIok1UvqwbatOqBiIsxpwIj4K4CyJwI6UH7lHGAXTIaKIBDg02YRUiLGolxMFgEFdBhziTkOLsc5zCR9omZXHKEImt03hIq5LLarQe1LQctUynqNRNUoYRZS/sgfXZM3tkr+zj11odp8bAS5tmaajlRtV/Fsq+/6tq0Gzj6Ev1p2cbNWw5XhXybjjM4BbyUN86uehntzPRziq7ZT3yf8O67IluoLXe5Ls0z1zDRx8Q//ncoyC/HotvxBLpRCS5436FF8tYwRq99yaS2EMKOTr3GOe4xJWnJwSFkLA0TBU8rmYR30KIfALonoxK</latexit> <latexit sha1_base64="loCELSD3uPR9EAFHnuDuGuzjpfw=">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</latexit> <latexit sha1_base64="loCELSD3uPR9EAFHnuDuGuzjpfw=">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</latexit> <latexit sha1_base64="loCELSD3uPR9EAFHnuDuGuzjpfw=">AAACaXichVHLTsJAFD3UF+ID0A3RDZFgXJHBEDWuiG5c8pBHAoS0ddBKaZu2kCDxB1y5M+pKE2OMn+HGH3DBJxiWmLhx4aU0MUrUO5mZM2fuuXNmRjJUxbIZ63qEsfGJySnvtG9mdm7eHwgu5C29aco8J+uqbhYl0eKqovGcrdgqLxomFxuSygtSfXewX2hx01J0bd9uG7zSEA81pabIok1UvqwbatOqBiIsxpwIj4K4CyJwI6UH7lHGAXTIaKIBDg02YRUiLGolxMFgEFdBhziTkOLsc5zCR9omZXHKEImt03hIq5LLarQe1LQctUynqNRNUoYRZS/sgfXZM3tkr+zj11odp8bAS5tmaajlRtV/Fsq+/6tq0Gzj6Ev1p2cbNWw5XhXybjjM4BbyUN86uehntzPRziq7ZT3yf8O67IluoLXe5Ls0z1zDRx8Q//ncoyC/HotvxBLpRCS5436FF8tYwRq99yaS2EMKOTr3GOe4xJWnJwSFkLA0TBU8rmYR30KIfALonoxK</latexit> <latexit sha1_base64="qvOX4YCAn8cRlnyvk2cENeV9cUo=">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</latexit> Waveform <latexit sha1_base64="loCELSD3uPR9EAFHnuDuGuzjpfw=">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</latexit> <latexit sha1_base64="PxSTRcu6TZU9++vZ0gMPIc84Pko=">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</latexit> Upsampling <latexit sha1_base64="Em3CXa54mm1O7XPD4UOgszEfs4c=">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</latexit> GCI in training <latexit sha1_base64="9NkxfaMHcAfI3qjnsUX8LiHUDu0=">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</latexit> n + 1 th T.Conv block <latexit sha1_base64="tIOcbsKQzLNogeV2uB5/rT0Bhkw=">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</latexit> n th T.Conv block <latexit sha1_base64="C2VDzXIIlFk6EjJAYZ3Y0+5OaeI=">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</latexit> T.Conv block [5⇥] <latexit sha1_base64="ag2sAdmg/h9DXHE3+tCKn5aetOg=">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</latexit> T.Conv block [4⇥] <latexit sha1_base64="ag2sAdmg/h9DXHE3+tCKn5aetOg=">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</latexit> T.Conv block [4⇥] <latexit sha1_base64="iR0e+RbkQPsPY76WY9v7TredH8M=">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</latexit> T.Conv block [3⇥] <latexit sha1_base64="qm89Raz72fbVEa/BS7c1DDO9TjE=">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</latexit> Upsampling factor <latexit sha1_base64="O848DOZRkvSK3ZmnhSTUgaKAgts=">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</latexit> An = [5, 4, 3, 4] <latexit sha1_base64="yLUKiU+NqCGLSD0i4rYEEPQwRzc=">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</latexit> Transposed conv <latexit sha1_base64="LUdPJsSdSP0pnWpg+gyrHuW9w4I=">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</latexit> MRF <latexit sha1_base64="eXI9KINInkBdP6/t1xxi56ayFrM=">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</latexit> PDCNN <latexit sha1_base64="yLUKiU+NqCGLSD0i4rYEEPQwRzc=">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</latexit> Transposed conv <latexit sha1_base64="EiD6lYiBQOvcfjoKXvbX8mma0lA=">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</latexit> 1st layer <latexit sha1_base64="1HkOoAqAuBbMcWbiu9LWnJNSVE8=">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</latexit> 2nd layer <latexit sha1_base64="q2At1vwDCrd8siXCVawJoR6caLs=">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</latexit> dn,1 <latexit sha1_base64="H85G2FbpumrVH7aHp0CflVm4myw=">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</latexit> kn,j <latexit sha1_base64="vi7QmlOKOqcgkAU/RqCr0SDlyck=">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</latexit> n layers <latexit sha1_base64="eXI9KINInkBdP6/t1xxi56ayFrM=">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</latexit> PDCNN
24. )BSNPOJD/FU σϞԻ੠ ௨ৗൃ࿩  WaveNet Original WORLD uSFGAN HiFi-GAN (melspc) Harmonic-Net + Mean opinion score (a) Normal condition (1.0 × fo ) of male speech WaveNet Original WORLD uSFGAN HiFi-GAN (melspc) Harmonic-Net + Mean opinion score (b) Normal condition (1.0 × fo ) of female speech WORLD uSFGAN HiFi-GAN Harmonic-Net + Mean opinion score (c) 0.5 × fo condition of male speech WORLD uSFGAN HiFi-GAN Harmonic-Net + Mean opinion score (d) 0.5 × fo condition of female speech WORLD uSFGAN HiFi-GAN Harmonic-Net + Mean opinion score (e) 1.5 × fo condition of male speech WORLD uSFGAN HiFi-GAN Harmonic-Net + Mean opinion score (f) 1.5 × fo condition of female speech
25.  (b) 0.5 × fo condition WORLD HiFi-GAN Harmonic-Net Mean opinion score PeriodNet (a) Normal (1.0 × fo ) condition WORLD HiFi-GAN Mean opinion score PeriodNet (melspc) Original (c) 1.5 × fo condition WORLD HiFi-GAN Harmonic-Net Mean opinion score PeriodNet Harmonic- Net )BSNPOJD/FU σϞԻ੠ Վ੠߹੒
26. ຊ೔ͷߨٛҎ֎Ͱ߹੒Ի੠ԻΛͲ͜Ͱฉ͍ͨ͜ͱ͕͋Γ·͔͢
    5FBNTͷνϟοτͰճ౴͍ͯͩ͘͠͞
    ෼Ҏ಺ ࣭໰ 
27. ౎ಓ෎ݝ੍೼͸೥
    ੩Ԭݝপ௡ࢢग़਎ ʙ೥ ɿ౦ւɾؔ౦ΤϦΞ͕ओ
    ౦๺େ࣌୅ ೥ʙ೥ ɿ๺ւಓπʔϦϯάɼ౦๺ɼؔ੢ΤϦΞ౳੍೼ɼ࢒Δ͸࢛ࠃɼ۝भ
    ࿨Վࢁݝ͸೥Նʹߦͬͨ ઋ୆͔Β੨य़੾ූͰؔ੢ཱྀߦͰͷ ന඿͕ॳΊͯ
    /*$5࣌୅ ೥ʙ ɿ೥ՆٳΈ۝भπʔϦϯάɼ೥݄࢛ࠃπʔϦϯά *$"441
    ৼସٳ೔
    Ի੠෼໺Ͱࣗ਎ॳͷࠃࡍϫʔΫγϣοϓ"436
    ˏԭೄʹͯίϯϓϦʔτ
    ࿨Վࢁେֶདྷ๚
    ೥݄೔ɿՏݪڭत࠷ऴߨٛ
    ੢ଜཽҰ͕ೋਓ ˏ೔ຊԻڹֶձ
    ࢲͷֶੜ࣌୅νϡʔλʔˠ/*$5ݩԻڹνʔϜϦʔμʔ͸3ZPVJDIJ͞Μ ౦๺େˠ/*$5 ͷํ 
 ˠ೔ా͞Μ͕ݚमһͱͳΓ3ZPVJDIJ͞Μͱ3ZVJDIJ͞Μ྆ํͱͷڞஶίϯϓϦʔτ
    ೔ా͞Μͱͷର໘
    ͚͍͸Μͳདྷ๚͓ΑͼʙͷԻڹֶձˏ๺ւಓՊֶେֶɼͷ࣮͸·ͩճ͚ͩ ࡶஊ ٳܜ 
28. Իڹ৴߸ॲཧฤ 
29. εϐʔΧ͕ͭͷ৔߹
    Ͳ͕ͬͪૣ͘ಧ͘
    Ԡ༻ɿಉ じ ࣌ؒ で ಧ͘ʹ͸ ど ͏͢Ε͹͍͍͔
    Ͳ͔ͬͪΒͷํ͕Ի͕େ͖͍
    Ԡ༻ɿಉ じ ԻྔͰಧ͘ʹ͸Ͳ͏͢Ε͹͍͍͔
    ϚΠΫϩϗϯ͕ͭͷ৔߹
    Ͳͬͪʹૣ͘ಧ͘
    Ԡ༻ɿಉ じ ࣌ؒ で ࿥Ի͢Δʹ͸ ど ͏͢Ε͹͍͍͔
    Ͳͬͪͷํ͕Ի͕େ͖͘࿥ΕΔ
    Ԡ༻ɿಉ じ ԻྔͰ࿥Իʹ͸Ͳ͏͢Ε͹͍͍͔
    ϚΠΫϩϗϯɾεϐʔΧΞϨΠΛ༻͍ͨԻۭؒॲཧʹؔ͢Δݚڀ
    ऩ࿥ɿ ど ͷϚΠΫΛ ど Ε ぐ Β͍ͷԻྔ で ɼ ど Ε だ ͚஗ΕͯԻΛऔΔ͔Λ෺ཧ਺ֶ౳ʹΑͬͯٻΊΔ
    
    ࠶ੜɾ੍ޚɿ ど ͷε ピ ʔΧΛ ど Ε ぐ Β͍ͷԻྔ で ɼ ど Ε だ ͚஗ΕͯԻΛग़͔͢Λ෺ཧ਺ֶ౳ʹΑͬͯٻΊΔ
    Իͷ఻ൖͱϚΠΫϩϗϯͱεϐʔΧͷؔ܎ 
30. ౸དྷԻ৔ܕΞϯϏιχΫε ೾໘߹੒๏ɼεϖΫτϧআࢉ๏ DIٿܗϚΠΫϩϗϯΞϨΠˏ౦๺େ DIแғܕεϐʔΧΞϨΠˏ౦๺େ DIแғܕϚΠΫϩϗϯΞϨΠˏ౦๺େ DIٿܗεϐʔΧΞϨΠˏ/*$5 DIೋ௚ઢϚΠΫϩϗϯΞϨΠˏ/*$5 DIೋ௚ઢεϐʔΧΞϨΠˏ/*$5  ์ࣹԻ৔ܕΞϯϏιχΫε Ի৔ऩ࿥ɾ࠶ݱͱ͸ ऩ࿥ͨ͠Իۭؒͦͷ΋ͷΛผͷ৔ॴͰ஧࣮ʹ࠶ݱ͢Δ
31. ϚΠΫϩϗϯΞϨΠɾεϐʔΧΞϨΠΛͲ͜Ͱݟͨ͜ͱ͕͋Γ·͔͢
    5FBNTͷνϟοτͰճ౴͍ͯͩ͘͠͞
    ෼Ҏ಺ ࣭໰ 
32. ଟνϟωϧεϐʔΧΛ༻͍ͨہॴ࠶ੜɾϚϧνεϙοτ࠶ੜɾϚϧνԻ৔੍ޚ
    B
    ہॴ࠶ੜ
    ͋ΔྖҬʹͷΈ͋ΔಛఆͷԻ͕ฉ͑͜ɼଞͷ৔ॴͰ͸ฉ͑͜ͳ͍ 
 ˠ
    ԻѹͷΈΛ੍ޚ
    C
    Ϛϧνεϙοτ࠶ੜ
    ͦΕͧΕͷྖҬʹͦΕͧΕผͷԻ͕ฉ͑͜Δ 
 ˠ
    ԻѹͷΈΛ੍ޚ
    ඒज़ؗ౳Ͱͷඇ઀৮ଟݴޠΨΠμϯε
    ςϨϫʔΫʹ͓͚ΔύʔιφϧԻۭؒܗ੒
    D
    ϚϧνԻ৔੍ޚ
    ͦΕͧΕͷྖҬͰผʑͷԻ৔Λಉ࣌ʹ࠶ݱ 
 ˠ
    Իѹ͚ͩͰͳ͘೾໘ͦͷ΋ͷΛ੍ޚ
    શํ޲ͷ೾໘Λ੍ޚ͢ΔͨΊʹแғܕ ԁܗɼٿܗ౳ ΞϨΠΛ࢖༻  Bright zone (Listening area) <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Dark zone (Quiet area) <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> B
    ہॴ࠶ੜ ͜Μʹͪ͸ )FMMP 㟬޷ Japanese area <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> English area <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Chinese area <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> C
    Ϛϧνεϙοτ࠶ੜ D
    ϚϧνԻ৔੍ޚ ແԻ Ի৔੍ޚͷԠ༻ྫ ࣮ੜ׆Ͱ͸ى͜Γಘͳ͍ԻۭؒΛ૑ग़Մೳ ˠίϩφՒʹ͓͍ͯ΋ॏཁ
33. ݪཧ
    Իͷฉ͑͜ΔྖҬͷԻѹΛɼฉ͑͜ͳ͍ྖҬͷԻѹΛ 
 ͱͨ͠৔߹ʹ֤εϐʔΧͷ࠶ੜ৴߸ΛٻΊΔٯ໰୊  Ի৔ͷہॴ࠶ੜٕज़ y x z r0 rref Φ φs P(rref , φ, 0, ω) = 1 P(rref , φ, 0, ω) = 0 Bright zone Circular loudspeaker array Reference circle Dark Zone x Linear sound source lb xb Bright Dark shift Dark Window function y y = yb P(x, yb) = 0 ௚ײతͳઆ໌ ˞ݫີͰ͸͋Γ·ͤΜ z = 0 [m] [dB] -1 0 1 X axis [m] -1.5 -1 -0.5 0 0.5 1 1.5 Y axis [m] -40 -30 -20 -10 0
34.  
    DI௚ઢεϐʔΧΞϨΠσϞγεςϜ ೥൛
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    ΤϦΞ Իͷฉ͑͜ͳ͍
    ΤϦΞ ॏͶ߹Θͤ 5
    0LBNPUP
    *$"441
    
    5
    0LBNPUP
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    "
    4BLBHVDIJ
    +
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    4PD
    "N
     
    N খܕԽ͍ͨ͠
36. νϟωϧখܕԁܗεϐʔΧΞϨΠͷ࣮૷ɿԬຊΒɼԻߨ࿦ɼ೥݄
    Ͱ͖Δ͚ͩখ͘͞
    ˠ
    ௚ܘΘ͔ͣ
    DN
    
    DIΞϯϓ 3.&
    %JHJGBDF
    64#ಉࠝ ɾέʔϒϧΛؚΊͯग़ுσϞՄೳ
    λϒϨοτͰϚϧνεϙοτ Ի৔ ΛճసՄೳɿԬຊΒɼԻߨ࿦ɼ೥݄  13.44 cm 2.5 cm 3.1 cm <latexit sha1_base64="PjnHn/kBdngue+nAIaVXwZWL0Ys=">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</latexit> 13.44 cm 
    DIΞϯϓ ϙʔλϒϧσϞγεςϜͷ࣮૷
37. νϟωϧখܕԁܗεϐʔΧΞϨΠΛ༻͍ͨݴޠԻ੠Ϛϧνεϙοτ࠶ ੜγεςϜ
    ຋༁͞Ε֤ͨݴޠͷԻ੠͕ͦΕͧΕҧͬͨ৔ॴͰฉ͑͜ΔԻ੠຋༁ͷ৽ͨͳ6*ͱ࣮ͯ͠૷
    ϦΞϧσϞల࣮ࣔ੷
    ೥݄೔ ۚ ɿ೔ຊԻڹֶձळقݚڀൃදձˏ๺ւಓՊֶେֶ
    ೥݄೔ ໦ ɼ ۚ ɿ͚͍͸Μͳ3%ϑΣΞˏ"53
    ೥݄೔ ໦ ɼ ۚ ɿژ౎εϚʔτγςΟΤΩεϙˏ,*$,
    ೥݄೔ ౔ ʙ ೔ ɿ࣮ূ࣮ݧˏ೔ຊՊֶະདྷؗ  )FMMP χϡʔϥϧݴޠࣝผ
    
    χϡʔϥϧԻ੠ೝࣝ χϡʔϥϧ
    ػց຋༁ Ϛϧνεϙοτ
    ࠶ੜϑΟϧλ ଟݴޠ
    χϡʔϥϧ
    Ի੠߹੒ )FMMP ͜Μʹͪ͸ 㟬޷ উ֞ೞࣁਃ B
    
    DIԁܗεϐʔΧ C
    ݴޠσϞγεςϜ ೔ຊޠ ӳޠ தࠃޠ ؖࠃޠ 
    DI
    εϐʔΧ 
    DN ߏஙͨ͠σϞγεςϜ /*$5Ͱͷຊ຿ͷݚڀ੒Ռ
38. ͭͷεϐʔΧ͔Β୯७ʹݴޠͷԻ੠Λ࠶ੜͨ͠৔߹
    ଞͷԻ੠͕ࠞͬͯ͟ฉ͑ͯ͜͠·͏ ௨ৗ࠶ੜ  ೔ຊޠ ӳޠ தࠃޠ ؖࠃޠ ݴޠͱ΋χϡʔϥϧ߹੒Ի੠
    7PJDF5SB౥ࡌϞσϧ
39. νϟωϧͷεϐʔΧΛ༻͍ͯϚϧνεϙοτ࠶ੜͨ͠৔߹
    ํ޲͝ͱͷ໨తԻ੠͕͸͖ͬΓͱฉ͑͜Δ Ϛϧνεϙοτ࠶ੜ  5
    0LBNPUP
    8"41""
     Ի͕ฉ͑͜ΔΤϦΞͷԻѹɿ
    Ի͕ฉ͑͜ͳ͍ΤϦΞͷԻѹɿ̌
    ˠ
    ৴߸ॲཧʹΑͬͯϑΟϧλΛܭࢉ ೔ຊޠ ӳޠ தࠃޠ ؖࠃޠ
40. νϟωϧԁܗΞϨΠͷϢχοτΛ௚ઢΞϨΠʹ࢖༻
    ໿
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41. ݄೔ ౔ ʙ ೔ ˏ೔ຊՊֶະདྷؗ
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42.  ԁܗΞϨΠಈը
43.  ௚ઢΞϨΠಈը
44. ೔ຊՊֶະདྷؗʹߦͬͨ͜ͱ͕͋Γ·͔͢
    5FBNTͷνϟοτͰճ౴͍ͯͩ͘͠͞
    ෼Ҏ಺ ࣭໰ 
45. Ի੠Ϛϧνεϙοτ࠶ੜͷࣾձల։
    ݚڀ੒ՌΛੈͷத΁
    )1΍ಈըͷ࡞੒ɾެ։ 
  ٕज़঺հ࣮ࢪத 音の聞こえるエリアを制御する次世代のテクノロジー 音声マルチスポット再生技術 国立研究開発法人情報通信研究機構（NICT）が開発した、 音が聞こえる場所と聞こえない場所を自由に作る、音空間制御技術です。 音波は通常、全方向に広がりますが、本技術では多数のスピーカを用いて不要な 音波を打ち消して聞こえなくすることで、特定のエリアにだけ音を届けることができます。 1つのエリアだけではなく、複数のエリアへ違う音声を出し分けることも可能です。 音声マルチスポット再生技術とは？ 音声マルチスポット再生スピーカ どこでも実演デモ スーツケースで持ち運びが できるほどの小型化を実現 しました。 実際に体験したい方は お気軽にご相談ください。 この技術がもたらす「新しい音空間」を共に創り上げてくださる企業様からのご連絡をお待ちしております。 お気軽に下記までお問い合わせください！ 岡本 拓磨（おかもと たくま）sfc_oi@ml.nict.go.jp NICT ユニバーサルコミュニケーション研究所 先進的音声翻訳研究開発推進センター(ASTREC) 先進的音声技術研究室 主任研究員 Webページ公開中 ぜひアクセスください https://ast- astrec.nict.go.jp/Multiple SoundSpotSynthesis/ 本技術を応用し、展示会ブースやエンターテインメント施設、自動運転車、 危険エリアなど様々な分野において、「新しい音空間」を創ることが可能です。 私たちが提案する音声マルチスポット再生技術で可能になること ɹɹɹৄ͘͠͸ٕज़঺հ)1ʹͯ
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46.  ٕज़঺հಈը࠶ੜ
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47.  ͜ΜͳԠ༻ྫ΋ΞϦ &OEUPFOEଟݴޠϚϧνεϙοτ࠶ੜܕಉ࣌௨༁γεςϜ Ԡ༻ઌ͸㱣 ೔ຊޠ͚͕ͩ
    ฉ͑͜ΔΤϦΞ ͜Μʹͪ͸ )FMMP 㟬޷ ӳޠ͚͕ͩ
    ฉ͑͜ΔΤϦΞ தࠃޠ͚͕ͩ
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    Ի੠ೝࣝɼԻ੠߹੒ɼԻ੠຋༁ɼԻ੠ڧௐɼ੠࣭ม׵ɼԻ੠ݴޠཧղɼͰಉؔ͡਺͕࢖ΘΕ͍ͯΔ
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49.  ࣮૷͔ͨ͠Βͦ͜ɾɾɾ
    Έͳ͞·ʹฉ͍ͯ΋Β͑·ͨ͠
    ࣮૷
    JT
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    ߴ଎ɾߴ඼࣭χϡʔϥϧԻ੠߹੒
    7PJDF5SB౥ࡌத ߴ඼࣭
    $16ͷΈͰߴ଎ಈ࡞
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    .VMUJTUSFBN
    )J'J("/ ߴ඼࣭χϡʔϥϧωοτϫʔΫԻڹϞσϧ Ի੠೾ܗ ߴ඼ ߴ &O 音の聞こえるエリアを制御する次世代のテクノロジー 音声マルチスポット再生技術 国立研究開発法人情報通信研究機構（NICT）が開発した、 音が聞こえる場所と聞こえない場所を自由に作る、音空間制御技術です。 音波は通常、全方向に広がりますが、本技術では多数のスピーカを用いて不要な 音波を打ち消して聞こえなくすることで、特定のエリアにだけ音を届けることができます。 1つのエリアだけではなく、複数のエリアへ違う音声を出し分けることも可能です。 音声マルチスポット再生技術とは？ 音声マルチスポット再生スピーカ どこでも実演デモ スーツケースで持ち運びが できるほどの小型化を実現 しました。 実際に体験したい方は お気軽にご相談ください。 この技術がもたらす「新しい音空間」を共に創り上げてくださる企業様からのご連絡をお待ちしております。 お気軽に下記までお問い合わせください！ 岡本 拓磨（おかもと たくま）sfc_oi@ml.nict.go.jp NICT ユニバーサルコミュニケーション研究所 先進的音声翻訳研究開発推進センター(ASTREC) 先進的音声技術研究室 主任研究員 Webページ公開中 ぜひアクセスください https://ast- astrec.nict.go.jp/Multiple SoundSpotSynthesis/ 本技術を応用し、展示会ブースやエンターテインメント施設、自動運転車、 危険エリアなど様々な分野において、「新しい音空間」を創ることが可能です。 私たちが提案する音声マルチスポット再生技術で可能になること
50. έʔϒϧ΋શͯࣗ࡞ ࣮૷ͷཪଆ ௚ઢΞϨΠͷ࣏۩͸
    DN௒͑Ͱ഑ୡͯ͠΋Β͑ͣɽɽ ະདྷؗ·Ͱ࣋ࢀ
    ిंɾ৽װઢ͸
    N·Ͱ0, 
51. Իڹֶೖ໳ॻ੶  ࢲ΋ฤूҕһ ߲໨ࣥච
52. χϡʔϥϧωοτͷجૅ͸ͪ͜Β  %FFQ͔ͩΒਂւڕ
53. 1ZUIPOͰֶͿԻܥʮछͷਆثʯ 
54. ϚΠΫϩϗϯΞϨΠ৴߸ॲཧ 
55. ࠓ঺հͨ͠ຊͷதͰҰ൪ಡΜͰΈ͍ͨ΋ͷɼ·ͨ͸طʹಡΜͩ͜ͱ͕͋Δ ΋ͷ͸ͲΕͰ͔͢
    5FBNTͷνϟοτͰճ౴͍ͯͩ͘͠͞
    ෼Ҏ಺ ࣭໰ 
56. ໨త ຊߨٛͰ఻͍͑ͨ͜ͱ
    Ի͸෺ཧݱ৅๏ଇ͕͋Δ
    Ի͸ద੾ͳ਺ֶɾ෺ཧԋࢉʹΑͬͯมܗɾՃ޻͢Δ͜ͱ͕Ͱ͖Δ
    ద੾ͳԻڹɾԻ੠৘ใॲཧʹΑͬͯਓʑͷੜ׆Λ๛͔ʹͰ͖Δ
    ݱ࣮ੈքʹ͸ͳ͍Ի੠ɾԻۭؒΛԻڹɾԻ੠৘ใॲཧʹΑͬͯ૑ग़Մೳ
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    ຊߨٛͰ঺հٕͨ͠ज़ͷ͏ͪɼ࠷΋ڵຯਂ͍΋ͷʹ͍ͭͯͦͷཧ༝Λड़΂Α
    ·ͨɼԻڹɾԻ੠৘ใॲཧٕज़Λ༻͍ͯࠓޙ࣮ݱ͍ͨ͠ɼͯ͠ཉ͍ٕ͠ज़ʹ͍ͭͯ΋ड़΂Α
    Ϛϧνεϙοτ࠶ੜٕज़ʹ͍ͭͯɼ͜ͷΑ͏ͳ৔໘Ͱ࢖ͬͯཉ͍͠ɼ࢖͏΂͖ͱ͍ͬͨ࢖༻༻్ͱཧ༝Λड़΂Α
    ্ه఺ʹ͍ͭͯจࣈఔ౓ͷจষʹ·ͱΊΑ  ·ͱΊɿຊߨٛͷ໨తɾ՝୊ ࠶ܝ
57. ֎෦ࢿۚ
    ຊݚڀͷҰ෦͸+414Պݚඅ+1,ɼ+45 プ ϩ グ ϥϜϚωʔ ジ ϟʔ 1. ͷҭ੒ɾ׆༂ਪਐ プ ϩ グ ϥϜ ࣮ࢪ୅ දऀɿ඗ాܒଠ ͓Αͼ+45
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58. Ԭຊ ୓ຏ (Takuma OKAMOTO)ˏNICT e-mail: HP: https://www.okamotocamera.com Twitter: @okamotocamerea Thank you for your !!