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Intelligent LED Dimming With Deep Learning: Yav Tom Ntej Ntawm Cov Teeb Pom Kev Zoo

Ntse LED DimmingNrog Deep Learning: Lub neej yav tom ntej ntawm Adaptive Lighting

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Nyob rau hauv lub evolving sai heev toj roob hauv pes ntawmLED teeb pom kev zoo, kev hloov ntawm qhov yooj yim illumination mus rau ntse, adaptive systems marks ib tug tseem ceeb technologies leap. Ib txwm dimming txoj kev, thaum ua haujlwm, nce luv luv hauv qhov chaw muaj zog uas siv zog, kev nplij siab, thiab kev hloov pauv ntawm cov ntsiab lus tseem ceeb. Tsab ntawv xov xwm no tshawb txog qhov tseem ceeb tshaj plaws rau kev txawj ntse LED dimming, siv kev kawm sib sib zog nqus los tsim cov tshuab uas tsis yog ua haujlwm nkaus xwb tab sis kuj tau kwv yees thiab ua haujlwm tau zoo.

 

Cov kev txwv ntawm Traditional Dimming

 

Cov txheej txheem dimming ib txwm, xws li PWM (Pulse Width Modulation) thiab analog dimming, feem ntau kho qhov ci raws li lub sijhawm teem ua ntej lossis qhov yooj yim nrhiav kom pom cov lus tsa suab. Lawv tsis muaj peev xwm nkag siab txog qhov nyuaj ib puag ncig lossis cov neeg siv xav tau. Cov teeb meem tshwm sim muaj xws li:

Tsis muaj peev xwm hloov mus rau qhov tiag - lub sijhawm hloov pauv hauv ib puag ncigteeblos yog cov neeg siv muaj nyob

Kev tswj tsis zoo ntawm cov xim kub thiab glare, ua rau pom qhov tsis xis nyob

Cov khoom siv hluav taws xob tseem ceeb hauv qhov chaw tsis muaj neeg nyob lossis teeb pom kev txaus

Lub sij hawm teb qeeb ua rau tsis sib haum ntawm lub teeb pom kev zoo thiab cov neeg siv txav

Cov kev txwv no qhia txog qhov kev xav tau ceev tshaj plaws rau kev siv teeb pom kev zoo dua, kev sib xyaw ua ke ntau dua.

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Txoj Kev Kawm tob tob

 

Kev tshawb fawb tsis ntev los no los ntawm Wang Xi thiab Wang Zhiting (2025) qhia txog kev sib xyaw ua ke ntse ntse dimming algorithm uas sawv cev rau kev nce qib tseem ceeb hauv kev siv lub teeb pom kev zoo. Lawv txoj hauv kev sib koom ua ke ntau cov ntaub ntawv los ntawm lub teeb pom kev sib sib zog nqus neural network, tsim kom muaj kev nkag siab tiag tiag thiab hloov mus rau nws ib puag ncig.

Yuav ua li cas Intelligent System ua haujlwm

Lub system architecture ua raws li qhov "sense- txheej txheem- ua" sophisticated:

 

1. Ntau-Modal Sensing Layer
Lub kaw lus sib koom ua ke ntau yam sensors los tsim kom muaj kev nkag siab zoo ntawm ib puag ncig:

Lub teeb siv lub teeb (BH1750) ntsuas ambient illumination theem

Infrared sensors (AM412) ntes tib neeg lub xub ntiag thiab txav mus los

Dav - lub koob yees duab lub kaum ntse ntse (OV5647) ntes cov ntaub ntawv pom kev rau kev tsom xam qib siab

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2. Intelligent Processing Core
Siv cov qauv kev kawm tob, lub kaw lus ua cov ntaub ntawv sib txawv no:

YOLOv5s qauv tshuaj xyuas tib neeg lub cev thiab cov qauv txav

LSTM networks txheej txheem ntu ntuteebkev siv zog hloov

MobileNetV3 rho tawm spatial nta los ntawm cov ntaub ntawv pom

Cov txheej txheem saib xyuas qhov tseem ceeb tshaj plaws ntawm cov ntaub ntawv tseem ceeb

 

3. Kev Txiav Txim Kho Kom Zoo-Ua
Lub kaw lus tsim cov tswv yim pom kev teeb pom kev zoo los ntawm:

Sib npaug ntau lub hom phiaj: kev siv hluav taws xob, kev nplij siab ntawm cov neeg siv, thiab kev xav pom

Kev sib koom ua ke tiag tiag - lub sijhawm tawm tswv yim los txhim kho kev ua haujlwm tsis tu ncua

Xyuas kom ua raws li cov qauv teeb pom kev zoo (EN12464-1)

 

Pov Thawj Kev Ua Tau Zoo: Kev sim cov txiaj ntsig

Cov kev tshawb fawb pom tau tias muaj kev txhim kho ntau ntawm cov kev ntsuas kev ua haujlwm tseem ceeb:

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Teeb pom kev tseeb:

Tsoos PID tswj: 32.7 ± 4.2 lux MAE

Tswv yim algorithm: 12.3 ± 1.5 lux MAE

62.4% kev txhim khonyob rau hauv qhov tseeb dimming

Teb ceev:

Tib -modal CNN: 86± 5 ms teb qeeb

Tswv yim algorithm: 24 ± 2 ms teb qeeb

 

72.1% sai dualub sij hawm teb

Zog Efficiency:

Fuzzy tswj: 0.037 ± 0.004 W / lux

Lub tswv yim algorithm: 0.029 ± 0.002 W / lux

21.6% kev txhim khonyob rau hauv lub zog efficiency

Cov txiaj ntsig no tau lees paub qhov ua tau zoo ntawm ntau yam - kev ua qauv ua qauv hauv qhov tiag - ntiaj teb cov xwm txheej, suav nrog chaw ua haujlwm, chaw kuaj mob, thiab qhov chaw hauv txoj kev hauv tsev.

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Tiag -Kev Siv Ntiaj Teb

Qhov no ntse dimming tshuab muaj dav siv nyob rau hauv ntau yam sectors:

 

Chaw Ua Haujlwm Lag Luam:

Tsis siv neeg hloov kho raws li nyob thiab lub teeb pom kev zoo

Tus kheej teeb pom kev zoo rau cov chaw ua haujlwm ib leeg

Kev txuag hluav taws xob thaum tawm - teev thiab hauv qhov chaw tsis siv

 

Cov Chaw Kho Mob:

Adaptive teeb pom kev zoo uas txhawb cov neeg mob kev nplij siab thiab cov neeg ua haujlwm xav tau

Circadian atherosclerosis- teeb pom kev zoo hauv cov neeg mob

Teeb pom kev kub ceev uas teb rau cov xwm txheej tshwj xeeb

 

Cov Tsev Kawm Ntawv Qib Siab:

Chav kawm teeb pom kev zoo uas hloov mus rau kev qhia sib txawv

Lub tsev qiv ntawv teeb pom kev zoo uas teb rau kev nyob thiab nyeem ntawv xav tau

Zog optimization thoob plaws hauv tsev kawm ntawv loj

 

Kev pom zoo: Shenzhen Benwei Teeb pom kev zoo - Koj tus khub hauv teeb pom kev ntse

Rau cov lag luam nrhiav kev sivtxiav- ntug ntse teeb pom kev zookev daws teeb meem, Shenzhen Benwei Teeb pom kev zoo muaj cov txheej txheem LED siab heev uas suav nrog cov thev naus laus zis kev kawm tob tshaj plaws.

 

Vim li cas thiaj xaiv Benwei Intelligent Lighting?

 

Advanced AI Integration
Benwei cov tshuab suav nrog cov txheej txheem sophisticated uas kawm thiab hloov kho rau koj qhov chaw tshwj xeeb, ua kom pom kev pom kev zoo thaum ua kom txuag hluav taws xob.

Pov thawj Performance
Nrog kev siv thev naus laus zis tau lees paub los ntawm kev tshawb fawb kev kawm, Benwei muab kev txhim kho ntsuas qhov tseeb, lub sijhawm teb, thiab kev siv hluav taws xob.

Customizable Solutions
Txawm hais tias koj xav tau lub teeb pom kev zoo rau cov chaw ua haujlwm, chaw kho mob, lossis chaw ua haujlwm, Benwei muab cov kev daws teeb meem uas ua tau raws li koj cov kev xav tau tshwj xeeb.

 

Seamless kev koom ua ke
Benwei cov tshuab tau tsim los rau kev sib koom ua ke yooj yim nrog cov txheej txheem uas twb muaj lawm, txhawb cov txheej txheem kev cai zoo li DALI-2.0 rau kev siv ncaj qha.

Kev txhawb nqa tsis tu ncua thiab kev tsim kho tshiab
Raws li tus thawj coj thev naus laus zis, Benwei txuas ntxiv hloov kho nws cov kab ke nrog kev nce qib tshiab hauv AI thiab teeb pom kev siv thev naus laus zis.

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Lub neej yav tom ntej ntawm kev txawj ntse teeb pom kev zoo

Kev koom ua ke ntawm kev kawm tob rau hauvLED teeb pom kev zoo systemssawv cev ntau dua li kev txhim kho ntxiv xwb- nws yog qhov hloov pauv tseem ceeb hauv peb xav txog kev teeb pom kev zoo li cas. Cov tshuab ntse no tsis yog muab lub teeb xwb; lawv nkag siab txog cov ntsiab lus, cia siab tias yuav xav tau, thiab tsim kom pom qhov pom kev ib puag ncig zoo thaum txo qis kev siv zog.

Raws li kev tshawb fawb pom, lub neej yav tom ntej ntawm teeb pom kev zoo nyob hauv cov tshuab uas tuaj yeem:

Ua ntau cov ntaub ntawv ntws hauv lub sijhawm.

Kawm los ntawm cov neeg siv tus cwj pwm thiab cov qauv ib puag ncig

Ua kev txiav txim siab ntse uas sib npaug ntau lub hom phiaj

Txuas ntxiv txhim kho los ntawm kev tawm tswv yim mechanisms

 

Xaus

Kev tshawb fawb los ntawm Wang Xi thiab Wang Zhiting (2025) qhia meej meej tias kev kawm tob - lub zog ntse dimming sawv cev rau lub neej yav tom ntej ntawm LED teeb pom kev zoo. Los ntawm kev ua tiav62.4% qhov tseeb dua, 72.1% teb sai, thiab21.6% txhim kho lub zog efficiencypiv rau cov txheej txheem ib txwm muaj, qhov kev qhia no tau teeb tsa tus qauv tshiab rau cov teeb pom kev zoo.

 

Rau cov lag luam tab tom nrhiav upgrade lawvteeb pom kev zooinfrastructure, Shenzhen Benwei Teeb pom kev zoo muaj kev sib xyaw ua ke zoo tshaj plaws ntawm kev siv thev naus laus zis, kev ua haujlwm pov thawj, thiab kev txhawb nqa txhim khu kev qha. Lawv cov kev daws teeb meem ntse teeb pom kev zoo tuaj yeem pab koj txo cov nqi hluav taws xob, txhim kho cov neeg siv kev nplij siab, thiab nyob twj ywm ntawm lub hauv ntej ntawm lub teeb pom kev zoo.

 

Cov ntaub ntawv

Wang Xi, Wang Zhiting (2025). Kev tshawb fawb ntawm Kev Txawj Ntse Dimming Algorithm rau LED Teeb Raws li Kev Kawm Sib Sib Tham.Tuam Tshoj Teeb & Teeb pom kev zoo, (5): 131–134. PIB: 10.3969/j.issn.1002-6150.2025.05.033

Liang Bingyu, Zhang Yaqiang (2024). Kev tshawb fawb ntawm Optical Colour Quality Optimization of LED Lighting Systems Raws li kev kawm tob.Tuam Tshoj Teeb & Teeb pom kev zoo, (9): 18-20.

Li Yongzhen (2023). Kev tshawb fawb txog LED Ntse Teeb Pom Kev Teeb pom kev zoo raws li kev kawm tob. [D]. Chengdu: University of Electronic Science thiab Technology.

Yang Ling, Song Lin, Cheng Yong, et al. (2016). Kev tshawb nrhiav thiab tsim kev txawj ntse LED Tswj System Raws li kev kawm tob.Xov Xwm Technology, (2): 10-13.

 

Peb qhov kev pabcuam:

 

1. Koj qhov kev nug ntsig txog peb cov khoom lossis cov nqi yuav raug teb rau hauv 24 teev.

 

2. Zoo-cov neeg ua haujlwm tau kawm thiab paub txog los teb tag nrho koj cov lus nug ua lus Askiv zoo.

 

3. OEM & ODM: Peb tuaj yeem pab koj tsim thiab muab tso rau hauv ntau lawm.

 

4. Distributorships muaj rau koj tus kheej tsim thiab ib co ntawm peb cov qauv tam sim no.

 

5. Kev tiv thaiv koj thaj chaw muag khoom, cov tswv yim ntawm kev tsim, thiab tag nrho koj cov ntaub ntawv ntiag tug.

 

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