$30 off During Our Annual Pro Sale. View Details »
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
ソフトウェアラジオとC++ そしてFMエアチェックのための信号解析と数値計算にまつわるよもやま...
Search
Kenji Rikitake
November 22, 2019
Technology
0
1.1k
ソフトウェアラジオとC++ そしてFMエアチェックのための信号解析と数値計算にまつわるよもやま話 / Software radio and C++
A presentation for Kichijoji.pm 20, Freakout Holdings, Inc., Minato-ku, Tokyo, Japan, 22-NOV-2019
Kenji Rikitake
November 22, 2019
Tweet
Share
More Decks by Kenji Rikitake
See All by Kenji Rikitake
SDR Implementation of Analog FM Broadcast Multipath Filter
jj1bdx
0
870
インターネットとオープンな無線技術の今後 / Future of Internet and Open Radio Engineering
jj1bdx
0
1.2k
FM放送とマルチパスを適応フィルタで極めてみた / Solving multipath distortion of FM broadcast by adaptive filters
jj1bdx
1
3.6k
SDR時代のFM受信 マルチパスモニタとマルチパスフィルタ / FM broadcast reception with SDR - multipath monitor and multipath filter
jj1bdx
0
670
How I discover a working implementation of clock_nanosleep() for macOS in CPAN Time::Hires
jj1bdx
1
1.3k
Sleeping pays / 1000eng-74th-jj1bdx
jj1bdx
1
53
The BEAM Programming Paradigm
jj1bdx
1
990
Safe randomness: theory and practice
jj1bdx
1
1.5k
ただの失業したインターネット屋は果たして独立開業できたのか? / Did the fired internet engineer finally start up his business successfully as an independent consultant?
jj1bdx
1
460
Other Decks in Technology
See All in Technology
re:Invent 2025 ~何をする者であり、どこへいくのか~
tetutetu214
0
140
エンジニアリングをやめたくないので問い続ける
estie
0
110
エンジニアリングマネージャー はじめての目標設定と評価
halkt
0
250
[デモです] NotebookLM で作ったスライドの例
kongmingstrap
0
100
pmconf2025 - 他社事例を"自社仕様化"する技術_iRAFT法
daichi_yamashita
0
790
AWS Bedrock AgentCoreで作る 1on1支援AIエージェント 〜Memory × Evaluationsによる実践開発〜
yusukeshimizu
6
370
新 Security HubがついにGA!仕組みや料金を深堀り #AWSreInvent #regrowth / AWS Security Hub Advanced GA
masahirokawahara
1
1.5k
日本Rubyの会の構造と実行とあと何か / hokurikurk01
takahashim
4
950
チーリンについて
hirotomotaguchi
3
1.2k
“決まらない”NSM設計への処方箋 〜ビットキーにおける現実的な指標デザイン事例〜 / A Prescription for "Stuck" NSM Design: Bitkey’s Practical Case Study
bitkey
PRO
1
590
Kubernetes Multi-tenancy: Principles and Practices for Large Scale Internal Platforms
hhiroshell
0
110
[CMU-DB-2025FALL] Apache Fluss - A Streaming Storage for Real-Time Lakehouse
jark
0
110
Featured
See All Featured
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
47
7.8k
Product Roadmaps are Hard
iamctodd
PRO
55
12k
Navigating Team Friction
lara
191
16k
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
52
5.7k
Into the Great Unknown - MozCon
thekraken
40
2.2k
The Hidden Cost of Media on the Web [PixelPalooza 2025]
tammyeverts
1
93
Measuring & Analyzing Core Web Vitals
bluesmoon
9
700
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
10
720
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
128
54k
Designing Experiences People Love
moore
143
24k
Agile that works and the tools we love
rasmusluckow
331
21k
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
9
1k
Transcript
ιϑτΣΞϥδΦͱC++ 1 ͦͯ͠FMΤΞνΣοΫͷͨΊͷ৴߸ղੳͱܭࢉʹ·ͭΘΔΑ· 1 ͜ͷൃදͰͷC++C++11Ҏ߱ͷ༷Λલఏͱ͍ͯ͠·͢ɻ Kenji Rikitake / Kichijoji.pm 20
1
Kenji Rikitake Γ͖͚ͨ ͚Μ͡ ྗ ݈࣍ 22-NOV-2019 kichijoji.pm 20 Freakout
Holdings, Inc. Minato-ku, Tokyo, Japan @jj1bdx Kenji Rikitake / Kichijoji.pm 20 2
ٕज़࢜ʢใֶ෦ʣ ྗ݈ٕ࣍ज़࢜ࣄॴ ॴ ใॲཧ҆શ֬อࢧԉ࢜ ϖύϘݚڀॴ ٬һݚڀһ ୈҰڃ্ແઢٕज़࢜ ୈҰڃΞϚνϡΞແઢٕ࢜ ΞϚνϡΞແઢྺ 438ϲ݄
Cྺ 33ɺC++11ྺ ͨͬͨͷ3 ຊݚڀͷϖύϘݚڀॴͷ͝ࢧԉʹਂ͘ײँ͠·͢ Kenji Rikitake / Kichijoji.pm 20 3
Kenji Rikitake / Kichijoji.pm 20 4
1970ྲྀߦͬͨFMΤΞνΣοΫ FM์ૹԻָͷࢁͩͬͨ ࢲ͍ͬͺ͍ϥδΧη2ͰԻͯ͠·ͨ͠ ʢ2019ͷࠓͰԻ͍ͯ͠Δਓୡ͍ͬͺ͍͍·͢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
Kenji Rikitake / Kichijoji.pm 20 6
21ੈلͷϥδΦιϑτΣΞ USBσόΠε3ͰपมͱଳҬ੍ݶ มͨ͠৴߸ ιϑτΣΞ Ͱॲཧ ίʔυ͕ॻ͚Ε͋ͳͨϥδΦ͕࡞ΕΔ! ΤΞνΣοΫͨ͠MP3ϑΝΠϧεϚϗͰฉ͖์! 3 Photo of
Airspy HF+ Dual Port by Kenji Rikitake Kenji Rikitake / Kichijoji.pm 20 7
पมͱଳҬ੍ݶͷྫ 82.5MHzΛத৺ͱ͢ΔFM์ૹͷ߹ 82.308MHz - 82.692MHz ↓ -0.192MHz - 0.192MHz ±192kHzͷ384kHz෯ͷ৴߸ʹม
Kenji Rikitake / Kichijoji.pm 20 8
ෛͷप ࣮ͷ৴߸: ࣮ࡍͷՄೳੑ(1): ࣮ࡍͷՄೳੑ(2): ཧ༝: …ͳͷͰ࣮ͷ৴߸͚ͩͰ৴߸ͷҐ૬ΛಛఆͰ͖·ͤΜ ෛͷपΛߟ͑ͯΔඞཁ͕͋Γ·͢ Kenji Rikitake /
Kichijoji.pm 20 9
IQ৴߸: ࣮৴߸Λෳૉʹม ࣮ͷ৴߸: ͔ΒҎԼͷ৴߸Λੜ͠·͢ ରԠ͢ΔIQ৴߸: ͨͩ͠ ʢͳͥ͜Ε͕ Ͱͳ͍͔ͱ͍͏ͱిؾͰ ిྲྀͷҙຯͳͷͰ͢ʣ ͜ΕΛॻ͖͢ͱ
ʢۃ࠲ඪʣ I৴߸ʢ࣮෦ʣ: Q৴߸ʢڏ෦ʣ: Kenji Rikitake / Kichijoji.pm 20 10
IQ৴߸ͩͱԿ͕͏Ε͍͔͠ IQ৴߸: std::complex<float> IQsample ͱͯ͠ఆٛ ৴߸ͷৼ෯ std::abs(IQsample) ৴߸ͷҐ૬
std::arg(IQsample) std::arg(z) = std::atan2(z.imag(), z.real()) AM์ૹͳΒ ͦͷͷɺFM์ૹͳΒ Λඍ͢Ε෮ௐͰ͖Δ Kenji Rikitake / Kichijoji.pm 20 11
50લͷFM์ૹ։͔࢝࣌Βͷ·͍͠: FMͷ ࣭Լ͛Δ Ϛϧνύε Kenji Rikitake / Kichijoji.pm 20 12
Ϛϧνύε ෳܦ࿏Λ௨Δిͷׯব ৼ෯Ґ૬͕มԽͯ͠Ή Ґ૬͕ΉͱFM์ૹͩͱͱͯෆշͳԻ͕͢Δ ैདྷͷରԠ: ΞϯςφͷࢦੑͷมԽ͙Β͍͔͠Ͱ͖ͳ͔ͬͨ Kenji Rikitake / Kichijoji.pm
20 13
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
ϚϧνύεʹΑΔৼ෯ͷมԽ5 5 Audacity simula.on and graphics by Kenji Rikitake Kenji
Rikitake / Kichijoji.pm 20 15
ϚϧνύεԆͷΈࠐΈ6 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
ԆΛϞσϦϯάͯ͠ٯԋࢉ͢Δ FM৴߸: ৼ෯ҰఆɺҐ૬/पͷΈมԽ ৼ෯ͷมԽ→৴߸͕ΜͰ͍Δ มԽͨ͠ৼ෯Λ͢Α͏ͳΈࠐΈΛड৴ଆ Ͱͬͯ͠·͑Α͍ ʢLeast Mean Square /
Constant Modulus Algorithmʣ Kenji Rikitake / Kichijoji.pm 20 17
ٯԋࢉͷͨΊͷFIRϑΟϧλ (airspy-fmradion) using IQSample = std::complex<float>; using IQSampleVector = std::vector<IQSample>;
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
Vector Op*mized Library of Kernels (VOLK) x86/ARMͷ৴߸ॲཧͷͨΊͷϥΠϒϥϦ SIMD໋ྩͰΧϦΧϦͷϋϯυνϡʔχϯά h"p:/ /libvolk.org/
ʢFM෮ௐઐ༻ͷ͕ؔ͋ͬͨΓ͢Δ͘Β͍ΨνͰ͢ʣ Kenji Rikitake / Kichijoji.pm 20 19
ྗͷGPLv3࣮ = airspy-fmradion h"ps:/ /github.com/jj1bdx/airspy-fmradion ͱͱSo#FMͱ͍͏FMड৴ઐ༻ػ ࠓதAM/FM/SSB/CWͳΜͰ͟͝ΕʹਐԽ ͓ͦΒ͘ੈքॳͷOSSͰ࣮ͨ͠ϚϧνύεϑΟϧλ macOSͱLinuxͱRaspberry PiͰಈ͖·͢
ʢGUIෆಘҙͳͷͰʣίϚϯυϥΠϯπʔϧ Ͱ͢ Kenji Rikitake / Kichijoji.pm 20 20
࠷ޙʹҰ۟ ౙͷʹ ཕΛ͑Δ ి ʢౙͷʹ֤Ͱൃੜ͢Δཕ͕ిΛհͯ͠த์ૹ3.9MHzʢ75mόϯυʣͷ์ૹͰຊதʹ͘·ͳ͘ΘΔ༷Λࣔͨ͠Ұ۟ɻͳ͓ɺཕʢΒ͍ʣຊདྷՆͷقޠɻʣ Kenji Rikitake / Kichijoji.pm 20
21
ܾҙද໌ 2020ʹ౦ژʹͬͨΒ ؤுͬͯͬͱՔ͍Ͱ ΑΓΑ͍ݚڀͱٕज़Ͱ ࣾձʹߩݙ͠·͢ Kenji Rikitake / Kichijoji.pm 20
22
Thank you Ques%ons? Kenji Rikitake / Kichijoji.pm 20 23