SlideShare uma empresa Scribd logo
1 de 28
Making Sense of my Bio-SignalsMaking Sense of my Bio-Signals
Fu-Chieh Hsu, Ph.D.
Who am I
• retired technology geek (i.e., speed freak)
– top manager at IDT, MoSys, TSMC
• passion and curiosity to measure, quantify
and understand oneself
Who am I
– apply latest tech capability
– wonderful 2-year journey of learning & un-
learning
– build tools and SHARE
– Raspberry Pi of Bio-sensors
My Story to Share
• Not about the tools
• All about the data
– quantity of data is a good start
– quality of data tells the real story
– real story leads to real understanding
– real understanding leads to real improvement
(need for quality data => drives tools)
What I Did
• Wired myself up with EEG, ECG, Motion
and Posture Sensors
• Getting on with my normal day, and night
• Study and compare the “stories” told by
various sensors
How I did it (1)
• Miniature wireless
bio-sensor like this
How I did it (2)
• On these body locations
How I did it (3)
• Data streams like this
How I did it (4)
• Checking on others
Sigma peak @
11.2Hz, 12.2Hz, 29Hz?
Alpha anomalies too
What I Learned (1)
• Don’t believe everything you read from
“…” (textbook, news, ads, …)
• Don’t believe everyone is the same
• Don’t believe those “scores”
What I Learned (2)
• Quality is more important than quantity
• Explore, experience, discern and form
your own well-informed decision
• on What-to-Track and Why
The Details, Please
• Outrageous, you are attacking everyone!
The Myth: EEG (1)
• Are these
really my
brainwaves?
– if you are still,
not making
faces, no
muscle activity,
no tension or
stress, …
then maybe
The Myth: EEG (2)
• How to
identify
artifacts?
– Movement
artifacts at
low
frequency
– Muscle
artifacts at
high
frequency
The Myth: EEG (3A)
• Are Delta waves slow moving?
– ONLY after the fast moving parts are filtered out
– They often contain large spikes (pulses) more widely
spaced
The Myth: EEG (3B)
• Are Delta waves slow moving?
– ONLY after the fast moving parts are filtered out
– They often contain large spikes (pulses) more widely spaced
The Myth: EEG (4)
• Do Beta and Gamma waves have broad
bandwidth?
– ONLY as calculated from FFT
– They often contain small random sharp spikes
(pulses) very closely spaced
The Myth: EEG (5)
• Do most people conform to textbook
bands?
– ONLY after the non-conforming ones are
filtered out
– Highly varied Alpha band, many are weak or
none
– Occasional oddly placed Sigma band
The Myth: EEG (6)
• Can EEG tells a good Sleep story?
– ONLY after artifacts removed, energy bands calibrated
– and supplemented by posture, movement data
– Still can’t reliably tell between REM and (calmly) Wake
The Myth: ECG/HRV (1)
• Do most people conform to textbook bands?
– ONLY after the non-conforming breathing ones are
filtered out (highly modulated by deep breathing)
– LF/HF highly sensitive to natural breathing rate
The Myth: ECG/HRV (2)
• Do 5min ECG/HRV test tells a good ANS story?
– LF/HF highly sensitive to movements and arousal
– Wide variations over daily (24Hrs) cycle
The Myth: ECG/HRV (3)
• Can ECG/HRV tells a good Sleep story?
– Maybe, but NOT quite
– YES with EEG, posture, movement data
– Clear indicator for REM (if not active Wake)
The Myth: Activity (1)
• Can Activity tells a good Sleep story?
– NO WAY
The Myth: Activity (2)
• Can Activity tells a good day story?
– Well…
– Posture is better (on body trunk, not limb)
Activity+Posture+EEG
What I Learned
• Read with curiosity from “…” (textbook,
news, ads, …), but THINK afterwards
• Know I (and everyone else) am unique
• Accept “score” only after understanding
the data
What I Learned
• Quality is more important than quantity
• Explore, experience, discern and form my
own well-informed decision
• on What-to-Track and Why
Thank You
• Fu-Chieh Hsu, Ph.D.,
OP-Innovations, Ltd.
• fhsu@op-innovations.com
• www.op-innovations.com
• www.bioshare.info
• Hsinchu, Taiwan, Republic of China

Mais conteúdo relacionado

Semelhante a Making sense of my bio signals v2

Hpai class 9 - recap and touch & interoception - 030420
Hpai   class 9 - recap and touch & interoception - 030420Hpai   class 9 - recap and touch & interoception - 030420
Hpai class 9 - recap and touch & interoception - 030420melendez321
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
 
Cognitive processes
Cognitive processesCognitive processes
Cognitive processesMirzaNaadir
 
ch1-the human final.ppt
ch1-the human final.pptch1-the human final.ppt
ch1-the human final.pptjayaprasanna10
 
Human Computer interaction (HC!).ppt
Human Computer interaction (HC!).pptHuman Computer interaction (HC!).ppt
Human Computer interaction (HC!).pptAliHaider679
 
Growing and Glowing
Growing and GlowingGrowing and Glowing
Growing and Glowingguestc7f1879
 
Neurologic Examination.ppt
Neurologic Examination.pptNeurologic Examination.ppt
Neurologic Examination.pptRahulJankar4
 
Lecture1 psych125 bunge
Lecture1 psych125 bungeLecture1 psych125 bunge
Lecture1 psych125 bungeSilvia Bunge
 
Physiological psychology
Physiological psychologyPhysiological psychology
Physiological psychologyEdward Rogers
 
Psych II examreviewslideshare
Psych II examreviewslidesharePsych II examreviewslideshare
Psych II examreviewslidesharejmclaugh813
 
Modules 14 and 15 PowerPoint Slides
Modules 14 and 15 PowerPoint SlidesModules 14 and 15 PowerPoint Slides
Modules 14 and 15 PowerPoint Slideshemovicv
 
Chap 01 human computer interaction
Chap 01 human computer interactionChap 01 human computer interaction
Chap 01 human computer interactionJavaria Malik
 
Approach to a case of motor and sensory disorders
Approach to a case of motor and sensory disordersApproach to a case of motor and sensory disorders
Approach to a case of motor and sensory disordersChitralekha Khati
 

Semelhante a Making sense of my bio signals v2 (20)

Hpai class 9 - recap and touch & interoception - 030420
Hpai   class 9 - recap and touch & interoception - 030420Hpai   class 9 - recap and touch & interoception - 030420
Hpai class 9 - recap and touch & interoception - 030420
 
chap-01.ppt
chap-01.pptchap-01.ppt
chap-01.ppt
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
HCI chapter 1.ppt
HCI chapter 1.pptHCI chapter 1.ppt
HCI chapter 1.ppt
 
Cognitive processes
Cognitive processesCognitive processes
Cognitive processes
 
2026 e3 chap-01
2026 e3 chap-012026 e3 chap-01
2026 e3 chap-01
 
1.pdf
1.pdf1.pdf
1.pdf
 
Neuro
NeuroNeuro
Neuro
 
ch1-the human final.ppt
ch1-the human final.pptch1-the human final.ppt
ch1-the human final.ppt
 
Human Computer interaction (HC!).ppt
Human Computer interaction (HC!).pptHuman Computer interaction (HC!).ppt
Human Computer interaction (HC!).ppt
 
Growing and Glowing
Growing and GlowingGrowing and Glowing
Growing and Glowing
 
Neurologic Examination.ppt
Neurologic Examination.pptNeurologic Examination.ppt
Neurologic Examination.ppt
 
Lecture1 psych125 bunge
Lecture1 psych125 bungeLecture1 psych125 bunge
Lecture1 psych125 bunge
 
Physiological psychology
Physiological psychologyPhysiological psychology
Physiological psychology
 
intro.ppt
intro.pptintro.ppt
intro.ppt
 
Psych II examreviewslideshare
Psych II examreviewslidesharePsych II examreviewslideshare
Psych II examreviewslideshare
 
Singularity summit
Singularity summitSingularity summit
Singularity summit
 
Modules 14 and 15 PowerPoint Slides
Modules 14 and 15 PowerPoint SlidesModules 14 and 15 PowerPoint Slides
Modules 14 and 15 PowerPoint Slides
 
Chap 01 human computer interaction
Chap 01 human computer interactionChap 01 human computer interaction
Chap 01 human computer interaction
 
Approach to a case of motor and sensory disorders
Approach to a case of motor and sensory disordersApproach to a case of motor and sensory disorders
Approach to a case of motor and sensory disorders
 

Mais de TH Schee

[#民防搞什麼@線上5/14] 自我防衛/人道救援/前後線資通訊應用思考
[#民防搞什麼@線上5/14] 自我防衛/人道救援/前後線資通訊應用思考[#民防搞什麼@線上5/14] 自我防衛/人道救援/前後線資通訊應用思考
[#民防搞什麼@線上5/14] 自我防衛/人道救援/前後線資通訊應用思考TH Schee
 
COVID19 - Digital Response in Taiwan
COVID19 - Digital Response in TaiwanCOVID19 - Digital Response in Taiwan
COVID19 - Digital Response in TaiwanTH Schee
 
不實訊息在網路的攻防-文本、脈絡和戰術框架的初探
不實訊息在網路的攻防-文本、脈絡和戰術框架的初探不實訊息在網路的攻防-文本、脈絡和戰術框架的初探
不實訊息在網路的攻防-文本、脈絡和戰術框架的初探TH Schee
 
瑞士思維 (Geneva.Zone) - 由輔導瑞士最悠久之育成基金會團隊經驗,看日內瓦如何持續引領競爭力
瑞士思維 (Geneva.Zone) - 由輔導瑞士最悠久之育成基金會團隊經驗,看日內瓦如何持續引領競爭力瑞士思維 (Geneva.Zone) - 由輔導瑞士最悠久之育成基金會團隊經驗,看日內瓦如何持續引領競爭力
瑞士思維 (Geneva.Zone) - 由輔導瑞士最悠久之育成基金會團隊經驗,看日內瓦如何持續引領競爭力TH Schee
 
Digital TAITRA
Digital TAITRADigital TAITRA
Digital TAITRATH Schee
 
後匯流時代台灣的國際參與
後匯流時代台灣的國際參與後匯流時代台灣的國際參與
後匯流時代台灣的國際參與TH Schee
 
給東吳政治系學生的演講
給東吳政治系學生的演講給東吳政治系學生的演講
給東吳政治系學生的演講TH Schee
 
我們對台北這個城市 還沒有搞得很清楚
我們對台北這個城市 還沒有搞得很清楚我們對台北這個城市 還沒有搞得很清楚
我們對台北這個城市 還沒有搞得很清楚TH Schee
 
《民間版國家特別基礎建設條例草案》十大立法原則
《民間版國家特別基礎建設條例草案》十大立法原則《民間版國家特別基礎建設條例草案》十大立法原則
《民間版國家特別基礎建設條例草案》十大立法原則TH Schee
 
The Hero is in the Government. Now What?
The Hero is in the Government. Now What?The Hero is in the Government. Now What?
The Hero is in the Government. Now What?TH Schee
 
從去中心化來看各行業及法規衝擊與人才需求
從去中心化來看各行業及法規衝擊與人才需求從去中心化來看各行業及法規衝擊與人才需求
從去中心化來看各行業及法規衝擊與人才需求TH Schee
 
開放創新之路(2015年@上海)
開放創新之路(2015年@上海)開放創新之路(2015年@上海)
開放創新之路(2015年@上海)TH Schee
 
前瞻基礎建設總體檢論壇 (2017/4/21) @ Taipei
前瞻基礎建設總體檢論壇 (2017/4/21) @ Taipei前瞻基礎建設總體檢論壇 (2017/4/21) @ Taipei
前瞻基礎建設總體檢論壇 (2017/4/21) @ TaipeiTH Schee
 
Crafting Open Data Policy
Crafting Open Data PolicyCrafting Open Data Policy
Crafting Open Data PolicyTH Schee
 
Code for All Summit 2015 (Code for Tomorrow)
Code for All Summit 2015 (Code for Tomorrow)Code for All Summit 2015 (Code for Tomorrow)
Code for All Summit 2015 (Code for Tomorrow)TH Schee
 
網路發展趨勢研習營
網路發展趨勢研習營網路發展趨勢研習營
網路發展趨勢研習營TH Schee
 
NCC 網路治理研討會 2014
NCC 網路治理研討會 2014NCC 網路治理研討會 2014
NCC 網路治理研討會 2014TH Schee
 
雙北機車大問題
雙北機車大問題雙北機車大問題
雙北機車大問題TH Schee
 
開放數據助力生態
開放數據助力生態開放數據助力生態
開放數據助力生態TH Schee
 
Motorcycle Policy in Taiwan - Public Discussion Part 4
Motorcycle Policy in Taiwan - Public Discussion Part 4Motorcycle Policy in Taiwan - Public Discussion Part 4
Motorcycle Policy in Taiwan - Public Discussion Part 4TH Schee
 

Mais de TH Schee (20)

[#民防搞什麼@線上5/14] 自我防衛/人道救援/前後線資通訊應用思考
[#民防搞什麼@線上5/14] 自我防衛/人道救援/前後線資通訊應用思考[#民防搞什麼@線上5/14] 自我防衛/人道救援/前後線資通訊應用思考
[#民防搞什麼@線上5/14] 自我防衛/人道救援/前後線資通訊應用思考
 
COVID19 - Digital Response in Taiwan
COVID19 - Digital Response in TaiwanCOVID19 - Digital Response in Taiwan
COVID19 - Digital Response in Taiwan
 
不實訊息在網路的攻防-文本、脈絡和戰術框架的初探
不實訊息在網路的攻防-文本、脈絡和戰術框架的初探不實訊息在網路的攻防-文本、脈絡和戰術框架的初探
不實訊息在網路的攻防-文本、脈絡和戰術框架的初探
 
瑞士思維 (Geneva.Zone) - 由輔導瑞士最悠久之育成基金會團隊經驗,看日內瓦如何持續引領競爭力
瑞士思維 (Geneva.Zone) - 由輔導瑞士最悠久之育成基金會團隊經驗,看日內瓦如何持續引領競爭力瑞士思維 (Geneva.Zone) - 由輔導瑞士最悠久之育成基金會團隊經驗,看日內瓦如何持續引領競爭力
瑞士思維 (Geneva.Zone) - 由輔導瑞士最悠久之育成基金會團隊經驗,看日內瓦如何持續引領競爭力
 
Digital TAITRA
Digital TAITRADigital TAITRA
Digital TAITRA
 
後匯流時代台灣的國際參與
後匯流時代台灣的國際參與後匯流時代台灣的國際參與
後匯流時代台灣的國際參與
 
給東吳政治系學生的演講
給東吳政治系學生的演講給東吳政治系學生的演講
給東吳政治系學生的演講
 
我們對台北這個城市 還沒有搞得很清楚
我們對台北這個城市 還沒有搞得很清楚我們對台北這個城市 還沒有搞得很清楚
我們對台北這個城市 還沒有搞得很清楚
 
《民間版國家特別基礎建設條例草案》十大立法原則
《民間版國家特別基礎建設條例草案》十大立法原則《民間版國家特別基礎建設條例草案》十大立法原則
《民間版國家特別基礎建設條例草案》十大立法原則
 
The Hero is in the Government. Now What?
The Hero is in the Government. Now What?The Hero is in the Government. Now What?
The Hero is in the Government. Now What?
 
從去中心化來看各行業及法規衝擊與人才需求
從去中心化來看各行業及法規衝擊與人才需求從去中心化來看各行業及法規衝擊與人才需求
從去中心化來看各行業及法規衝擊與人才需求
 
開放創新之路(2015年@上海)
開放創新之路(2015年@上海)開放創新之路(2015年@上海)
開放創新之路(2015年@上海)
 
前瞻基礎建設總體檢論壇 (2017/4/21) @ Taipei
前瞻基礎建設總體檢論壇 (2017/4/21) @ Taipei前瞻基礎建設總體檢論壇 (2017/4/21) @ Taipei
前瞻基礎建設總體檢論壇 (2017/4/21) @ Taipei
 
Crafting Open Data Policy
Crafting Open Data PolicyCrafting Open Data Policy
Crafting Open Data Policy
 
Code for All Summit 2015 (Code for Tomorrow)
Code for All Summit 2015 (Code for Tomorrow)Code for All Summit 2015 (Code for Tomorrow)
Code for All Summit 2015 (Code for Tomorrow)
 
網路發展趨勢研習營
網路發展趨勢研習營網路發展趨勢研習營
網路發展趨勢研習營
 
NCC 網路治理研討會 2014
NCC 網路治理研討會 2014NCC 網路治理研討會 2014
NCC 網路治理研討會 2014
 
雙北機車大問題
雙北機車大問題雙北機車大問題
雙北機車大問題
 
開放數據助力生態
開放數據助力生態開放數據助力生態
開放數據助力生態
 
Motorcycle Policy in Taiwan - Public Discussion Part 4
Motorcycle Policy in Taiwan - Public Discussion Part 4Motorcycle Policy in Taiwan - Public Discussion Part 4
Motorcycle Policy in Taiwan - Public Discussion Part 4
 

Último

Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...Angeliki Cooney
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024The Digital Insurer
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Zilliz
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...apidays
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Jeffrey Haguewood
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...apidays
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Victor Rentea
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdfSandro Moreira
 

Último (20)

Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
Biography Of Angeliki Cooney | Senior Vice President Life Sciences | Albany, ...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 

Making sense of my bio signals v2

  • 1. Making Sense of my Bio-SignalsMaking Sense of my Bio-Signals Fu-Chieh Hsu, Ph.D.
  • 2. Who am I • retired technology geek (i.e., speed freak) – top manager at IDT, MoSys, TSMC • passion and curiosity to measure, quantify and understand oneself
  • 3. Who am I – apply latest tech capability – wonderful 2-year journey of learning & un- learning – build tools and SHARE – Raspberry Pi of Bio-sensors
  • 4. My Story to Share • Not about the tools • All about the data – quantity of data is a good start – quality of data tells the real story – real story leads to real understanding – real understanding leads to real improvement (need for quality data => drives tools)
  • 5. What I Did • Wired myself up with EEG, ECG, Motion and Posture Sensors • Getting on with my normal day, and night • Study and compare the “stories” told by various sensors
  • 6. How I did it (1) • Miniature wireless bio-sensor like this
  • 7. How I did it (2) • On these body locations
  • 8. How I did it (3) • Data streams like this
  • 9. How I did it (4) • Checking on others Sigma peak @ 11.2Hz, 12.2Hz, 29Hz? Alpha anomalies too
  • 10. What I Learned (1) • Don’t believe everything you read from “…” (textbook, news, ads, …) • Don’t believe everyone is the same • Don’t believe those “scores”
  • 11. What I Learned (2) • Quality is more important than quantity • Explore, experience, discern and form your own well-informed decision • on What-to-Track and Why
  • 12. The Details, Please • Outrageous, you are attacking everyone!
  • 13. The Myth: EEG (1) • Are these really my brainwaves? – if you are still, not making faces, no muscle activity, no tension or stress, … then maybe
  • 14. The Myth: EEG (2) • How to identify artifacts? – Movement artifacts at low frequency – Muscle artifacts at high frequency
  • 15. The Myth: EEG (3A) • Are Delta waves slow moving? – ONLY after the fast moving parts are filtered out – They often contain large spikes (pulses) more widely spaced
  • 16. The Myth: EEG (3B) • Are Delta waves slow moving? – ONLY after the fast moving parts are filtered out – They often contain large spikes (pulses) more widely spaced
  • 17. The Myth: EEG (4) • Do Beta and Gamma waves have broad bandwidth? – ONLY as calculated from FFT – They often contain small random sharp spikes (pulses) very closely spaced
  • 18. The Myth: EEG (5) • Do most people conform to textbook bands? – ONLY after the non-conforming ones are filtered out – Highly varied Alpha band, many are weak or none – Occasional oddly placed Sigma band
  • 19. The Myth: EEG (6) • Can EEG tells a good Sleep story? – ONLY after artifacts removed, energy bands calibrated – and supplemented by posture, movement data – Still can’t reliably tell between REM and (calmly) Wake
  • 20. The Myth: ECG/HRV (1) • Do most people conform to textbook bands? – ONLY after the non-conforming breathing ones are filtered out (highly modulated by deep breathing) – LF/HF highly sensitive to natural breathing rate
  • 21. The Myth: ECG/HRV (2) • Do 5min ECG/HRV test tells a good ANS story? – LF/HF highly sensitive to movements and arousal – Wide variations over daily (24Hrs) cycle
  • 22. The Myth: ECG/HRV (3) • Can ECG/HRV tells a good Sleep story? – Maybe, but NOT quite – YES with EEG, posture, movement data – Clear indicator for REM (if not active Wake)
  • 23. The Myth: Activity (1) • Can Activity tells a good Sleep story? – NO WAY
  • 24. The Myth: Activity (2) • Can Activity tells a good day story? – Well… – Posture is better (on body trunk, not limb)
  • 26. What I Learned • Read with curiosity from “…” (textbook, news, ads, …), but THINK afterwards • Know I (and everyone else) am unique • Accept “score” only after understanding the data
  • 27. What I Learned • Quality is more important than quantity • Explore, experience, discern and form my own well-informed decision • on What-to-Track and Why
  • 28. Thank You • Fu-Chieh Hsu, Ph.D., OP-Innovations, Ltd. • fhsu@op-innovations.com • www.op-innovations.com • www.bioshare.info • Hsinchu, Taiwan, Republic of China