关键词: wavelength, skin penetration, Biosensor, heart rate sensor, optical sensor, optical skin modelling
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Understanding Penetration Depth vs. Wavelength for Biosensor Applications 
Knowledge of the behavior of light as it impinges upon and travels through the skin is crucial for optimizing optical biosensors because it allows for accurate simulation of penetration depth as a function of wavelength. This application note reviews the absorption and reduced scattering coefficients of human skin layers as a function of wavelength. Using these coefficients, penetration depth as a function of wavelength can be simulated and the optimal light source wavelength can be chosen for a given biosensor application.
Skin consists of three main layers from the surface: the bloodfree epidermis layer (100μm thick), vascularized dermis layer (1mm to 2mm thick), and subcutaneous adipose tissue (from 1mm to 6mm thick, depending on the body site). Typically, the optical properties of these layers are characterized by absorption μ_{a} and scattering μ_{s} coefficients and the anisotropy factor g. The absorption coefficient characterizes the average number of absorption events per unit path length of photons travelling in the tissue. The main absorbers in the visible spectral range are the blood, hemoglobin, βcarotene, and bilirubin. In the IR spectral range, absorption properties of skin dermis are dominated by absorption of water. The scattering coefficient characterizes the average number of scattering events per unit path length of photons travelling in the tissue, and the anisotropy factor grepresents the average cosine of the scattering angles.
In the following sections, we outline the biological characteristics of each layer and how they affect the propagation and absorption of light.
The first and outermost section of human skin is the epidermis. The epidermis can be subdivided into two sublayers: nonliving and living epidermis. Nonliving epidermis or stratum corneum (about 20μm thick) is composed mainly of dead cells, which are highly keratinized with high lipid and protein content. It also has a relatively low water content^{1}. Light absorption in this tissue is low and relatively uniform in the visible region.
The living epidermis (100μm thick) propagates and absorbs light. The absorption properties are mainly determined by a natural chromophore, melanin^{2}. There are two types of melanin: a red/yellow pheomelanin and a brown/black eumelanin, which is associated with skin pigmentation. The melanin absorption level depends on how many melanosomes per unit volume are present. Typically, the volume fraction of the epidermis occupied by melanosomes varies from 1% (lightly pigmented specimens) to 40% (darkly pigmented specimens). The scattering properties of melanin particles are dependent on particle size and can be predicted by the Mie theory.
The dermis is a 0.6mm to 3mm thick structure composed of dense, irregular connective tissue containing nerves and blood vessels. The dermis can be divided into two layers based on the size of the blood vessels^{3}. Smaller vessels lie closer to the skin surface in the papillary dermis while larger blood vessels populate the deeper reticular dermis. Absorption in the dermis is defined by the absorption of hemoglobin, water, and lipids. Since oxyhemoglobin and deoxyhemoglobin have different absorption profiles, the oxygen saturation must be known. For an adult, the arterial oxygen saturation is generally above 95%^{4}. Typical venous oxygen saturation is 60% to 70%^{5}.
The scattering properties of the dermal layers are mainly defined by the fibrous structure of the tissue. Light can scatter on interlaced collagen fibrils and bundles as well as single collagen fibrils. Since the dermal layer is relatively thick compared to the epidermis, the average scattering properties of the skin are dominated by dermal scattering.
The subcutaneous adipose tissue is formed by a collection of fat cells containing stored fat (lipids). Its thickness varies considerably throughout the body: from nonexistent in the eyelids to up to 3cm thick in the abdomen. Absorption of the human adipose tissue is defined by absorption of hemoglobin, lipids and water. The main scatterers of adipose tissue are spherical droplets of lipids, which are uniformly distributed within the fat cells. The diameters of the adipocytes are in the range 15μm to 250μm^{6} and their mean diameter ranges from 50μm to 120μm^{7}. In the spaces between the cells there are blood capillaries, nerves, and reticular fibrils connecting each cell and providing metabolic activity to the fat tissue.
In this application note, we present a planar fivelayer optical model of human skin (see Figure 1) based on the stratified skin layers outlined above. The layers included in the model are the stratum corneum, the living epidermis, the two layers of dermis (papillary and reticular), and the subcutaneous adipose tissue layer. Thickness of the layers as well as typical ranges of blood, water, lipids, and melanin contents, and refractive indices of the layers and mean vessel diameters are presented in Table 1.
Figure 1. The fivelayer optical model of the skin (not to scale).
Table 1. Parameters of Skin Layers Used in the Simulation

In the visible and NIR spectral ranges, the absorption coefficient of each layer includes contributions from eumelanin, pheomelanin, oxyhemoglobin, deoxyhemoglobin, bilirubin, βcarotene, lipids, and water. The spectral extinction coefficients for these pigments, denoted by ^{∈}eu(λ),^{∈}ph(λ),^{∈}ohb(λ),^{∈}dhb(λ),^{∈}bil(λ), and ^{∈}β(λ), respectively, are given from the curves shown in Figure 2. The total absorption coefficient for the ^{k}th layer is given by:
μa_{k}(a_{k,eu}(λ))ϑ_{k,mel}+(a_{k,ohb}(λ)+a_{k,dhb}(λ)+a_{k,bil}(λ))ϑ_{k,blood}
+ (a_{k,eu}(λ))ϑ_{k,water} + (a_{k,lip}(λ))ϑ_{k,lip}
+ (a_{base}(λ) + a_{k, β}(λ) )(1  ϑ_{k,mel}  ϑ_{k,blood}  ϑ_{k,water}  ϑ _{k,lip})
where k = 1,…,5 is the layer number, ϑ_{k,mel}, ϑ_{k,blood}, ϑ_{k,water}, and ϑ_{k,lip} are the volume fractions of melanin, blood, water, and lipids in the k^{th }layer, and a_{k,eu}(λ), a_{k,ph}(λ), a_{k,ohb}(λ), a_{k,dhb}(λ), a_{k,bil}(λ),a_{k,water}(λ), a_{k,lip}(λ) and a_{k,β}(λ) are the absorption coefficients of eumelanin, pheomelanin, oxyhemoglobin, deoxyhemoglobin, bilirubin, water, lipids, and βcarotene respectively. a_{base,β}(λ) is the wavelength dependent background tissue absorption coefficient and is given by 7.84e8 × λ ^{3.255} cm^{1}.
Figure 2. Spectral extinction coefficient curves for the natural pigments present in skin tissues.
The eumelanin and pheomelanin absorption coefficients are given by:
a_{k.eu}(λ) = ∈_{eu}(λ)c_{k,eu}, and a_{k,ph}(λ) = ∈_{ph}(λ)c_{k,ph}
where:
c_{k,eu} = eumelanin concentration (g/L) in the k^{th }layer
c_{k,ph} = pheomelanin concentration (g/L) in the k^{th }layer
The oxyhemoglobin and deoxy hemoglobin absorption coefficients are given by:
a_{k.ohb}(λ) = c_{k,hb} * γ , and a_{k,dhb}(λ) c_{k,hb} * (1  γ)
where:
66500 = molecular weight of hemoglobin (g/mol)
c_{k,hb} = hemoglobin concentration of the blood (g/L) in the ^{k}th layer
γ = ratio of oxyhemoglobin to the total hemoglobin concentration.
The absorption coefficient of bilirubin is given by:
a_{k,bil}(λ) = c_{k,bil}
where:
585 = molecular weight of bilirubin (g/mol)
c_{k,bil} = bilirubin concentration (g/L) in the ^{k}th layer
The βcarotene absorption coefficient a_{k,β}(λ) is given by:
a_{k,β}(λ) = c_{k,β}
where:
537 = molecular weight of βcarotene (g/mol)
c_{k,β} = βcarotene concentration (g/L) in the ^{k}th layer
The absorption coefficient of water is given by:
a_{k,water}(λ) = ∈_{water}(λ)c_{k,water3}
where:
c_{k,water} = water concentration (g/L) in the kth^{ }layer.
The lipid absorption coefficient is given by:
a_{k,lip}(λ) = ∈_{water}(λ)c_{k,lip3}
wherec_{k,lip} = lipid concentration (g/L) in the kth^{ }layer.
a_{k,lip}(λ) = ∈_{water}(λ)c_{k,lip3}
The total scattering coefficient for the ^{k}th layer can be defined as:
μs(λ) = ϑ_{k,blood}C_{k}μs_{blood}(λ)+(1ϑ_{k,blood})μsT_{k}(λ).
where C_{k} is a correction factor dependent on the mean vessel diameter and the blood scattering coefficient as a function of wavelength and μsT_{k} is the total scattering coefficient of the bloodless tissue layer.
The following relations can be used for C_{k}^{8}:
C_{k} =
where d_{k,vessels}is the blood vessels diameter (cm) in the ^{k}th^{ }layer. In the case of collimated illumination of the vessels the coefficients a and b have values a = 1.007 and b = 1.228. In the case of diffuse illumination of the vessels the coefficients a and b have values a = 1.482 and b = 1.151.
The total scattering coefficient of the bloodless tissue is given by^{9}:
μsT_{k}(λ) = μs0_{k},
where μs0_{k} are the scattering coefficients at the reference wavelength 577nm listed in Table 1. Note: μsT_{k}, falls monotonically with the increase in the wavelength.
The expression for the anisotropy of scattering may be constructed to include the contribution from blood^{9}:
g_{k} (λ) = ,
where g_{k} (λ) is the anisotropy factor of the bloodless tissue and
gT_{k} (λ) = 0.7645 + 0.2355 [1  exp].
Finally, the reduced scattering coefficients is defined as μs'_{k}(λ) = μs_{k}(λ)(1  g_{k}(λ)).
To determine penetration depth as a function of wavelength, Zemax OpticStudio® software was utilized. The software uses a Monte Carlo (MC) method to trace optical rays propagating in complex inhomogeneous, randomly scattering and absorbing media. Basic MC modeling of an individual photon packets trajectory consists of the sequence of the elementary simulations: photon path length generation, scattering and absorption events, reflection and/or refraction on the medium boundaries. The specular reflection from the airtissue surface is also considered in the simulations. At the scattering site, a new photon packet direction is determined according to the HenyeyGreenstein scattering phase function:
f_{HG}(Θ) =
where Θ is the polar scattering angle. The distribution over the azimuthal scattering angle was assumed as uniform. MC technique requires values of absorption and scattering coefficients and anisotropy factor of each skin layer, its thickness and refractive index. Additionally, the mean path defined as the inverse of the scattering coefficient is required.
Using optical properties presented above, HenyeyGreenstein scattering phase function, and Zemax OpticStudio, we can simulate any biosensor configuration and determine the maximum penetration depth as a function of wavelength. For example, we have taken the following typical LEDPD biosensor configuration (Table 2 and Figure 3) and skin properties shown in Table 3, and simulated the maximum penetration depth as a function of wavelength.
Configuration property  Value  Unit 

Distance between LED and PD 
3.5 
mm 
PD size 
0.4 x 0.4 
mm x mm 
LED radiation pattern 
Lambertian 
 
LED divergence angle FWHM 
60 
degrees 
LED size 
340 x 340 
µm x mm 
LED/PD top to Stratum Corneum spacing 
0.5 
mm 
Figure 3. Dimensions of biosensor configuration used in simulation.

The absorption coefficients of the skin layers have been calculated in accordance with the presented optical model and are shown in Figure 4.
Figure 4. Absorption spectra of different skin layers calculated in accordance with the presented optical model.
The scattering coefficient, anisotropy factor, and mean path of the skin layers have been calculated in accordance with the presented model, and the result presented in Figure 5, Figure 6, and Figure 7.
Figure 6. Anisotropy factor of different skin
layers calculated in accordance with the presented optical model.
Figure 7. Scattering mean path of different skin layers calculated in accordance with the presented optical model.
The penetration depth of light into a biological tissue is an important parameter used to determine the performance of a biosensor. Simulation of the optical penetration depth has been performed with the absorption and reduced scattering coefficient values presented above. Simulation results are shown in Figure 8.
Figure 8. Simulated maximum penetration depth
for the situation given in Figure 3 and Table 3.
In this article, we have modeled human skin tissue with a fivelayer structure where each layer represents its corresponding anatomical layer. To simulate light tissue interaction, the biological characteristics of each layer is modeled with three wavelengthdependent numbers, absorption coefficient, scattering coefficient, and anisotropy factor. Then, we have used a commercial ray tracing software to calculate penetration depth of light into skin tissue for simulating the performance of optical biosensor architectures.
ReferencesOpticStudio is a registered trademark of Zemax, LLC.
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© Mar 30, 2018, Maxim Integrated Products, Inc. 
APP 6433: Mar 30, 2018
应用笔记6433, AN6433, AN 6433, APP6433, Appnote6433, Appnote 6433 