࣒࢜ࣟࣥ㸪"⎔ቃࢭࣥࢧ㸦USBᆺ㸧2JCIE-BU"㸪

඲యࡢᵓᡂ

https://www.fa.omron.co.jp/products/family/3724/㸬
TOPPAN㸪"㠀᥋ゐᆺࢭࣥࢧ

IoTࢭࣥࢧࢡࣛ࢘ࢻࢧ࣮ࣅࢫ

ࢭࣥࢩࣥࢢ࢙࣮࢘ࣈ"㸪

https://forest.toppan.co.jp/products/sensingwave.html.
KONICA MINOLTA, "HitomeQ"㸪
https://www.konicaminolta.com/jp-ja/care-support/index.html
᪥ᮏGARMIN㸪"GARMIN"㸪https://www.garmin.co.jp/㸬㻭㻵䛸㻵㼛㼀䛻䜘䜛ㄆ▱⑕㻮㻼㻿㻰ண௓ㆤ᪋タ㟁Ẽ㏻ಙ኱Ꮫ
㼃㼕㼒㼕㼒㼕㟁Ẽ㏻ಙ኱Ꮫ
ேᕤ▱⬟ඛ➃◊✲䝉䞁䝍䞊䠄㻭㻵㼄䠅 ༡ Ὀᾈ䜸䝮䝻䞁⎔ቃ䝉䞁䝃 㻞㻶㻯㻵㻱㻙㻮㼁䝁䝙䜹䝭䝜䝹䝍 㻴㼕㼠㼛㼙㼑㻽䜿䜰䝃䝫䞊䝖⾜ື䝉䞁䝃䞊ㄆ▱⑕ᑐ㇟㼀㼛㼜㼜㼍㼚 䝉䞁䝅䞁䜾䜴䜵䞊䝤䜺䞊䝭䞁

1ከ✀ࡢIoTࢭࣥࢧࢆ㓄⨨ࡋࠊࢡࣛ࢘ࢻࢧ࣮ࣅࢫࢆ௓
ࡋ࡚ࢹ࣮ࢱࢆ㏦ಙࠋࣉࣛ࢖ࣂࢩ࡟࠿࠿ࢃࡿࢹ࣮ࢱ
࡟ࡘ࠸࡚ࡣࠊ㠀ྍ㏫໬ࡋ࡚㏦ಙࡍࡿࠋ

VPN࡜ࢭࣥࢧ
VPN࡜ࢭࣥࢧࢡࣛ࢘ࢻࢧ࣮ࣅࢫࢆ௓ࡋ࡚ࢹ࣮ࢱ⵳✚ࡋࠊᶵᲔᏛ⩦ࢆᐇ᪋
2BPSD᥎ᐃჾࡢᵓ㐀BPSD᥎ᐃᡭἲ኱㔞ࡢࢹ࣮ࢱ࡟ࡼࡿࢥࣥࣆ࣮ࣗࢱ࡟ࡼࡿ⮬ືⓗ࡞Ꮫ⩦ࢆ᥇⏝㸦ᶵᲔᏛ⩦㸧㸯㸬Ỵᐃᮌᡭἲᩘ✀㢮ᗘ䠚䠏䠌Υyesno㸰㸬῝ᒙᏛ⩦ᩘ✀㢮‵ᗘ䠚䠒‵ᗘ䠚䠒䠌%
䠌%
㸦Deep Learning㸧
noyes
BPSD䛷㸱㸬᫬⣔ิゎᯒBPSD䛷䛺䛔䛺䛔
BPSD῝ᒙᏛ⩦Ỵᐃᮌᡭἲᩘከࡃࡢᡭἲࡢᛶ⬟ẚ㍑࡟ࡼࡾỴᐃᮌᡭἲࢆ᥇⏝34ᐇ㦂ཧຍࡢ஧✀㢮ࡢ᪋タ㸯㸬௓ㆤ௜ࡁ᭷ᩱ⪁ே࣮࣒࣍࢔ࣛ࢖ࣈ࣓ࢹ࢕ࢣ࢔ 㸱᪋タከࡃࡢࢭࣥࢧ࣮࡛ண
㸰㸬ࢢ࣮ࣝࣉ࣮࣒࣍㸱㸶᪋タᑡ࡞࠸ࢭࣥࢧ࣮࡛ண

௓ㆤ௜ࡁ᭷ᩱ⪁ேู࣮࣒࣍ࠎࡢᐇ㦂ࢆᐇ᪋

56௒ᅇࡢᐇ㦂࡛౑⏝ࡋࡓࢭࣥࢧ࣮䝉䞁䝃䞊ྡ 㡯┠ྡ
Garmin⢏ᗘ䛾ㄪᩚ䜢ᐇ᪋䝉䞁䝃䞊ྡ 㡯┠ྡྡᚰᢿ㛫㝸䠄⣙䠅15s䝉䞁䝃䞊ྡ 㡯┠ྡྡ㛫㝸䠄⣙䠅⊾䁕䳈⊾䁕
PocketCO2 Ḵ愠⊾䁕䳈㽫⹎1s䝇䝸䞊䝥䝺䝧䝹1s䝇䝖䝺䝇್䝇್5s䝇䝖䝺䝇್ࢹ࣮ࢱࡢᴫせ㛫㝸䠄⣙䠅

180s

ᚰᢿᩘ

55s

ᗘ

1s

˄࠶˛˅બ੨ᮠ˄࠶˛˅

5s

┦ᑐ‵ᗘ

1s

యື

5s

ே▴ᙧ䛾㔜ᚰᗙᶆ䠄ᐇ✵▴ᙧᙧ1s
㛫ୖ䛷䛾xᗙᶆ䠅㛫ୖ䛷ே▴ᙧ䛾㔜ᚰᗙᶆ䠄ᐇ✵ே▴ᙧ1s㛫ୖ䛷䛾yᗙᶆ䠅㛫ୖ䛷
3s㹼3min࿧྾ᩘ
3s㹼3minぬ㓰╧╀୙ᅾ䝣䝷䜾ぬ㓰╧

↷ᗘ

1s

Ẽᅽ

1s

1s
㦁㡢
OMRON 䵷㎖䘢⿏㚱㨇⊾1s⎰䈑㽫⹎஧㓟໬Ⅳ⣲⃰ᗘ
1s
┦ᙜ್
1s
୙ᛌᣦᩘ
䅙ᷕ䕯⌙昢⹎
1s㸩╧╀᝟ሗࡢᖹᆒ

䝉䞁䝅䞁䜾䜴ධᗋ
䜵䞊䝤

5s

⾜ື㔞

1h

㞳ᗋ

5s

1h

ධ╀

5s

ぬ㓰

5s

⛣ື㊥㞳
䝁䝙䜹䝭䝜䝹䝍 埴≽䭬⚚朊䧵♫䝕䞊䝍 檀柣⹎埴≽䭬⚚朊䧵

╧╀Ἴᙧ್

5s

Ṍ⾜㏿ᗘ

1h

䜅䜙䛴䛝ᗘ

1h

⥲సᴗ᫬㛫

1h

❧䛱Ṇ䜎䜚᫬㛫1h㛗᫬㛫❧䛱Ṇ䜎䜚ᅇᩘ

1h▷᫬㛫❧䛱Ṇ䜎䜚ᅇᩘ

1h

1h

1h
檀柣⹎埴≽䭬⚚朊䧵√⎰ 1h7ੌा়ॎच॑૗इथ‫ڲ‬৚भৰୡ୻‫ ؟‬BPSDࢆ࡝ࢀࡔࡅ㝧ᛶ࡜ุᐃ࡛
ࡁࡿ࠿㸻50%㝧ᛶ࡜ุᐃࡋࡓࡶࡢࢆ࡝ࢀࡔࡅṇࡋࡃBPSD࡜ุᐃ࡛ࡁࡓ࠿㸻70%Precision㸸㝧ᛶ࡜ุᐃࡋࡓࡶࡢࢆ࡝ࢀࡔࡅṇࡋࡃ
BPSD࡜ุᐃ࡛ࡁࡓ࠿

ᐇ㦂⤖ᯝ

BPSDண

࡟᭷ຠ࡞≉ᚩ㔞PredictionValuesChange ੐ఏ&થ஍ऩ્ඉ୤ 7RSྑୖ䛻⾜䛟䜋䛹ᛶ⬟䛜Ⰻ䛔஍ટ৓ऩੲਾ࣭᫬้᝟ሗ࣭┤㏆ࡢ╧╀, ╧╀ࡢ㉁࣭ᬑẁࡢάື㔞࣭஧㓟໬Ⅳ⣲⃰ᗘশ਋৓ऩ਴಑க‫ڃ‬%36'੒೾प੎ਏ

Recall: BPSDࢆ࡝ࢀࡔࡅ㝧ᛶ࡜ุᐃ࡛ࡁࡿ࠿௒ᅇࡢᐇ㦂࡛౑⏝ࡋࡓࢭࣥࢧ࣮ᮏ◊✲࡛฼⏝ࡍࡿࢭࣥࢧ୍ぴࢭࣥࢧ࣮ྡ

ࢹ࣮ࢱ
Garmin௓ㆤ௜ࡁ᭷ᩱ⪁ே࣮࣒࣍OMRON♫ࢭࣥࢧ11㡯┠ྡ㛫㝸

ᚰᢿ15sࢫ࣮ࣜࣉࣞ࣋ࣝ

1s

ࢫࢺࣞࢫ್

180s

ᗘ

1s

┦ᑐ‵ᗘ

1s

↷ᗘ

1s

Ẽᅽ

1s

㦁㡢

1s

⥲᥹Ⓨᛶ᭷ᶵ໬ྜ≀⃰ᗘ1s஧㓟໬Ⅳ⣲⃰ᗘ┦ᙜ್1s12ᐇ㦂⤖ᯝੌा়ॎच॑૗इथ‫ڲ‬৚भৰୡ୻‫ ؟‬BPSDࢆ࡝ࢀ䝕䞊䝍䛾ྲྀᚓᮇ㛫䠎䠌䠎䠎.䠔.䠎䠒䡚䠎䠌䠎䠐.䠍.䠏䠍

Ꮫ⩦ᑐ㇟⪅253ྡホ౯ᑐ㇟⪅ᩘ

6ྡ 䠄Ⓨ⑕ᩘ䛾ከ䛔ே䠅ᑐ㇟⪅ᇶ‽䠏䠌᪥௨ୖ䝕䞊䝍䜢ྲྀᚓ䛷䛝䛯䝴䞊䝄ࡔࡅ㝧ᛶ࡜ุᐃ࡛ࡁࡿ࠿㸻50%㝧ᛶ࡜ุᐃࡋࡓࡶࡢࢆ࡝ࢀࡔࡅṇࡋࡃBPSD࡜ุᐃ࡛ࡁ
ࡓ࠿㸻20%Precision㸸㝧ᛶ࡜ุᐃࡋࡓࡶࡢࢆ࡝ࢀࡔࡅṇࡋࡃ
BPSD࡜ุᐃ࡛ࡁࡓ࠿

ࢹ࣮ࢱࡢᴫせ⎔ቃ䝉䞁䝃䞊䛷䜒ุᐃ䛷䛝䜛䛣䛸䜢☜ㄆྑୖ䛻⾜䛟䜋䛹ᛶ⬟䛜Ⰻ䛔

Recall: BPSDࢆ࡝ࢀࡔࡅ㝧ᛶ࡜ุᐃ࡛ࡁࡿ࠿14ᐇᐇ㦂࡟ࡼࡿBPSDண௓ㆤ௜ࡁ⪁ே࣮࣒࡛࣍ࡢBPSDண

IoTࢭࣥࢧࢡࣛ࢘ࢻࢧ࣮ࣅࢫ

ࣜ࢔ࣝࢱ࢖࣒࡛
BPSD᝟ሗࢆ
᪥࡟㸱ᅇ㌿㏦

㟁Ẽ㏻ಙ኱Ꮫ

㼃㼕㼒㼕㼒㼕䜸䝮䝻䞁⎔ቃ䝉䞁䝃 㻞㻶㻯㻵㻱㻙㻮㼁㼀㼛㼜㼜㼍㼚 䝉䞁䝅䞁䜾䜴䜵䞊䝤䝁䝙䜹䝭䝜䝹䝍㻴㼕㼠㼛㼙㼑㻽䜿䜰䝃䝫䞊䝖⾜ື䝉䞁䝃䞊ㄆ▱⑕ᑐ㇟䜺䞊䝭䞁

BPSDணሙᡤ㸸࢔ࣛ࢖ࣈ┠ⓑƔ ᑐ㇟ேᩘ㸸඲య࡛㸱ྡ㸦࠾ྡ๓ࡣಶู࡟㐃⤡㸧Ɣ BPSDࡢⓎ⏕ண ㏻▱᫬้㸸୍᪥㸱᫬้Ɣ 㐃⤡᪉ἲ㸸ࢫ࣐ࣇ࢛࡟SMS࣓࣮ࣝ㸦ண ࡋ࡞࠸࡜ࡁࡣ㏦ࡾࡲࡏࢇ㸧Ɣ ண ᝟ሗ㸸BPSDࡀ㸯㸮᫬㛫௨ෆ࡟Ⓨ⏕ࡍࡿ࠿ࡋ࡞࠸࠿㸬Ɣ ⤖ᯝሗ࿌㸸Web࡟Ⓩ㘓Ɣ௓ㆤ᪋タ⤖ᯝ

BPSD᝟ሗࡢᐇᐇ㦂ᐇ᪋ሗ࿌࢔ࣛ࢖ࣈ┠ⓑᵝᐇ᪋≧ἣ㉁ၥ㸦࢔ࣥࢣ࣮ࢺ㸧

2023/10/17㹼2024/2/29

Ɣ ᙜࡓࡗ࡚࠸ࡿ࡜ឤࡌࡲࡍ࠿㸽BPSDࢆணࡋࡓᅇᩘ 41ᅇ ࡑࡢෆࠊBPSDࢆⓎ⑕ࡋࡓᅇᩘ 17ᅇ

BPSDࢆண

࡛ࡁ࡞࠿ࡗࡓࡀࠊⓎ⑕ࡋࡓᅇᩘ

215ᅇ

⌧≧ࠊ12ᅇ࡟1ᅇࡣṇゎ࡛ࡁࡿ㸬඲యࡢBPSDࡢ29㸣⿵㊊࡛ࡁࡿ㸬ᐇ㦂࡜ࡋ࡚ࡣ㸪ᡂຌ㸪BPSDண

ಶேࡈ࡜࡟BPSDⓎ⑕ணࢫࣛ࢖ࢻࡢ⤖ᯝࡼࡾᐇ㝿࡟ࡣ㸪ᙜࡓࡗ࡚࠸ࡿẼࡀࡍࡿ㸬㸦௓ㆤኈࡀ࠸ࡑࡀࡋࡃ㸪ࢱࢢࢆࡘࡅࡽࢀ࡚࠸࡞࠸㸬㸧Ɣ BPSDࡀண ࡉࢀࡓ࡜ࡁ࡟㸪࡞࡟࠿≉ู࡞ᑐฎࢆ⾜࠸ࡲࡋࡓ࠿㸽
BPSDࡢ࠾▱ࡽࡏࡀ᮶࡚ࡶ≉ู࡞ᑐฎࡣࡋ࡚࠸࡞࠸㸬Ɣ ண ⠊ᅖࡀ㸯㸮᫬㛫࡜࠸࠺ࡢࡣጇᙜ࡛ࡍ࠿㸽㸯㸮᫬㛫࡜࠸࠺ண ࡢᖜࡀᗈࡍࡂࡿ㸬㸱㹼㸲᫬㛫ࡀጇᙜࡢྍ⬟ᛶࢆ♧၀ࢢ࣮ࣝࣉ࣮࣒࡛࣍ࡢBPSDண ࡢᐇᐇ㦂ᐇ᪋ሗ࿌࡟ᙳ㡪ࢆ୚࠼࡚࠸ࡿࢹ࣮ࢱ㸯㸳㸱㸱㸸‵ᗘ㸪ᚰᢿ㸪࿧྾ᩘ㸪Ẽᅽ㸪ࢫࢺࣞࢫ㸪ᚰᢿ㸪᫬㛫㸪㛗᫬㛫❧ࡕṆࡲࡾᅇᩘ㸪▷᫬㛫❧ࡕṆࡲࡾᅇᩘ㸪⇕୰⑕ᣦᩘ㸯㸳㸱㸴㸸‵ᗘ㸪᫬㛫㸪ே▴ᙧࡢ㔜ᚰᗙᶆ㸦ᐇ✵㛫ୖ࡛ࡢxᗙᶆ㸧㸪▷᫬㛫❧ࡕṆࡲࡾᅇᩘ㸪ࢫࢺࣞࢫࣞ࣋ࣝ㸪CO2㸪ᚰᢿ㸯㸳㸲㸳㸸‵ᗘ㸪᫬㛫㸪⇕୰⑕ᣦᩘ㸪Ẽᅽ㸪CO2㸪▷᫬㛫❧ࡕṆࡲࡾᅇᩘ㸪㛗᫬㛫❧ࡕṆࡲࡾᅇᩘ㸪ࢫࢺࣞࢫ19ሙᡤ㸸ᰴᘧ఍♫ᮌୗࡢ௓ㆤ ࢢ࣮ࣝࣉ࣮࣒࣍༓ṓⅲᒣᵝƔ ᑐ㇟ேᩘ㸸඲య࡛㸴ྡ㸦࠾ྡ๓ࡣಶู࡟㐃⤡㸧Ɣ BPSDࡢⓎ⏕ண ㏻▱᫬้㸸୍᪥㸱᫬้Ɣ 㐃⤡᪉ἲ㸸ࢫ࣐ࣇ࢛࡟SMS࣓࣮ࣝ㸦ண ࡋ࡞࠸࡜ࡁࡣ㏦ࡾࡲࡏࢇ㸧Ɣ ண ᝟ሗ㸸BPSDࡀ㸯㸮᫬㛫௨ෆ࡟Ⓨ⏕ࡍࡿ࠿ࡋ࡞࠸࠿㸬Ɣ ⤖ᯝሗ࿌㸸Web࡟Ⓩ㘓Ɣ༓ṓⅲᒣᵝᐇ᪋≧ἣ㉁ၥ㸦࢔ࣥࢣ࣮ࢺ㸧
2024/2/27㹼2024/2/29

BPSDࢆண

ࡋࡓᅇᩘ 10ᅇ ࡑࡢෆࠊBPSDࢆⓎ⑕ࡋࡓᅇᩘ 2ᅇ

BPSDࢆண

࡛ࡁ࡞࠿ࡗࡓࡀࠊⓎ⑕ࡋࡓᅇᩘ 8ᅇ⌧≧ࠊ1㸮ᅇ࡟㸰ᅇࡣṇゎ࡛ࡁࡓ㸬඲యࡢBPSDࡢ㸰㸮㸣⿵㊊࡛ࡁࡓᐇ㦂࡜ࡋ࡚ࡣ㸪ᡂຌ㸪BPSDணࡢྍ⬟ᛶࢆ♧၀ࡲ࡜ࡵƔ ᙜࡓࡗ࡚࠸ࡿ࡜ឤࡌࡲࡍ࠿㸽ᙜࡓࡗ࡚࠸ࡿ࡜ឤࡌࡓ᪥࡜ࠊᬑẁ࡜ࡢ㐪࠸ࡀࢃ࠿ࡽ࡞࠿ࡗࡓ᪥ࡀ࠶ࡗࡓࠋᬑẁከື࡞᪉ࡀ㸯᪥ഴ╀ࡉࢀ࡚࠸ࡓ᪥࡟㏻▱ࡀ᮶࡚࠸ࡓࡓࡵࠊண ࡀᙜࡓࡗࡓࠋ⌧ẁ㝵࡛ࡣࠊண ㏻▱ᚋ࡟ከືࠊഴ╀ࡢ࡝ࡕࡽࡢBPSD࠿ࡀࢃ࠿ࡽ࡞࠿ࡗࡓࡓࡵࠊ஦๓ࡢᑐฎࡣ㞴ࡋ࠸ࠋƔ BPSDࡀண ࡉࢀࡓ࡜ࡁ࡟㸪࡞࡟࠿≉ู࡞ᑐฎࢆ⾜࠸ࡲࡋࡓ࠿㸽኱ࡁࡃၥ㢟࡟࡞ࡿࡼ࠺࡞⾜ືࡣ࡞࠿ࡗࡓࡓࡵࠊぢᏲࡾࡢࡳ⾜ࡗࡓࠋƔ ண ⠊ᅖࡀ㸯㸮᫬㛫࡜࠸࠺ࡢࡣጇᙜ࡛ࡍ࠿㸽ࡶࡋ஦๓࡟ᑐฎࢆࡋ࡚࠾ࡁࡓ࠸࡜ᛮࡗࡓሙྜ࡟ࡣࠊ10᫬㛫ࡣ㛗࠸࡜ឤࡌࡲࡋࡓࠋ㸰㹼㸱᫬㛫ࡀࡼ࠸㸬Ɣ BPSDࡢ࠾▱ࡽࡏࢆ㈇ᢸ࡟ឤࡌࡓࡇ࡜ࡣ࠶ࡾࡲࡍ࠿㸽㈇ᢸ࡜ࡣឤࡌ࡞࠿ࡗࡓࡶࡢࡢࠊឤᰁ⑕ࡢࡓࡵᑐฎࢆ⾜࠺ࡢࡀ㞴ࡋ࠿ࡗࡓࠋࡲࡓࠊྠࡌ᪉ࡢ㏻▱ࡀከ࠿ࡗࡓࡓࡵ㏵୰࠿ࡽ࠶ࡲࡾぢ࡞ࡗࡓࠋƔ ࡇࡢᐇ㦂ࢆ㏻ࡋ࡚㸪BPSD࡟㛵ࡍࡿ▱㆑ࡀቑ࠼ࡲࡋࡓ࠿㸽ព㆑ࡍࡿࡁࡗ࠿ࡅ࡟࡞ࡗࡓ࡜ᛮ࠸ࡲࡍࠋᨭ᥼௓ㆤ᪋タ䛷䛾⎔ቃ䝉䞁䝅䞁䜾䛸䝞䜲䝍䝹䝉䞁䝅䞁䜾䜢฼⏝䛩䜛ㄆ▱⑕䛾⾜ື䞉ᚰ⌮⑕≧䠄㻮㻼㻿㻰䠅᥎ᐃ䛩䜛ᡭἲ䛾᳨ウ䠊z ᶵᲔᏛ⩦䛷㻮㻼㻿㻰ண 䛾ྍ⬟ᛶ䜢☜ㄆz 䝸䜰䝹䝍䜲䝮䝅䝇䝔䝮䛻䜘䜚䠈㻮㻼㻿㻰ண 䛾༶᫬ᛶ䜒᳨ドᮏࣉࣟࢪ࢙ࢡࢺࡣ㸪኱Ꮫ◊✲⪅࡟ࡼࡿ஦ᴗᥦ᱌ไᗘࠕAI࡜IoT࡟ࡼࡾㄆ▱⑕㧗㱋⪅ၥ㢟ࢆከ㠃ⓗ࡟ゎỴࡍࡿᮾி࢔ࣉ࣮ࣟࢳࡢ☜❧ࠖࢆ㏻ࡌ࡚ᮾி㒔ࡢᨭ᥼ࢆཷࡅࡲࡋࡓ㸬ឤㅰ⏦ࡋୖࡆࡲࡍ㸬㻮㻼㻿㻰䛾᥎ᐃ䛾ᐇ⏝໬䜈䛾㐨➽䜢☜ㄆ௒ᚋ௒ᅇⓎぢ䛧䛯ㄢ㢟䜢ゎỴ䛩䜛◊✲䜢⾜䛳䛶䛔䛟䠊䠄ಟኈ䠎ᖺ㻞ྡ䠇ಟኈ㻝ᖺ䠍ྡ䠅ㄢ㢟䠖ᐇ㦂᫬㛫䛾▷⦰䠈Ḟᦆ್䛾ᑐᛂ䠈ண 䛩䜛᫬㛫㛫㝸䠈䠊䠊䠊2324