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Designers Light Forum
Light and Health:
It is more than tunable white light!
Mariana	G.	Figueiro,	PhD	
Lighting	Research	Center
Rensselaer	Polytechnic	Institute
March	28,	2017
1
Light	and	Health:	
It	is	more	than	tunable	white	
light!
Mariana	G.	Figueiro,	PhD
March	28,	2017
4/3/17
2
Credit(s)	earned	on	completion	of	
this	course	will	be	reported	to	AIA	
CES	for	AIA	members.	Certificates	of	
Completion	for	both	AIA	members	
and	non-AIA	members	are	available	
upon	request.
This	course	is	registered	with	AIA	CES
for	continuing	professional	
education.	As	such,	it	does	not	
include	content	that	may	be	deemed	
or	construed	to	be	an	approval	or	
endorsement	by	the	AIA	of	any	
material	of	construction	or	any	
method	or	manner	of
handling,	using,	distributing,	or	
dealing	in	any	material	or	product.
___________________________________________
Questions	related	to	specific	materials,	methods,	and	
services	will	be	addressed	at	the	conclusion	of	this	
presentation.
3
This	presentation	is	protected	by	US	and	International	Copyright	laws.		Reproduction,	
distribution,	display	and	use	of	the	presentation	without	written	permission	of	the	
speaker	is	prohibited.
©	The	name	of	your	company	2012
Copyright	Materials
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Electric	lighting	systems	engineered	to	
deliver	"healthy"	lighting	are	flooding	
the	market,	and	so	are	claims	
associated	with	such	products	and	
their	applications.
This	talk	will	cover	what	we	know,	
what	we	don't	know	and	we	need	to	
know	to	deliver	healthy	lighting	to	
various	populations,	from	premature	
infants	to	Alzheimer’s	disease	
patients.
Course	Description
5
Learning
Objectives
1. Understand	basics	of	circadian	system	
2.Undestand	lighting	characteristics	affecting	the	circadian	system
3.Understand	how	to	calculate	circadian	stimulus
4.	Understand	what	populations	light	has	been	shown	to	affect	
sleep,	mood	and	behavior
At	the	end	of	the	this	course,	participants	will	be	able	to:
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Lighting	affects	three	systems
Visual	+	non-visual	+	message
7
Distribution
Appearance Visual System
Visual
Performance
Performance,
Well-being,
Satisfaction, and
Comfort
Alerting Effects Non-Visual Systems Phase Shift
Amount Spectrum DurationDistribution Timing
Culture,
Experience,
Expectations
TimingSpectrum DurationAmount
Lighting	affects	three	systems
Visual
8
Appearance Visual System
Visual
Performance
Performance,
Well-being,
Satisfaction, and
Comfort
Alerting Effects Non-Visual Systems Phase Shift
Amount Spectrum DurationDistribution Timing
Culture,
Experience,
Expectations
TimingSpectrum DurationAmount Distribution
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Relative	visual	performance
Size	+	Contrast	+	Illuminance	+	Age
9
Luminance	
contrast
Retinal	
illuminance
Visual	size
RVP
IESNA	Handbook
Appearance/Brightness	Perception
Warm 2700 K Cool 6500 K
Low100IxHigh350Ix
r = 0.7
10
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Control	over	glare,	reflections	and	shadows
11
Glare
Shadows
Reflection
Photo	Researchers
Encarta
Doug	Martin	/	Photo	Researchers,	Inc
Lighting	affects	three	systems
Message
12
Appearance Visual System
Visual
Performance
Performance,
Well-being,
Satisfaction, and
Comfort
Alerting Effects Non-Visual Systems Phase Shift
Amount Spectrum DurationDistribution Timing
Culture,
Experience,
Expectations
TimingSpectrum DurationAmount Distribution
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What	is	the	message?
13
vs.
Perceptual	system	
• Preference	for	view
• Biophilia hypothesis
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Lighting	affects	three	systems
Non-Visual
15
Appearance Visual System
Visual
Performance
Performance,
Well-being,
Satisfaction, and
Comfort
Alerting Effects Non-Visual Systems Phase Shift
Amount Spectrum DurationDistribution Timing
Culture,
Experience,
Expectations
TimingSpectrum DurationAmount Distribution
Circadian	system
• Plants	and	animals	exhibit	
patterns	of	behavioral	and	
physiological	changes	over	an	
approximately	24-hour	cycle	that	
repeat	over	successive	days—
these	are	circadian	rhythms
• circa	=	about;	dies	=	day
• Circadian	rhythms	are	
influenced	by	exogenous	
and	endogenous	rhythms
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Light	is	the	primary	synchronizer	
of	circadian	rhythms	to	local	
position	on	Earth
17
Light is the primary synchronizer of
circadian rhythms to local position on Earth
The natural, 24-hour,
light-dark cycle
light
retina
suprachiasmatic
nucleus
hypothalamus
thalamus
lateral geniculate
nucleus
pineal gland
signals to body
optic nerve
24.2
Adapted	from	National	Library	of	Medicine	image,	2007	
(public	domain)
…also the major disruptor
Circadian	disruption	and	health
• Circadian disruption has been associated with:
– Poor	sleep,	poor	performance	and	high	stress
Eismann,	E.	A.,	Lush,	E.,	&	Sephton,	S.	E.	(2010).	Circadian	effects	in	cancer-relevant	psychoneuroendocrine and	immune	pathways.	
Psychoneuroendocrinology,	35(7),	963-976.
Gumenyuk,	V.,	Howard,	R.,	Roth,	T.,	Korzyukov,	O.,	Drake,	C.L.	(2014)	Sleep	loss,	circadian	mismatch,	and	abnormalities	in	reorienting	of	attention	in	
night	workers	with	shift	work	disorder.	Sleep.	March	1;	37(3):	545–556.
– Increased	anxiety	and	depression
Du-Quiton,	J.,	Wood,	P.	A.,	Burch,	J.	B.,	Grutsch,	J.	F.,	Gupta,	D.,	Tyer,	K.,	.	.	.	Reynolds,	J.	L.	(2010).	Actigraphic assessment	of	daily	sleep–activity	pattern	
abnormalities	reflects	self-assessed	depression	and	anxiety	in	outpatients	with	advanced	non-small	cell	lung	cancer.	Psycho-Oncology,	19(2),	180-189.
– Increased	smoking
Kageyama,	T.,	Kobayashi,	T.,	Nishikido,	N.,	Oga,	J.,	&	Kawashima,	M.	(2005).	Associations	of	sleep	problems	and	recent	life	events	with	smoking	
behaviors	among	female	staff	nurses	in	Japanese	hospitals.	Industrial	Health,	43(1),	133-141.
– Cardiovascular	disease	
Young,	M.	E.,	&	Bray,	M.	S.	(2007).	Potential	role	for	peripheral	circadian	clock	dyssynchrony in	the	pathogenesis	of	cardiovascular	dysfunction.	Sleep	
Medicine,	8(6),	656-667.
Maemura,	K.,	Takeda,	N.,	&	Nagai,	R.	(2007).	Circadian	rhythms	in	the	CNS	and	peripheral	clock	disorders:	role	of	the	biological	clock	in	cardiovascular	
diseases.	Journal	of	Pharmacological	Sciences,	103(2),	134-138.
– Type	2	diabetes	
Kreier,	F.,	Kalsbeek,	A.,	Sauerwein,	H.	P.,	Fliers,	E.,	Romijn,	J.	A.,	&	Buijs,	R.	M.	(2007).	“Diabetes	of	the	elderly”	and	type	2	diabetes	in	younger	patients:	
Possible	role	of	the	biological	clock.	Experimental	Gerontology,	42(1),	22-27.
– Higher	incidence	of	breast	cancer
Schernhammer,	E.	S.,	Laden,	F.,	Speizer,	F.	E.,	Willett,	W.	C.,	Hunter,	D.	J.,	Kawachi,	I.,	&	Colditz,	G.	A.	(2001).	Rotating	night	shifts	and	risk	of	breast	
cancer	in	women	participating	in	the	Nurses'	Health	Study.	Journal	of	the	National	Cancer	Institute,	93(20),	1563-1568.
Hansen,	J.	(2006).	Risk	of	breast	cancer	after	night-and	shift	work:	current	evidence	and	ongoing	studies	in	Denmark.	Cancer	Causes	&	Control,	17(4),	
531-537.
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Lighting	affects	three	systems
Visual	+	non-visual	+	message
19
Distribution
Appearance Visual System
Visual
Performance
Performance,
Well-being,
Satisfaction, and
Comfort
Alerting Effects Non-Visual Systems Phase Shift
Amount Spectrum DurationDistribution Timing
Culture,
Experience,
Expectations
TimingSpectrum DurationAmount
Lighting characteristics
Spectral and absolute sensitivities
20
Absolute sensitivity
Rea, M. S., Figueiro, M. G., Bullough, J. D., & Bierman, A. (2005). A model of phototransduction
by the human circadian system. Brain Research Reviews, 50(2), 213-228.
Rea, M. S., Figueiro, M. G., Bierman, A., & Hamner, R. (2012). Modelling the spectral sensitivity
of the human circadian system. Lighting Research and Technology, 44(4), 386-396.
Spectral sensitivity
outdoors
night
indoors
home
indoors
office
outdoors daytime
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Lighting	characteristics
Timing
• Light	can	change	the	timing	of	sleep	
and	either	promote	entrainment	or	
cause	disruption
– Morning	light	(after	minimum	core	
body	temperature)	will	advance	the	
timing	of	sleep
– Evening	light	(before	minimum	core	
body	temperature)	will	delay	the	
timing	of	sleep
– But,	every	photon	counts!
21
Rajaratnam S,	Arendt	J.	Health	in	a	24-h	Society.	
The	Lancet.	2001;	358(9286):999-1005.
Figueiro,	MG.	Delayed	sleep	phase	
disorder:	clinical	perspective	with	a	
focus	on	light	therapy. Nature	and	
Science	of	Sleep	2016;	8:91-106	.	
Our	working	hypothesis
• Tailored	lighting	intervention	designed	to	promote	
circadian	entrainment	can	improve	sleep,	mood,	and	
behavior	in	various	populations
– Sufferers	from	Seasonal	Depression
– Office	workers
– Submariners
– Teenagers	with	delayed	sleep	onset
– Older	adults	with	early	sleep	onset
– Alzheimer’s	disease	and	related	dementia	patients
– Cancer	patients	experiencing	fatigue	and	sleep	disturbances
• Tailored	intervention	designed	to	promote	alertness	in	
dayshift	and	nightshift	workers
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• Circadian	stimulus:	Metric	for	
quantifying	effectiveness	of	light	
sources	for	activating	the	circadian	
system
• CS	is	equivalent	to	percent	melatonin	
suppression	after	1-h	exposure	to	the	
light	source
– An	indication	of	how	effective	the	
light	source	is	for	the	circadian	system
– Caveat:	does	not	take	into	account	
duration	of	exposure,	photic	history	
and	is	based	on	acute	melatonin	
suppression	(not	phase	shifting	of	the	
clock)
• Threshold	=	0.1	CS;	half	max	=	0.3	CS;	
saturation	=	0.7	CS
Specification	of	the	light	stimulus
23
Calculating	CS
• Important	considerations:
– Vertical	Illuminance	(light	at	the	plane	of	the	cornea)
– Light	level
– Spectrum
– Timing	and	duration	of	exposure
– Photic	history	
• Exposure	to	CS	of	0.3	or	greater	at	the	eye,	for	at	least	
1	hour	in	the	early	part	of	the	day,	is	effective	for	
stimulating	the	circadian	system
• CS	calculator	was	developed	to	aid	designers	and	
specifiers	in	selecting	light	sources	that	has	the	
potential	for	affecting	the	circadian	system
24
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25
http://www.lrc.rpi.edu/resources/CircadianStimulusCalculator_30
Apr2016.xlsx
Important	Considerations:	
Light	at	the	cornea
• When	designing	for	circadian	health,	light	at	the	
plane	of	the	cornea	becomes	the	primary	target
• The	ratio	of	horizontal	illuminance	to	vertical	
illuminance	becomes	important	when	looking	at	the	
optic	of	a	fixture
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Important	Considerations:	
Light	level	and	Spectrum
• Lower	light	levels	will	achieve	relatively	lower	CS	
values	unless	compensated	for	by	an	SPD	with	more	
power	at	shorter	wavelengths	
• Maintaining	a	single	correlated	color	temperature	
(CCT)	throughout	the	day	and	achieving	changes	in	
CS	values	is	possible	by	simply	increasing	or	
decreasing	light	level
• It’s	important	to	request	the	SPD	from	the	
manufacturer	for	any	fixtures	being	considered.	SPDs	
can	vary	for	a	single	CCT
27
Important	Considerations:	
Light	level	and	Spectrum
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Important	Considerations:	
Timing	and	duration
29
Example	of	a	recommended	schedule	for	a	senior	care	facility.
w Carefully	consider	who	will	be	occupying	the	space.
› Schools	and	nursing	homes	will	have	occupants	that	require	
circadian	stimulation	at	different	times.
w While	0.3	is	a	good	minimum	CS	for	stimulating	the	
circadian	system,	timing	of	exposure	matters!
Tailored	lighting	intervention	designed	to	promote	
circadian	entrainment
• Promote	entrainment	in	various	populations	by
– Delivering	high	circadian	stimulus	(CS>0.3)	during	the	day,	
especially	in	the	morning,	and	low	CS	(CS<0.1)	in	the	
evening,	to	promote	entrainment	in	Alzheimer’s	disease	
patients,	older	adults	with	early	sleep	onset,	adolescents,	
premature	infants,	cancer	patients	undergoing	treatment)
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Circadian	entrainment	in	adolescents
• USGBC	research	grant
– Light	impacts	students’	performance	
and	well-being	by	promoting	their	
circadian	entrainment	to	the	solar	day
– Performed	3	field	studies
• Demonstrated	that	lack	of	morning	
circadian	light	delays	dim	light	melatonin	
onset,	which	can	delay	sleep	onset
31
Sponsor: USGBC
Figueiro	MG	and	Rea	MS.	Lack	of	short-wavelength	light	during	the	school	day	delays	dim	light	melatonin	onset	(DLMO)	in	middle	school	
students.	NeuroEndocrinology Letters.	2010;	31:	4.
Figueiro	MG,	Brons J,	Plitnick B,	Donlan B,	Leslie	R,	and	Rea	MS.	2011.	Measuring	circadian	light	and	its	impact	on	adolescents.	Lighting	Research	
and	Technology	(LR&T)	43(2):201-215.
Figueiro	MG	and	Rea	MS.	2010.	Evening	daylight	may	cause	adolescents	to	sleep	less	in	spring	than	in	winter.	Chronobiology	International	
27(6):1242-58.
Circadian	entrainment	in	adolescents	Impact	of	
computer	screens	on	melatonin	levels
32
0%
10%
20%
30%
40%
50%
1	hour 2	hour
Melatonin	suppression
Predicted	suppression	from	Daysimeter	data:	10%
Actual	suppression:	25%
Figueiro	and	Overington,	2015
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Circadian	entrainment	in	premature	infants
• Premature	infants
– Increased	weight	gain	and	reduced	days	in	ventilator	
in	premature	infants	who	received	cycled	light	
compared	to	those	who	received	either	constant	
light	or	constant	darkness
– Improved	sleep	and	circadian	rhythms	after	
discharge	in	premature	infants	who	received	cycled	
light	compared	to	those	who	received	either	
constant	light	or	constant	darkness
• LRC	is	working	with	neonatologist	to	develop	a	light	
blanket	that	can	be	placed	on	top	of	incubator
– Deliver	cycled	light
– Good	color	rendering
– Examination	light
– Camera	for	parents	to	monitor	infants	
from	afar
33
Circadian	entrainment	in	
persons	with	dementia
• Study	tested	the	effectiveness	of	a	tailored	light	
treatment	on	sleep	quality,	agitation	and	depression	in	
14	patients	with	Alzheimer’s	disease	and	related	
dementias	living	in	nursing	homes
• High	circadian	stimulation	(CS>0.3)	during	daytime
• 300-400	lux	at	the	cornea	from	waking	to	6	pm
• Bluish-white	light,	CCT	>	9000	K
• Results	showed	increase	in	sleep	efficiency,	total	sleep	
time,	reduction	in	agitation	and	depression
34
Sponsor:	National	Institute	on	Aging	(R01AG034157)
Figueiro	et	al.	2014
4/3/17
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Circadian	entrainment	in	persons	with	dementia
• Exposed	6	subjects	to	light	table	
(CS	>	0.4)	for	4	weeks
• Results	showed	a	significant	
increase	in	sleep	efficiency	and	
duration
35
Sponsor:	National	Institute	on	Aging	(R01AG034157)
Figueiro M, Plitnick B and Rea M. Research Note: A self-luminous light table for
persons with Alzheimer’s disease. Light Res Technol. 2015: 1477153515603881.
Circadian	entrainment	to	reduce	fatigue	in	cancer	patients
36
Patients:	Breast	and	gynecological	cancer	
survivors	with	clinically	significant	fatigue
Protocol:	30-min	exposure	to	morning	
light	at	baseline	(after	completion	of	
chemo),	4	weeks	after	intervention	and	3	
weeks	after	completion	of	the	light	
intervention
Light	intervention:	30	min	in	front	of	a	
light	box	within	30	min	of	waking.	
Comparison:	dim	red	light
Results:	Significant	improvement	in	
fatigue	symptoms	in	the	light	condition
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Circadian	entrainment	to	reduce	fatigue	in	bone	marrow	
transplant	patients
• In	collaboration	with	Dr.	William	
Redd (Oncological	Sciences),	we	
are	investigating	the	impact	of	a	
CS	of	0.3	during	the	morning	
hours	on:
– Circadian	markers	(melatonin)
– Fatigue
– Depression
– Sleep
37
Sponsor:	National	Cancer	Institute,	PI:	Dr.	Redd
Other	applications	to	look	out	for
• Using	light	to	reduce
– Sleep	disturbances	in	Veterans	with	PTSD
– Post	partum	depression	symptoms
– Delirium	in	ICU	patients
– Sleep	and	fatigue	in	Parkinson’s	disease	patients
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Tailored	intervention	designed	to	promote	alertness	in	
dayshift	and	nightshift	workers
Promote	acute	alertness	(e.g.	=	cup	of	coffee)
39
.	
Sponsor:	Office	of	Naval	Research	(N00014-11-1-0572)
NIOSH/CDC
Lighting	for	nightshift	workers
• Studies	showed	that	red	light,	which	does	not	suppress	
nocturnal	melatonin	can:
– Improve	subjective	and	objective	measures	of	alertness
– Improve	certain	types	of	performance,	similar	to	white	light
40
Sponsor: Office of Naval Research
Figueiro MG, Sahin L, Wood B and Plitnick B. Light at night and measures of alertness and performance: Implications
for shift workers. Biological Research for Nursing. 2014; In Press.
4/3/17
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Lighting	for	dayshift	workers
• Studies	showed	that	red	light	during	post-lunch	dip:
– Improves	subjective	and	objective	measures	of	alertness
– Improves	certain	types	of	performance
41
Sponsor:	Office	of	Naval	Research	(N00014-11-1-0572)
Sahin L, Wood BM, Plinick BA, Figueiro MG. Daytime light exposure: Effects on biomarkers, measures of alertness,
and performance. Behavioral Brain Research, 2014, 274:176-185.
Tips	for	designing	for	circadian	health
• Think	about	layers of	light!
– Some	designers	or	specifiers	may	
have	strict	energy	restrictions	that	
prevent	CS	targets	from	being	
met.	
• Consider	using	saturated	blue	(e.g.,	
peak	wavelength	=	470	nm)	LEDs	as	a	
way	to	boost	CS	in	creative	ways.
– Studies	have	shown	that	red	light	
can	have	an	acute	alerting	effect	
without	suppressing	melatonin.
• Consider	using	red	light	as	a	way	to	
boost	alertness	for	occupants.
42
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Lighting	Patterns	for	Healthy	Buildings
43
w The	LRC	has	developed	a	website	detailing	lighting	
design	patterns	for:
› 24-h	lighting	scheme	for	seniors’	facilities
http://lightingpatternsforhealthybuildings.org/
Summary
• Light	promotes	entrainment	to	the	local	time	on	Earth
– Short-wavelength	(blue)	light	is	maximally	effective;	
– White	light	at	higher	light	levels	than	needed	for	vision	is	
needed;	
– Red	light	is	not	effective
• Morning	light	is	“good”	but	evening	light	should	be	avoided
– Need	to	keep	track	of	total	light	exposures
• Light	has	an	acute	alerting	effect	on	people
– Brain	activities
– Biomarkers	other	than	melatonin	levels
– Any	color	of	light	is	effective
– Mechanisms	are	not	well	defined;	need	to	develop	a	spectral	
sensitivity
44
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Thank	you.
www.lrc.rpi.edu
http://lightingpatternsforhealthybuildings.org/
http://www.lrc.rpi.edu/resources/CircadianStimulusCalculator_30A
pr2016.xlsx
This	concludes	The	American	Institute	of	Architects	Continuing	
Education	Systems	Course
46
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Acknowledgments
v Organizers	of	the	event
Ø Gary	Mann
v Lighting	Research	Center’s	faculty,	staff	and	students
Ø Mark	S.	Rea,	PhD
Ø Barbara	Plitnick,	RN
Ø Sharon	Lesage
Ø Kassandra Gonzalez,	MS
Ø Ryan	Bromm
Ø Andrew	Bierman,	MS
Ø Geoff	Jones
Ø Dennis	Guyon
Ø David	Pedler
Ø Rohan Nagar
Ø Charlie	Roohan
Ø Ryan	Kutler
47
Light	and	Health	Project	Sponsors
v National	Institute	on	Aging
v National	Institute	on	Drug	Abuse
v National	Institute	of	Nursing	Research
v National	Cancer	Institute
v National	Center	for	Complementary	and	Alternative	Medicine
v Eunice	Shriver	National	Institute	of	Child	Health	and	Development
v National	Institute	of	Occupational	and	Safety	Health	(CDC/NIOSH)
v General	Services	Administration	(US	GSA)
v US	Department	of	State
v Office	of	Naval	Research
v US	Navy
v US	Green	Building	Council
v The	Swedish	Energy	Agency
v Boeing
v Google
v Acuity	Brands
48
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Light	and	Health	Alliance	Sponsors
Acuity	Brands,	Cree,	Current	Powered	by	GE,	Ketra,	Philips	Lighting,	OSRAM,	USAI	Lighting
49
The Light and Health Alliance is a collaboration
amongMembers(manufacturers,governmentorganizations
and NGOs, codes and standards bodies) and practitioners,
including architects, specifiers, medical facility managers
and physicians, to enable the broad adoption of lighting
for human health by producing factual information based
on basic and applied research and by visualizing future
applications.
Goals
• Conduct evaluations, demonstrations, and research
projects to develop practical devices and applications.
• Institutes to educate key audiences on light and health
with a particular emphasis on developing quantitative
lighting specifications.
• Presentations at conferences to promote the topic of
light and health, and the Light and Health Alliance.
Mission
To bridge the science of light and health to practical
applications, and to provide objective information based
on basic and applied research.
Member Benefits
• Meetings to inform Members of our latest research
activities, and discussions that would advance
attention to light and health in the public sector.
• Forums to provide an intellectual and physical
meeting place — a neutral ground for Members and
practitioners to share important insights.
• Influence to shape the research agenda.
• Early presentations of research results.
• Generation of pilot data — an essential requirement
for funding from the National Institutes of Health.
• Confidential research sponsored under separate
contract and IP agreement.
Cost: $30k per year; $20k per year for LRC Partners. A 3-year
commitment provides an additional $5,000 discount per
year. The LRC will establish and publically announce the
alliance after three sponsors join.
21 Union Street, Troy, NY 12180
518-687-7100
www.lrc.rpi.edu
Contact: Mariana G. Figueiro, PhD
figuem@rpi.edu
www.lrc.rpi.edu/programs/lightHealth/index.asp
Light and Health Alliance
Mission
To	bridge	the	science	of	light	and	health	to	
practical	applications,	and	to	provide	objective	
information	based	on	basic	and	applied	
research
Goals:	
• Conduct	evaluations,	demonstrations,	and	
research		projects	to	develop	practical	
devices	and	applications
• Institutes	to	educate	key	audiences	on	light	
and	health		with	a	particular	emphasis	on	
developing	quantitative	
lighting	specifications
• Presentations	at	conferences	to	promote	
the	topic	of	light	and	health,	and	the	Light	
and	Health	Alliance
Project	collaborators
• Mt.	Sinai	Icahn	School	of	Medicine
• Brown	University
• Yale	University
• Case	Western	Reserve	University
• University	of	North	Carolina,	Chapel	Hill
• Harvard	University	School	of	Public	Health
• Skidmore	College
• Duke	University
• National	Institute	on	Drug	Abuse	Intramural	Research
• Netherlands	Institute	for	Neuroscience
• Cornell	University
• Naval	Submarine	Medical	Research	Laboratory
50

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