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ιϑτ΢ΣΞϥδΦͱC++ 1 ͦͯ͠FMΤΞνΣοΫͷͨΊͷ৴߸ղੳͱ਺஋ܭࢉʹ·ͭΘΔΑ΋΍·࿩ 1 ͜ͷൃදͰͷC++͸C++11Ҏ߱ͷ࢓༷Λલఏͱ͍ͯ͠·͢ɻ Kenji Rikitake / Kichijoji.pm 20 1

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Kenji Rikitake Γ͖͚ͨ ͚Μ͡ ྗ෢ ݈࣍ 22-NOV-2019 kichijoji.pm 20 Freakout Holdings, Inc. Minato-ku, Tokyo, Japan @jj1bdx Kenji Rikitake / Kichijoji.pm 20 2

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ٕज़࢜ʢ৘ใ޻ֶ෦໳ʣ ྗ෢݈ٕ࣍ज़࢜ࣄ຿ॴ ॴ௕ ৘ใॲཧ҆શ֬อࢧԉ࢜ ϖύϘݚڀॴ ٬һݚڀһ ୈҰڃ཮্ແઢٕज़࢜ ୈҰڃΞϚνϡΞແઢٕ࢜ ΞϚνϡΞແઢྺ 43೥8ϲ݄ Cྺ 33೥ɺC++11ྺ ͨͬͨͷ3೥ ຊݚڀ΁ͷϖύϘݚڀॴͷ͝ࢧԉʹਂ͘ײँ͠·͢ Kenji Rikitake / Kichijoji.pm 20 3

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Kenji Rikitake / Kichijoji.pm 20 4

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1970೥୅ྲྀߦͬͨFMΤΞνΣοΫ FM์ૹ͸Իָͷࢁͩͬͨ ࢲ΋͍ͬͺ͍ϥδΧη2Ͱ࿥Իͯ͠·ͨ͠ ʢ2019೥ͷࠓͰ΋࿥Ի͍ͯ͠Δਓୡ͸͍ͬͺ͍͍·͢ʣ 2 Puding Jahodový, Public domain, h4ps:/ /commons.wikimedia.org/wiki/File:Sharp_5P-37G_wiki.jpg, via Wikimedia Commons Kenji Rikitake / Kichijoji.pm 20 5

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21ੈلͷϥδΦ͸ιϑτ΢ΣΞ USBσόΠε3Ͱप೾਺ม׵ͱଳҬ੍ݶ ม׵ͨ͠৴߸͸ ιϑτ΢ΣΞ Ͱॲཧ ίʔυ͕ॻ͚Ε͹͋ͳͨ΋ϥδΦ͕࡞ΕΔ! ΤΞνΣοΫͨ͠MP3ϑΝΠϧ΋εϚϗͰฉ͖์୊! 3 Photo of Airspy HF+ Dual Port by Kenji Rikitake Kenji Rikitake / Kichijoji.pm 20 7

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प೾਺ม׵ͱଳҬ੍ݶͷྫ 82.5MHzΛத৺ͱ͢ΔFM์ૹͷ৔߹ 82.308MHz - 82.692MHz ↓ -0.192MHz - 0.192MHz ±192kHzͷ384kHz෯ͷ৴߸ʹม׵ Kenji Rikitake / Kichijoji.pm 20 8

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ෛͷप೾਺ ࣮਺ͷ৴߸: ࣮ࡍͷՄೳੑ(1): ࣮ࡍͷՄೳੑ(2): ཧ༝: …ͳͷͰ࣮਺ͷ৴߸͚ͩͰ͸৴߸ͷҐ૬ΛಛఆͰ͖·ͤΜ ෛͷप೾਺Λߟ͑ͯ΍Δඞཁ͕͋Γ·͢ Kenji Rikitake / Kichijoji.pm 20 9

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IQ৴߸: ࣮਺৴߸Λෳૉ਺ʹม׵ ࣮਺ͷ৴߸: ͔ΒҎԼͷ৴߸Λੜ੒͠·͢ ରԠ͢ΔIQ৴߸: ͨͩ͠ ʢͳͥ͜Ε͕ Ͱͳ͍͔ͱ͍͏ͱిؾͰ͸ ͸ిྲྀͷҙຯͳͷͰ͢ʣ ͜ΕΛॻ͖௚͢ͱ ʢۃ࠲ඪʣ I৴߸ʢ࣮਺෦ʣ: Q৴߸ʢڏ਺෦ʣ: Kenji Rikitake / Kichijoji.pm 20 10

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IQ৴߸ͩͱԿ͕͏Ε͍͔͠ IQ৴߸: std::complex IQsample ͱͯ͠ఆٛ ৴߸ͷৼ෯ ͸ std::abs(IQsample) ৴߸ͷҐ૬ ͸ std::arg(IQsample) std::arg(z) = std::atan2(z.imag(), z.real()) AM์ૹͳΒ ͦͷ΋ͷɺFM์ૹͳΒ Λඍ෼͢Ε͹෮ௐͰ͖Δ Kenji Rikitake / Kichijoji.pm 20 11

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50೥લͷFM์ૹ։͔࢝࣌Βͷ೰·͍͠໰୊: FMͷ ඼࣭Լ͛Δ Ϛϧνύε Kenji Rikitake / Kichijoji.pm 20 12

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Ϛϧνύε ෳ਺ܦ࿏Λ௨Δి೾ͷׯব ৼ෯΍Ґ૬͕มԽͯ͠࿪Ή Ґ૬͕࿪ΉͱFM์ૹͩͱͱͯ΋ෆշͳԻ͕͢Δ ैདྷͷରԠ: Ξϯςφͷࢦ޲ੑͷมԽ͙Β͍͔͠Ͱ͖ͳ͔ͬͨ Kenji Rikitake / Kichijoji.pm 20 13

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ϚϧνύεͰຊདྷͳ͍৴߸͕ݟ͑Δྫ4 4 Lithium57, English transla3on: MichaelBillington, h:ps:/ /commons.wikimedia.org/wiki/ File:Mul3path_propaga3on_diagram_en.svg from Wikimedia Commons, public domain Kenji Rikitake / Kichijoji.pm 20 14

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ϚϧνύεʹΑΔৼ෯ͷมԽ5 5 Audacity simula.on and graphics by Kenji Rikitake Kenji Rikitake / Kichijoji.pm 20 15

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Ϛϧνύε͸஗Ԇ೾ͷ৞ΈࠐΈ6 6 I, Cantalamessa, h.ps:/ /commons.wikimedia.org/wiki/File:Mul>path_impulse_response.png from Wikimedia Commons, licensed CC BY 2.5 Kenji Rikitake / Kichijoji.pm 20 16

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஗ԆΛϞσϦϯάͯ͠ٯԋࢉ͢Δ FM৴߸: ৼ෯͸ҰఆɺҐ૬/प೾਺ͷΈมԽ ৼ෯ͷมԽ→৴߸͕࿪ΜͰ͍Δ มԽͨ͠ৼ෯Λ໭͢Α͏ͳ৞ΈࠐΈΛड৴ଆ Ͱ΍ͬͯ͠·͑͹Α͍ ʢLeast Mean Square / Constant Modulus Algorithmʣ Kenji Rikitake / Kichijoji.pm 20 17

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ٯԋࢉͷͨΊͷFIRϑΟϧλ (airspy-fmradion) using IQSample = std::complex; using IQSampleVector = std::vector; inline IQSample MultipathFilter::single_process(const IQSample filter_input) { m_state.emplace_back(filter_input); m_state.erase(m_state.begin()); IQSample output = IQSample(0, 0); // for (unsigned int i = 0; i < m_filter_order; i++) { // output += m_state[i] * m_coeff[i]; // } volk_32fc_x2_dot_prod_32fc(&output, m_state.data(), m_coeff.data(), m_filter_order); return output; } Kenji Rikitake / Kichijoji.pm 20 18

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Vector Op*mized Library of Kernels (VOLK) x86/ARMͷ৴߸ॲཧͷͨΊͷϥΠϒϥϦ SIMD໋ྩ౳ͰΧϦΧϦͷϋϯυνϡʔχϯά h"p:/ /libvolk.org/ ʢFM෮ௐઐ༻ͷؔ਺͕͋ͬͨΓ͢Δ͘Β͍ΨνͰ͢ʣ Kenji Rikitake / Kichijoji.pm 20 19

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ྗ෢ͷGPLv3࣮૷ = airspy-fmradion h"ps:/ /github.com/jj1bdx/airspy-fmradion ΋ͱ΋ͱ͸So#FMͱ͍͏FMड৴ઐ༻ػ ࠓ͸த೾୹೾AM/FM/SSB/CWͳΜͰ΋͟͝ΕʹਐԽ ͓ͦΒ͘ੈքॳͷOSSͰ࣮૷ͨ͠ϚϧνύεϑΟϧλ macOSͱLinuxͱRaspberry PiͰಈ͖·͢ ʢGUIෆಘҙͳͷͰʣίϚϯυϥΠϯπʔϧ Ͱ͢ Kenji Rikitake / Kichijoji.pm 20 20

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࠷ޙʹҰ۟ ౙͷ໷ʹ ཕΛ఻͑Δ ి཭૚ ʢౙͷ໷ʹ֤஍Ͱൃੜ͢Δཕ͕ి཭૚Λհͯ͠த೾์ૹ΍3.9MHzʢ75mόϯυʣͷ୹೾์ૹͰ೔ຊதʹ͘·ͳ͘఻ΘΔ༷Λࣔͨ͠Ұ۟ɻͳ͓ɺཕʢΒ͍ʣ͸ຊདྷՆͷقޠɻʣ Kenji Rikitake / Kichijoji.pm 20 21

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ܾҙද໌ 2020೥ʹ౦ژʹ໭ͬͨΒ ؤுͬͯ΋ͬͱՔ͍Ͱ ΑΓΑ͍ݚڀͱٕज़Ͱ ࣾձʹߩݙ͠·͢ Kenji Rikitake / Kichijoji.pm 20 22

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Thank you Ques%ons? Kenji Rikitake / Kichijoji.pm 20 23