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Ellipsometry

Ellipsometry is a non-destructive optical technique that measures changes in the polarization state of light upon reflection or transmission from a material surface or thin film, enabling the determination of film thickness, refractive index, and extinction coefficient with sub-nanometer sensitivity.^[1]^[2]^[3] The method relies on the principles of polarized light interaction with matter, where linearly polarized light at oblique incidence is reflected with altered amplitude (characterized by the ratio \Psi) and phase (\Delta) between parallel (p) and perpendicular (s) components, quantified by the complex ratio \rho = \tan \Psi e^{i\Delta}.^[1]^[2] These parameters are derived from experimental setups such as rotating analyzer or polarizer ellipsometers, which use compensators and detectors to resolve polarization states, often represented on the Poincaré sphere for analysis.^[3] The technique solves an inverse problem by modeling the sample structure and fitting measured \Psi and \Delta to theoretical Fresnel reflection coefficients, typically via regression or advanced methods like machine learning to handle ambiguities in multilayer systems.^[2] Ellipsometry, first developed in the mid-19th century, has seen significant advancements since the mid-20th century for characterizing nanometer-scale layers in microelectronics, and now supports spectroscopic variants across UV to IR wavelengths for enhanced material specificity.^[4]^[1]^[3] Its primary applications include thin-film metrology in semiconductors, where it assesses oxide layers on silicon (e.g., thicknesses of 3–680 Å) and doping levels; surface studies of metals for oxidation and corrosion; and characterization of dielectrics, organics, and biological films in optics, sensors, and photovoltaics.^[5]^[3]^[2] Advantages such as contactless operation, high precision, and compatibility with in-situ measurements make it indispensable in research and industry, though it requires accurate optical modeling for complex, non-planar, or absorbing samples.^[1]^[2]

Introduction

Etymology

The term "ellipsometry" derives from "ellipse," referring to the elliptical polarization state of light produced upon reflection, combined with the Greek suffix -metry (μέτρον), meaning "measure." "Ellipse" itself comes from the Greek elleipsis (ἔλλειψις), meaning "deficiency" or "omission," in the geometric sense of a curve "falling short" of a circle.^[6]^[7] In 19th-century scientific literature, studies of polarized light reflection laid the groundwork for the technique, with the term "ellipsometry" later coined in 1945 by Alexandre Rothen to describe instruments measuring changes in polarization states.^[8]^[9] Early descriptions by French physicists in the mid-1800s focused on instruments and measurements of elliptical polarization akin to modern ellipsometers.^[4]

Historical Development

The foundations of ellipsometry trace back to the early 19th century in France, where Étienne-Louis Malus discovered the polarization of light by reflection in 1808, establishing the cosine-squared law that quantifies intensity changes for polarized light at oblique angles.^[10] This breakthrough provided the experimental groundwork for observing polarization alterations upon reflection.^[9] Building on Malus's findings, Augustin-Jean Fresnel developed the theoretical framework for polarized light reflection and refraction in the 1810s and 1820s, deriving equations that predict the elliptical polarization arising from unequal reflection coefficients for s- and p-polarized components at non-normal incidence.^[10] Fresnel's laws enabled initial experiments on refractive indices through reflected polarized light in the 1820s.^[11] In the mid-19th century, French physicist Jules Jamin advanced the technique by inventing the first ellipsometer around 1847–1850, an instrument featuring a rotatable polarizer, analyzer, and adjustable quarter-wave compensator to quantify the polarization ellipse of reflected light for measuring refractive indices of transparent media.^[4] Jamin's design, detailed in his 1850 publication, marked the practical birth of ellipsometry as an optical characterization method, with commercial versions like the "Grand cercle de Jamin et Sernarmont" produced in the 1870s by instrument makers such as Duboscq.^[4] The late 19th century saw significant theoretical and applied progress in Germany under Paul Drude, who in 1889–1890 derived the core equations linking the ellipsometric parameters—phase difference δ and amplitude ratio tan ψ—to the complex dielectric function of reflecting materials, applying them to metals and establishing single-wavelength ellipsometry for thin-film studies.^[9] Drude's contributions, including precise measurements on metallic surfaces, solidified ellipsometry as a quantitative tool for optical constants and film thicknesses down to monolayers.^[11] Twentieth-century developments enhanced precision and versatility, beginning with the adoption of photoelectric detection in the 1930s–1940s to replace subjective visual nulling, allowing more accurate intensity measurements in ellipsometers.^[12] In 1945, Alexandre Rothen coined the term "ellipsometry" and described a dedicated apparatus for measuring thicknesses of thin surface films on metals, typically below 100 nm, using polarized light reflection.^[8] The 1960s brought computational innovations, such as Frank L. McCrackin's 1963 methods and 1969 Fortran program for inverting ellipsometric data to extract film thickness and refractive index, addressing the ill-posed nature of the inverse problem through iterative least-squares fitting.^[13] The first international conference on ellipsometry convened in 1963 at the National Bureau of Standards, promoting global exchange and evolving into the International Conference on Spectroscopic Ellipsometry (ICSE) series, which began in 1993 and continues biennially.^[14] Spectroscopic ellipsometry emerged in the early 1970s through innovations at Bell Laboratories, where David E. Aspnes developed rotating-analyzer and rotating-compensator configurations for broadband wavelength measurements, enabling determination of wavelength-dependent optical functions and detailed thin-film modeling without assuming prior dielectric dispersion.^[15] This variant, often using grating monochromators, revolutionized material characterization by providing spectral sensitivity to electronic structure and composition.^[16] Since 2000, ellipsometry has integrated deeply with computational modeling, incorporating advanced regression algorithms, genetic optimization, and machine learning to resolve complex multilayer inversions and reduce ambiguities in data interpretation for nanostructures and anisotropic materials. Commercialization accelerated with automated, user-friendly spectroscopic systems from manufacturers like J.A. Woollam Co. and Horiba Scientific, embedding real-time modeling software and expanding adoption in semiconductor fabrication, photovoltaics, and biotechnology for in-situ process control.^[17]

Fundamental Principles

Light Polarization Basics

Polarization refers to the orientation of the electric field vector in an electromagnetic wave, which propagates as a transverse wave where the electric field \mathbf{E} and magnetic field \mathbf{B} are perpendicular to the direction of propagation \mathbf{k}.^[18] For plane waves, the electric field can be expressed as \mathbf{E} = \mathbf{E}_0 e^{i(\mathbf{k} \cdot \mathbf{r} - \omega t)}, where \mathbf{E}_0 is a complex vector determining the polarization state.^[18] Light polarization can be linear, circular, or elliptical, depending on the relative amplitudes and phase difference between the orthogonal components of the electric field, typically resolved into x and y directions. Linear polarization occurs when the electric field oscillates along a fixed direction, such as \mathbf{E} = E_0 \hat{x} e^{i(kz - \omega t)} for horizontal polarization, with no phase difference between components.^[18] Circular polarization arises when the two orthogonal components have equal amplitudes and a phase difference of \pm \pi/2, for example, left-handed circular polarization given by \mathbf{E}_0 = (E_0, i E_0, 0).^[18] Elliptical polarization is the general case, where unequal amplitudes and an arbitrary phase difference \phi trace an ellipse in the plane perpendicular to propagation; this polarization ellipse is characterized by its major and minor axes, orientation, and axial ratio, fully describing the state.^[18] At interfaces between optical media, the behavior of polarized light is governed by the Fresnel equations, which provide the reflection r and transmission t coefficients for light polarized parallel (p, or TM) and perpendicular (s, or TE) to the plane of incidence.^[19] The s-polarization has the electric field perpendicular to the plane of incidence, while p-polarization has it parallel.^[19] The reflection coefficients are r_s = \frac{\tilde{n}_1 \cos \theta_1 - \tilde{n}_2 \cos \theta_2}{\tilde{n}_1 \cos \theta_1 + \tilde{n}_2 \cos \theta_2} for s-polarized light and r_p = \frac{\tilde{n}_2 \cos \theta_1 - \tilde{n}_1 \cos \theta_2}{\tilde{n}_2 \cos \theta_1 + \tilde{n}_1 \cos \theta_2} for p-polarized light, where \tilde{n}_1 and \tilde{n}_2 are the complex refractive indices of the incident and transmitting media, \theta_1 is the angle of incidence, and \theta_2 is the angle of refraction related by Snell's law.^[19] These coefficients are generally complex, accounting for both amplitude changes and phase shifts. Upon reflection at an interface between optical media, linearly polarized incident light can become elliptically polarized due to differing phase shifts between the p- and s-components.^[20] For external reflection (from lower to higher index, e.g., air to glass), both components experience a \pi phase shift if the reflection coefficient is negative, but the magnitudes differ, and at oblique angles, the relative phase difference \delta = \arg(r_p / r_s) introduces ellipticity.^[20] This phase shift arises from the boundary conditions at the interface, where the reflected wave's phase depends on the refractive index contrast \tilde{n}_2 > \tilde{n}_1, transforming the linear input into an elliptical output state.^[20] The polarization state of light, including elliptical forms, can be mathematically represented using Stokes parameters, a set of four quantities S_0, S_1, S_2, S_3 that fully describe the polarization for partially polarized or unpolarized light.^[21] These are defined as S_0 = E_{0x}^2 + E_{0y}^2 (total intensity), S_1 = E_{0x}^2 - E_{0y}^2 (difference between horizontal and vertical linear polarizations), S_2 = 2 E_{0x} E_{0y} \cos \delta (difference between \pm 45^\circ linear polarizations), and S_3 = 2 E_{0x} E_{0y} \sin \delta (difference between right- and left-circular polarizations), where \delta is the phase difference between x and y components.^[21] The parameters satisfy S_0 \geq \sqrt{S_1^2 + S_2^2 + S_3^2}, with equality for fully polarized light.^[21]

Ellipsometric Parameters and Reflection

Ellipsometry measures the change in the polarization state of light upon reflection from a sample at oblique incidence, quantified by the complex ellipsometric ratio \rho = \frac{r_p}{r_s}, where r_p and r_s are the complex Fresnel reflection coefficients for p-polarized (parallel to the plane of incidence) and s-polarized (perpendicular) light, respectively.^[22] This ratio is conventionally expressed as \rho = \tan \Psi \, e^{i \Delta}, with \Psi representing the amplitude ratio |\frac{r_p}{r_s}| and \Delta the phase difference between the p- and s-components after reflection.^[23] The parameters \Psi and \Delta thus encode the relative amplitude and phase shift induced by the interaction of polarized light with the sample's optical properties.^[24] For a bare, isotropic, homogeneous interface between two semi-infinite media with complex refractive indices \tilde{n}_1 (incident medium) and \tilde{n}_2 (substrate), the Fresnel reflection coefficients are derived from boundary conditions on the electromagnetic fields:

r_s = \frac{\tilde{n}_1 \cos \theta_i - \tilde{n}_2 \cos \theta_t}{\tilde{n}_1 \cos \theta_i + \tilde{n}_2 \cos \theta_t}, \quad r_p = \frac{\tilde{n}_2 \cos \theta_i - \tilde{n}_1 \cos \theta_t}{\tilde{n}_2 \cos \theta_i + \tilde{n}_1 \cos \theta_t},

where \theta_i is the angle of incidence and \theta_t the angle of transmission, related by Snell's law \tilde{n}_1 \sin \theta_i = \tilde{n}_2 \sin \theta_t.^[25] The ellipsometric ratio then follows directly as \rho = \frac{r_p}{r_s}, providing a sensitive indicator of the refractive index contrast at the interface.^[22] In the presence of thin films on a substrate, the reflection process involves multiple internal reflections and interference, altering \rho relative to the bare substrate case. For an isotropic, homogeneous thin film of thickness d and complex refractive index \tilde{n}_f = n_f + i k_f, the effective reflection coefficients r_p and r_s are obtained by recursively applying Fresnel coefficients at each interface (ambient-film and film-substrate) and incorporating the phase shift \beta = \frac{2\pi \tilde{n}_f d \cos \theta_f}{\lambda} due to propagation through the film, where \theta_f is the angle inside the film and \lambda the wavelength.^[24] This yields a modified \rho that depends on the film's optical constants and thickness, enabling characterization of structures down to atomic scales through the interference-induced changes in polarization.^[23] A single ellipsometric measurement yields only \Psi and \Delta (two real numbers), but determining film properties requires solving for multiple parameters such as thickness and refractive index, resulting in inherent ambiguity with infinitely many solutions satisfying the data.^[24] Resolving this necessitates optical modeling, where theoretical \rho is computed for assumed layer structures and fitted to experimental values using regression techniques.^[26]

Variants of Ellipsometry

Single-Wavelength vs. Spectroscopic

Single-wavelength ellipsometry employs a monochromatic light source, typically a helium-neon (HeNe) laser emitting at 632.8 nm, to measure the change in polarization of light reflected from a sample.^[27] This approach enables rapid data acquisition, often in microseconds, making it suitable for real-time monitoring of processes such as thin-film growth or etching where the optical properties are well-characterized and dispersion is assumed constant.^[28] However, its limitation to a single wavelength restricts its ability to capture spectral variations, potentially leading to ambiguities in determining parameters like refractive index and thickness for complex or absorbing materials.^[15] In contrast, spectroscopic ellipsometry scans a broad wavelength range, commonly from ultraviolet to near-infrared (e.g., 200–1700 nm), using sources like deuterium lamps for UV-Vis and halogen lamps for NIR, often dispersed via grating monochromators or Fourier transform spectrometers.^[29] This variant yields datasets of ellipsometric parameters Ψ(λ) and Δ(λ) across the spectrum, allowing extraction of wavelength-dependent complex refractive indices n(λ) + i k(λ) without relying on Kramers-Kronig relations.^[16] By providing dispersion curves, it resolves ambiguities inherent in single-wavelength measurements, such as distinguishing between similar multilayer configurations or accurately characterizing semiconductors and dielectrics with varying absorption.^[15] Historically, single-wavelength ellipsometry dominated from the early 20th century through the 1960s, with automated instruments emerging in the 1970s for industrial applications like silicon oxidation monitoring.^[28] The shift toward spectroscopic methods accelerated in the early 1970s, driven by advancements in digital computing and multichannel detectors pioneered by researchers like D. E. Aspnes, enabling routine spectral analysis that has since become the standard for precise material characterization.^[16] Today, spectroscopic ellipsometry is preferred for research and metrology in complex systems, while single-wavelength remains valuable for high-speed, low-cost quality control.^[15] The primary trade-offs involve speed and data volume: single-wavelength setups are faster and simpler but yield limited information, whereas spectroscopic approaches, though slower (milliseconds per spectrum) and more data-intensive, offer superior sensitivity and uniqueness in parameter fitting for multilayer films.^[28] For instance, in analyzing absorbing films, spectroscopic data mitigates errors from first-order absorption sensitivity that plague single-wavelength methods.^[30] The complex ratio ρ = r_p / r_s, where r_p and r_s are reflection coefficients for p- and s-polarized light, varies with wavelength in dispersive media, underscoring why spectral coverage enhances interpretive accuracy.^[16]

Standard vs. Generalized Ellipsometry

Standard ellipsometry is applicable to isotropic media or uniaxial materials where the optical axis is aligned parallel to the surface normal, assuming no coupling between s- and p-polarized light components. In this approach, the technique measures a single pair of ellipsometric parameters, Ψ and Δ, at a given angle of incidence, defined through the scalar reflection coefficients as r_p / r_s = \tan \Psi \, e^{i \Delta}, where r_p and r_s are the complex Fresnel reflection coefficients for p- and s-polarized light, respectively.^[27] This simplification relies on the symmetry of the sample, enabling determination of properties like film thickness and refractive index without accounting for polarization conversion.^[31] Generalized ellipsometry addresses limitations in standard methods by extending measurements to anisotropic or patterned samples, such as uniaxial or biaxial crystals, liquid crystals, or sub-wavelength gratings, where cross-polarization effects arise due to broken symmetry. Unlike standard ellipsometry, it captures four key parameters—Ψ_pp, Ψ_ss, Ψ_ps, and Ψ_sp—to characterize both diagonal and off-diagonal reflection behaviors, providing a complete description of the sample's response to polarized light.^[32] These parameters derive from the full Jones reflection matrix elements, allowing quantification of phenomena like birefringence and dichroism in materials where s-to-p or p-to-s polarization conversion occurs.^[31] Mathematically, generalized ellipsometry normalizes the reflection coefficients relative to the s-polarized component to handle anisotropy, defining ratios \chi_{ij} = r_{ij} / r_s for i,j = p,s, where the off-diagonal terms \chi_{ps} and \chi_{sp} quantify cross-polarization in cases like tilted optic axes or periodic structures.^[31] This formulation extends the standard scalar approach using 4×4 matrix algebra, such as the Berreman method, to model layered anisotropic systems accurately.^[33] Such extensions are particularly triggered by applications involving liquid crystals, where chiral or aligned structures induce strong cross-polarization, or strained semiconductors exhibiting induced birefringence, and sub-wavelength patterns like gratings that mimic anisotropic effective media.^[33] Generalized ellipsometry emerged prominently in the 1990s, driven by advances in computational power that enabled inversion of the complex datasets for parameter extraction in spectroscopic implementations.^[33]

Jones vs. Mueller Matrix Formalism

In ellipsometry, the Jones formalism provides a mathematical framework for describing the polarization state of fully coherent and polarized light interacting with a sample. It represents the electric field vectors before and after reflection using 2×2 complex matrices, where the output field \mathbf{E}_{\text{out}} is related to the input field \mathbf{E}_{\text{in}} by \mathbf{E}_{\text{out}} = J \mathbf{E}_{\text{in}}, with J denoting the Jones matrix whose elements capture amplitude and phase changes in the parallel (p) and perpendicular (s) polarization components.^[34] This approach is particularly suited for ideal, non-scattering systems like smooth thin films on substrates, as it efficiently models deterministic polarization transformations without accounting for intensity variations from incoherence.^[35] However, the Jones formalism has significant limitations when applied to real-world samples that introduce depolarization, such as rough surfaces, scattering media, or partially polarized incident light, because it assumes complete coherence and full polarization, leading to inaccurate representations of mixed polarization states.^[36] In such cases, the formalism fails to capture the loss of polarization coherence, resulting in unphysical predictions for phenomena like diffuse reflection or multiple scattering events common in complex materials.^[34] The Mueller matrix formalism addresses these shortcomings by extending the description to partially polarized and depolarized light using 4×4 real matrices that operate on Stokes vectors, which encode both polarization and total intensity information. The output Stokes vector \mathbf{S}_{\text{out}} is given by \mathbf{S}_{\text{out}} = M \mathbf{S}_{\text{in}}, where M is the Mueller matrix, and its off-diagonal elements M_{ij} (for i \neq j) quantify depolarization effects arising from incoherent superpositions in the sample.^[34] This makes it more general for ellipsometric measurements involving scattering or biological tissues, where depolarization metrics derived from M provide insights into surface roughness or subsurface inhomogeneities.^[37] Mueller matrices can be derived from corresponding Jones matrices for non-depolarizing cases through a linear transformation involving the Kronecker product: M = A (J \otimes J^*) A^{-1}, where \otimes denotes the Kronecker product, J^* is the complex conjugate of J, and A is a fixed 4×4 transformation matrix that maps between the vector spaces of Jones and Stokes representations.^[35] Although this conversion is exact only for fully polarized light, the Mueller approach remains applicable even when depolarization occurs, offering a superset of the Jones formalism's capabilities.^[38] In practice, Jones matrices are preferred for precise modeling of coherent thin-film stacks in controlled environments, while Mueller matrices are essential for analyzing scattering-dominated samples like powders or biomaterials, enabling comprehensive characterization of depolarization without assumptions of perfect coherence.^[30] This distinction also allows Mueller ellipsometry to fully characterize anisotropic materials in generalized setups, in addition to handling partial coherence and depolarization.^[34]

Experimental Procedures

Instrumentation and Setup

The basic instrumentation for ellipsometry consists of a coherent or broadband light source, a polarizer to define the input polarization state, an optional compensator to introduce phase shifts, a sample stage positioned at an oblique angle of incidence (typically around 70° near the Brewster angle for many materials), an analyzer to probe the output polarization, and a detector to measure the intensity.^[12]^[1] For single-wavelength ellipsometry, a laser (e.g., He-Ne at 632.8 nm) serves as the light source, while broadband sources such as xenon arc lamps or deuterium lamps are used for spectroscopic variants to cover UV-vis-NIR ranges (typically 190–2500 nm).^[26] Polarizers, often Glan-Thompson prisms or dielectric sheet polarizers, are set to produce linearly polarized light at approximately 45° to the plane of incidence, and compensators like quarter-wave plates (e.g., mica or achromatic) can be inserted to generate circular or elliptical input polarization for enhanced sensitivity.^[12] Detectors include photodiodes, photomultiplier tubes, or CCD arrays, depending on the wavelength range and required resolution.^[1] Common configurations modulate polarization elements to extract the ellipsometric parameters Ψ (amplitude ratio) and Δ (phase difference) from the reflected light intensity. In the rotating analyzer ellipsometer (RAE), the polarizer remains fixed while the analyzer rotates at high speed (e.g., 10–100 Hz), allowing Fourier analysis of the detector signal to determine both parameters simultaneously.^[39] Alternative setups include the rotating polarizer ellipsometer (RPE), where the input polarizer rotates to vary the incident polarization, or the rotating compensator ellipsometer (RCE), which uses a continuously rotating quarter-wave plate after the sample for superior phase sensitivity and accuracy in spectroscopic applications.^[1] These configurations enable real-time measurements with minimal mechanical complexity, though the RCE is preferred for its ability to handle a wider range of sample reflectivities without additional adjustments.^[39] For spectroscopic ellipsometry, the setup incorporates wavelength-dispersive elements such as a monochromator or grating spectrometer between the light source and polarizer, or Fourier transform infrared (FTIR) spectrometers for mid-IR extensions (e.g., 1.7–30 μm).^[26] Sample stages are designed for precise goniometric control, often with vacuum compatibility for in situ studies under controlled atmospheres or cryogenic capabilities for low-temperature measurements down to 10 K.^[12] Calibration typically involves zone measurements on standard samples like oxidized silicon wafers to determine instrument offsets and achieve accuracies of 0.01° in Ψ and Δ, ensuring reliable determination of optical constants.^[1] Generalized ellipsometry variants require additional polarization controls, such as achromatic retarders, to measure anisotropic or chiral samples.^[39]

Data Acquisition

In ellipsometry, data acquisition begins with the modulation of the incident light's polarization state, often achieved using rotating polarizers or analyzers at frequencies ranging from 10 to 100 Hz, which generates a time-varying intensity signal upon reflection from the sample surface. The reflected beam is then directed to a detector that records the intensity as a function of rotation angle or time, capturing the changes in amplitude and phase induced by the sample. This sequence allows for the sensitive measurement of polarization alterations without direct contact, typically at oblique incidence angles near the Brewster angle to maximize contrast. To enhance signal quality, lock-in amplifiers are employed to separate the DC component, representing the average intensity, from the AC components at modulation harmonics, effectively suppressing environmental noise and improving measurement precision. Fourier analysis of the acquired intensity waveform further extracts these multi-harmonic signals, such as the fundamental and second-harmonic terms, which directly relate to the ellipsometric parameters by isolating contributions from different polarization states. Various scanning modes are utilized depending on the sample complexity: fixed-angle, single-wavelength measurements provide rapid assessments for uniform thin films, often completing in seconds, while variable angle spectroscopic ellipsometry (VASE) systematically varies the incidence angle (e.g., 55° to 75°) and wavelength (e.g., 200–1700 nm) across multiple spectra to enable depth-resolved profiling and resolution of multilayer structures. Common error sources in data acquisition include beam alignment inaccuracies, which can shift the effective incidence angle and introduce systematic biases in the polarization response, mechanical vibrations that perturb the optical path and degrade temporal stability, and sample non-uniformity, which causes spatial variations in the reflected signal leading to averaging artifacts. Under controlled laboratory conditions, these are mitigated to achieve typical signal-to-noise ratios (SNR) exceeding 1000:1, ensuring reliable data for subsequent analysis. Photodiode or CCD detectors capture these signals, converting them to electrical outputs for processing. The resulting raw intensity data are immediately converted to preliminary ellipsometric parameters Ψ and Δ through arctangent functions applied to the ratios of the extracted AC and DC components, where tan Ψ represents the relative amplitude of the p- and s-polarized reflection coefficients, and Δ denotes their phase difference.

Data Analysis and Modeling

Data analysis in ellipsometry involves interpreting measured ellipsometric parameters, such as amplitude ratio Ψ and phase difference Δ, to extract physical properties like film thickness d and complex refractive index ñ = n + ik, where n is the real part and k the imaginary part. This process typically begins with forward modeling to generate theoretical spectra, followed by an inverse fitting procedure to match these to experimental data. The ill-posed nature of the inverse problem, due to correlations between parameters, requires careful model selection and validation techniques.^[40] Forward modeling simulates the expected Ψ(λ) and Δ(λ) spectra for a given structural model using the transfer matrix method (TMM), which computes the propagation of electromagnetic waves through multilayer stacks by multiplying interface and layer matrices. In TMM, each layer is represented by a 2×2 matrix relating the electric field components at the input and output interfaces, allowing efficient calculation of reflection coefficients for p- and s-polarized light from assumed values of n(λ), k(λ), and d. This method is particularly suited for isotropic or anisotropic thin films on substrates, enabling rapid iteration during fitting.^[41] The inverse problem is solved through nonlinear least-squares regression, where parameters are optimized to minimize the reduced chi-squared statistic:

\chi^2 = \frac{1}{2N - 2M} \sum_{i=1}^N \left[ \left( \frac{\Psi_{\text{meas},i} - \Psi_{\text{mod},i}}{\sigma_{\Psi,i}} \right)^2 + \left( \frac{\Delta_{\text{meas},i} - \Delta_{\text{mod},i}}{\sigma_{\Delta,i}} \right)^2 \right]

Here, N is the number of data points, M the number of fitted parameters, and σ denotes measurement uncertainties; the Levenberg-Marquardt algorithm is widely used for this optimization due to its balance of gradient descent and Gauss-Newton steps, ensuring convergence even for noisy data. A good fit yields χ² ≈ 1, indicating model-data agreement within experimental error.^[42]^[43] Dispersion relations parameterize the wavelength-dependent optical constants to reduce the number of free variables in the model. For transparent films in the visible-near UV range, the Cauchy model ñ(λ) = A + B/λ² + C/λ⁴ approximates low absorption, while the Sellmeier equation ñ²(λ) - 1 = Σ (B_i λ²)/(λ² - C_i) accounts for resonances from electronic transitions. Absorbing materials, such as semiconductors, are better described by the Tauc-Lorentz model, which combines a Tauc joint density of states for the bandgap with Lorentzian oscillators: ε(ω) = (A E_0 C (E - E_g))/(E² - (E_0 + iΓ)²) for E > E_g (extended via Kramers-Kronig relations below the gap), where E_g is the bandgap energy; for films with Urbach tails, the Cody-Lorentz variant modifies the absorption edge. Genie models, incorporating Gaussian lineshapes, or parametric forms like the Herzinger-Johs generalized oscillator, extend applicability to complex dielectrics.^[44]^[45]^[46] Parameter ambiguities arise from mathematical correlations, such as trade-offs between thickness and refractive index, which can yield multiple solutions with similar χ². These are resolved by acquiring data at multiple angles of incidence or wavelengths, providing overdetermined datasets that constrain the solution space; for instance, spectroscopic ellipsometry across 300-1700 nm reduces degeneracy compared to single-wavelength measurements. Confidence in fitted parameters is assessed via correlation matrices from the Hessian of χ², highlighting pairwise sensitivities (e.g., strong correlation between d and n for thin films <50 nm).^[47]^[48] Commercial software like WVASE from J.A. Woollam implements TMM-based modeling with extensive dispersion libraries and Levenberg-Marquardt fitting, supporting anisotropic and graded structures. Open-source alternatives, such as REFIT (also known as RefFit), offer similar capabilities for Windows/Linux, including scripting for custom models. Recent post-2020 advances integrate machine learning, such as neural networks trained on simulated datasets, to accelerate inversion—bypassing traditional regression for near-instantaneous predictions of n, k, and d with accuracies comparable to least-squares methods, particularly for high-throughput applications.^[49]^[50]^[40]^[51]

Advanced Techniques

Imaging Ellipsometry

Imaging ellipsometry combines the principles of traditional ellipsometry with optical microscopy to enable spatially resolved measurements of thin film properties across a sample surface. By integrating an ellipsometer setup with a microscope, it measures the ellipsometric parameters Ψ and Δ as two-dimensional maps, Ψ(x,y) and Δ(x,y), revealing variations in thickness, refractive index, or surface topology. This technique typically employs a polarizer-compensator-sample-analyzer (PCSA) configuration or coherent phase modulation (CPM) using photoelastic modulators to analyze polarized light reflected from the sample, with polarization states modulated to capture intensity images that are processed to yield ellipsometric data.^[52] The setup utilizes focal plane array detectors, such as CCD or CMOS sensors, to record images at a fixed wavelength and angle of incidence, allowing parallel acquisition of ellipsometric signals over large areas. High numerical aperture (NA) objective lenses, often with NA around 0.35–0.4, focus the beam onto the sample and collect the reflected light, enabling lateral resolutions from approximately 0.5 μm to 10 μm depending on wavelength and NA—for instance, 1.7 μm at 530 nm with NA 0.4. Pixelated polarization imaging is achieved through liquid crystal modulators or rotating polarizers in the polarization state generator (PSG) and analyzer (PSA), which generate multiple intensity images per frame for decoding into Ψ and Δ maps. This configuration supports applications like thickness mapping of thin films (0–30 nm) in microelectronics, where it visualizes non-uniform oxide layers, or biomolecular arrays, detecting protein binding with sensitivities down to 5 Å thickness variations.^[53]^[52] Data handling involves local modeling for each pixel, applying optical models tailored to the sample's structure to invert Ψ and Δ into thickness or index profiles, often correcting for angle-of-incidence averaging across the field of view. Contrast enhancement techniques, such as imaging in the Δ or Y parameter (related to phase shift), highlight interfaces or defects by exploiting small changes in ellipsometric response, for example, a linear relation δΔ ≈ k δT for thin films where k depends on material properties. Quantitative analysis processes large datasets—up to millions of pixels—in minutes using specialized software, ensuring accurate mapping without scanning.^[52] Developments in imaging ellipsometry began in the late 1980s and gained momentum in the 1990s with the shift from qualitative visualization to quantitative metrology, driven by advances in detector arrays and modulation techniques. Early systems focused on null ellipsometry for transparent films, evolving to photometric and CPM methods for broader wavelength coverage (180–2000 nm). Recent innovations include hyperspectral variants, such as ultra-wide-field imaging Mueller matrix spectroscopic ellipsometry (IMMSE), which acquires over 10 million spectra across a 20 mm × 20 mm field at 6.5 μm resolution, with speeds 662 times faster than conventional point measurements (0.001 s per point) using sCMOS sensors and machine learning for data inversion. These advances, up to 2025, enhance throughput for semiconductor metrology, enabling wafer-scale thickness and critical dimension mapping with sub-nm accuracy.^[54]

In Situ Ellipsometry

In situ ellipsometry enables real-time, non-destructive monitoring of thin film growth, etching, or modification processes by integrating the ellipsometer optics with specialized reaction chambers that accommodate vacuum, elevated temperatures up to 1000°C, or liquid environments.^[29] This compatibility arises from adaptations such as vacuum-compatible ports for light entry and exit, allowing the polarized light beam to probe the sample surface without interrupting the process.^[55] The technique measures changes in the ellipsometric parameters Δ (phase difference) and Ψ (amplitude ratio) to track evolving film thickness and optical properties, providing insights into dynamic surface phenomena.^[29] A primary application involves real-time tracking of thin film deposition techniques like chemical vapor deposition (CVD) and atomic layer deposition (ALD), where oscillations in Δ signal cyclic growth steps and enable precise thickness control at the angstrom level. For instance, during ALD of materials such as TiN or Al2O3, in situ ellipsometry reveals growth rates and interface formation by analyzing spectral changes in the 1-5 eV range, facilitating process optimization for semiconductor fabrication.^[56] In liquid environments, it monitors polymer film swelling or electrochemical interfaces, quantifying solvent uptake and refractive index shifts with sub-nanometer resolution.^[57] Key challenges include correcting for birefringence induced by chamber windows, which can distort polarization measurements and require advanced modeling or multi-zone configurations to isolate sample signals.^[58] Fiber-optic coupling addresses remote sensing needs in harsh conditions, such as high-temperature reactors, by transmitting light to and from the sample while minimizing alignment issues, though it introduces potential signal attenuation that demands calibration.^[59] Data acquisition occurs continuously during processing, often at rates of seconds per spectrum, supporting feedback loops for automated process control, such as adjusting precursor flows in ALD to maintain uniform growth.^[29] Recent advances since 2010 emphasize operando applications in electrochemistry and catalysis, where ellipsometry combined with electrochemical cells tracks catalyst surface evolution under working conditions, revealing oxide formation or adsorption dynamics.^[60] By 2025, integrations with complementary in situ tools like X-ray diffraction (XRD) have enhanced multimodal analysis, correlating optical changes with structural transformations in catalytic materials.^[61]

Specialized Approaches

Ellipsometric porosimetry is a specialized technique developed in the late 1990s to characterize porosity in thin films, particularly low-k dielectrics used in microelectronics. It involves exposing the sample to probe gases, such as toluene vapor, in a vacuum chamber to induce adsorption and desorption cycles, while monitoring changes in the film's refractive index and thickness via spectroscopic ellipsometry. The open porosity \phi is calculated from changes in the effective refractive index n_{\rm eff} during these cycles using the Lorentz-Lorenz effective medium approximation via the Clausius-Mossotti factor \alpha = (n^2 - 1)/(n^2 + 2), typically \phi = \frac{ \alpha_{\rm sat} - \alpha_{\rm dry} }{ \alpha_{\rm ads} - \alpha_{\rm dry} }, where \alpha_{\rm sat} and \alpha_{\rm dry} are for the adsorbate-saturated and dry film, and \alpha_{\rm ads} for the bulk condensed adsorbate (e.g., liquid toluene with n \approx 1.50). This method enables precise determination of open porosity, pore size distribution, and specific surface area, with cyclic dosing typically performed at pressures around 10-100 mbar to ensure controlled infiltration. Since its inception for evaluating porous silica and organosilicate glasses in low-k interconnects, the technique has become essential for optimizing material integration in semiconductor fabrication.^[62]^[63]^[64] Magneto-optic generalized ellipsometry, often incorporating the magneto-optical Kerr effect (MOKE), targets the magnetic properties of ferromagnetic thin films by applying external magnetic fields and measuring changes in the polarization state of reflected light. In this approach, an off-diagonal element of the film's conductivity tensor induces Kerr rotation and ellipticity, quantified through generalized Mueller matrix analysis to probe magnetization orientation and magneto-optical coupling. The polar MOKE configuration, common for perpendicular magnetization studies, uses a setup with incident light normal to the sample surface, electromagnets for field application (up to several kOe), and rotating analyzers or compensators to detect rotation angles as small as microradians. This variant has advanced spintronics research in the 2020s, enabling non-destructive characterization of spin Hall effects, magnon polaritons, and multilayer structures for data storage and sensors.^[65]^[66]^[67]^[68] Other niche approaches extend ellipsometry to extreme wavelengths for targeted dielectric measurements. Vacuum ultraviolet (VUV) ellipsometry, operating below 200 nm, characterizes high-k gate dielectrics like HfO_2 and ZrO_2 by resolving sharp absorption edges and band structures not accessible in the visible range, aiding the development of sub-100 nm CMOS devices. Terahertz ellipsometry, in contrast, probes low-frequency dielectrics and phononic responses in materials such as SrTiO_3 films, revealing soft-mode behaviors and complex permittivity up to 3 THz for applications in ferroelectrics and insulators. These methods complement standard ellipsometry by providing spectral insights into electronic and vibrational properties under specialized conditions.^[69]^[70]

Applications

Thin Film and Material Characterization

Ellipsometry provides sub-nanometer precision in measuring the thickness of thin films, particularly those thinner than 100 nm, by analyzing changes in the polarization state of reflected light. For single-layer films, such as SiO₂ on Si, spectroscopic ellipsometry (SE) fits measured ψ and Δ parameters to optical models, achieving resolutions down to 0.1 nm. In multilayer stacks common in semiconductors, inversion techniques resolve individual layer thicknesses by combining multiple-angle or multiple-sample data to decouple parameters, as demonstrated in analyses of 10–40 nm chromium films where interference enhancement via thick underlayers improves sensitivity. The technique extracts optical constants, including the refractive index (n) and extinction coefficient (k), across spectral ranges like 240–1700 nm, enabling characterization of diverse materials. For dielectrics and organics, variable-angle SE (VASE) employs isotropic or anisotropic models to derive dispersion relations, while metals like ultrathin gold films (3–50 nm) reveal plasma frequencies around 8.45 eV and reduced relaxation times due to quantum confinement effects. Bandgap estimation follows from Tauc plots of the absorption coefficient derived from k values, relating photon energy to interband transitions in semiconductors via Lorentz oscillator models.^[71]^[72] Composition in alloys or composites is determined using effective medium approximations like the Bruggeman model, which treats heterogeneous films as homogeneous equivalents with volume fractions of components. This approach models optical response in systems such as AlGaAs interfaces, though it shows limitations in accuracy for graded compositions compared to alloy models and transmission electron microscopy benchmarks. Data inversion for these properties involves fitting ellipsometric data to such parameterized models to resolve effective dielectric functions.^[73] In photovoltaics, ellipsometry ensures quality control of anti-reflective coatings, such as SiNₓ or TiO₂ layers (around 70–100 nm), by verifying thickness uniformity and optical constants to minimize reflection losses below 30% and boost efficiency. For polymer films, it assesses uniformity with relative standard deviations as low as 1.2% across spots, tracking thickness changes like 20% swelling in polystyrene under solvents, vital for coating applications.^[74]^[57] Recent advances in the 2020s extend ellipsometry to 2D materials, with Fourier imaging micro-ellipsometry enabling angstrom-level thickness mapping and layer counting for graphene and van der Waals heterostructures like MoS₂ or hBN. This method resolves monolayer thicknesses (e.g., 0.32 nm for hBN) and lateral inhomogeneities (±0.04 nm) at sub-5 μm resolution, supporting precise van der Waals layer assembly without substrate dependence.^[75]

Surface and Interface Studies

Ellipsometry's high surface sensitivity, capable of detecting thickness changes as small as 0.1 Å, makes it particularly suited for analyzing ultrathin layers at depths typically ranging from 1 to 10 nm. This capability enables precise characterization of native oxide layers on metal surfaces, such as those formed on silicon or aluminum, where ellipsometry measures the optical properties and growth kinetics of these monolayers without destructive sampling. Similarly, self-assembled monolayers (SAMs) of alkanethiols on gold substrates can be quantified for thickness and refractive index, revealing molecular orientation and packing density essential for applications in nanotechnology and sensor design.^[29]^[76] Interface roughness, often arising at boundaries between substrates and overlayers, introduces optical blurring that ellipsometry models using the effective medium approximation (EMA). In this approach, the rough interface is represented as an effective layer with a porosity-dependent dielectric function, allowing estimation of roughness height and its impact on overall reflectivity; for instance, EMA has been applied to rough silicon surfaces to derive effective thicknesses on the order of 1-5 nm. This modeling is crucial for distinguishing true surface modifications from artifacts due to topographic irregularities.^[29]^[77] Adsorption kinetics at surfaces are monitored in real time through shifts in the ellipsometric parameter Δ, which reflects changes in phase difference due to accumulating mass. For protein binding, such as fibrinogen adsorption on titanium oxide, ellipsometry tracks the rapid initial attachment followed by conformational rearrangements, yielding adsorption rates on the scale of ng/cm² per minute. Surfactant layers, like those of polyethylene glycol derivatives, exhibit similar Δ variations during self-assembly, providing insights into hydrophobic interactions and layer stability.^[29]^[78] In corrosion studies on alloys, ellipsometry quantifies the formation and composition of protective oxide films on Fe- and Ni-based materials exposed to oxygen, revealing thicknesses of 2-8 nm and their role in inhibiting further degradation. For biomolecule immobilization on sensors, it assesses the uniform attachment of proteins like those used in PCA3 detection assays, ensuring monolayer coverage for reliable biosensing performance. The multiple angle of incidence (MAI) technique enhances these analyses by acquiring data at angles from 45° to 75°, enabling decoupling of surface-specific signals from bulk substrate contributions through regression modeling. In situ ellipsometry further supports dynamic monitoring of these processes under operational conditions.^[79]^[29]^[29]

Emerging Fields

Ellipsometry has found significant applications in nanotechnology for characterizing nanostructures such as quantum dots and nanowires. Spectroscopic ellipsometry enables precise determination of optical properties in Si/Ge superlattices embedded with Ge quantum dots, revealing insights into their electronic structure and potential for quantum devices.^[80] In nanowire systems, temperature-dependent ellipsometry studies on hybrid quantum dot-nanowire structures provide data on refractive indices and absorption coefficients, aiding the design of optoelectronic components.^[81] For plasmonic structures, spectroscopic ellipsometry measures dielectric functions and senses sub-monolayer changes, as demonstrated in configurations where molecular spacers create nanoscale gaps, highlighting quantum mechanical effects in light-matter interactions.^[82] Mid-infrared ellipsometry further enhances sensitivity in plasmonic nanoantennas, allowing characterization of localized surface plasmons in nanostructures.^[83] In biology and medicine, ellipsometry supports label-free detection of biomolecular interactions, particularly DNA hybridization and cell membrane studies. Total internal reflection ellipsometry assesses DNA hybridization kinetics in microfluidic environments, offering real-time monitoring without fluorescent labels.^[84] Polarization-modulated spectroscopic ellipsometry, integrated with microfluidics, detects selective DNA-DNA hybridization through changes in surface plasmon resonance, achieving high specificity for mismatched sequences.^[85] For cell membranes, evanescent light-scattering microscopy combined with ellipsometry enables time-resolved, label-free imaging of membrane dynamics and protein adsorption in microfluidic chips.^[86] These approaches facilitate biosensor development for rapid diagnostics, such as quantifying hybridization efficiency on gold surfaces modified for biocompatibility.^[87] Ellipsometry contributes to energy research by characterizing materials in solar cells and batteries, especially through in operando measurements. In perovskite solar cells, spectroscopic ellipsometry monitors interfacial degradation during operation, revealing thickness changes and stability improvements via passivation layers that extend device lifetimes beyond 1000 hours under illumination.^[88] For battery electrodes, operando ellipsometry tracks lithium intercalation in indium tin oxide electrodes, quantifying electrochromic shifts and failure mechanisms in real-time electrochemical cycling.^[89] This technique also probes ion activities in aqueous batteries, correlating optical parameter variations with electrode swelling and electrolyte interactions during charge-discharge cycles.^[90] Such insights support the development of durable electrodes for lithium-ion systems, identifying degradation pathways at the nanoscale. In photonics, ellipsometry characterizes advanced structures like metamaterials, photonic crystals, and chiral systems for manipulating light properties. Metasurface arrays enable single-shot spectroscopic ellipsometry, rapidly determining thin-film parameters in metamaterials with sub-nanometer precision.^[91] For photonic crystals, ellipsometry derives permittivity in negative-index metamaterials formed by periodic hole arrays, confirming band structures and refractive indices across visible wavelengths.^[92] In chiral structures, L-shaped silicon metamaterials exhibit broadband chiroptical responses, measured via ellipsometry to quantify circular dichroism exceeding 0.5 in the near-infrared.^[93] Twisted optical metamaterials detect enantiomers with high sensitivity, using ellipsometry to verify film thicknesses and plasmonic chirality for biosensing applications.^[94] In situ ellipsometry during growth of gold nanorod metamaterials monitors hyperbolic dispersion, guiding fabrication of tunable photonic devices.^[95] Beyond core areas, ellipsometry aids environmental monitoring and cultural heritage preservation. For pollutant detection, spectroscopic ellipsometry analyzes copper oxide films implanted with chromium ions, evaluating their photocatalytic degradation of organic contaminants under visible light, with efficiency rates up to 90% for methylene blue removal.^[96] Operando ellipsometry on indium tin oxide electrodes detects electrochemical responses to environmental stressors, supporting sensor design for water quality assessment.^[89] In cultural heritage, ellipsometry characterizes metal-organic framework thin films for artifact protection, monitoring adsorption of corrosive species in operando to prevent degradation without invasive sampling.^[97] It also studies medieval stained glass, quantifying birefringence and layer thicknesses to reconstruct historical production techniques and assess environmental impact on artifacts.^[98]

Advantages and Limitations

Key Advantages

Ellipsometry excels in sensitivity, capable of detecting thickness changes below 0.1 nm and refractive index variations as small as 0.001, making it invaluable for analyzing ultra-thin films and subtle optical modifications.^[24] This high precision stems from the technique's measurement of the ellipsometric parameters Ψ (amplitude ratio) and Δ (phase difference), where even sub-monolayer alterations produce measurable shifts, such as Δ changes of approximately 0.3° per 1 Å thickness variation.^[99]^[30] A primary strength of ellipsometry is its non-destructive and non-contact nature, which eliminates the need for sample preparation and allows characterization of delicate, valuable, or in-process specimens without any risk of alteration or contamination.^[100]^[99] This feature is particularly advantageous for real-time studies in controlled environments like vacuum chambers or liquid media. The technique enables rapid data acquisition, with single-spot measurements often achievable in milliseconds to seconds using modern spectroscopic setups, facilitating efficient process monitoring and high-throughput analysis.^[36]^[29] Such speed supports applications in dynamic scenarios, including thin film growth observation. Ellipsometry demonstrates broad versatility, applicable to diverse materials such as insulators, conductors, semiconductors, organics, and liquids, over an extensive spectral range from ultraviolet to mid-infrared wavelengths.^[36]^[100] This adaptability extends to complex structures like multilayers and anisotropic samples, enhancing its utility in thin film characterization across various fields. Furthermore, the direct acquisition of Ψ and Δ parameters provides model-independent measurements that can indicate changes in interface quality and optical properties. Quantitative assessment of surface roughness or composition changes typically requires optical modeling, such as effective medium approximations.^[24]^[29]

Limitations and Challenges

Ellipsometry's reliance on optical models for data interpretation introduces significant model dependence, as the technique yields indirect measurements of sample properties that must be fitted using predefined models such as Cauchy or Lorentz oscillators. Accurate results require prior knowledge of the sample's structure, composition, and optical constants, which can be challenging to establish for complex systems. In particular, ambiguities arise in absorbing materials or samples with surface roughness, where factors like depolarization, optical anisotropy, and spatial dispersion complicate unique parameter extraction, often leading to multiple possible solutions.^[29]^[101]^[102] The surface sensitivity of ellipsometry limits its applicability to buried layers, as the probe depth is typically on the order of λ/10 (where λ is the incident wavelength), restricting effective characterization to the top few hundred nanometers depending on the material's refractive index and wavelength range. Deeper interfaces or layers beyond this depth contribute minimally to the reflected signal due to diminishing interference effects, rendering ellipsometry insensitive without additional modeling assumptions. Consequently, for comprehensive analysis of multilayer structures with buried features, complementary techniques such as transmission electron microscopy (TEM) are essential to validate or extend ellipsometric findings.^[29]^[103]^[104] Data interpretation in ellipsometry presents notable challenges due to the nonlinear nature of the fitting process, which involves minimizing the difference between measured ellipsometric parameters (Ψ and Δ) and model predictions through regression algorithms. This optimization is prone to convergence at local minima, especially for multilayer or inhomogeneous samples, requiring substantial user expertise to select appropriate initial parameters and avoid erroneous results. Recent advancements, including machine learning approaches like deep neural networks, have emerged to mitigate these issues by automating inverse problem solving and improving accuracy, with applications demonstrated in 2024–2025 studies on thin-film characterization.^[40]^[105]^[51] High equipment costs pose a barrier to widespread adoption, particularly for spectroscopic and imaging ellipsometry systems, which typically exceed $100,000 per unit due to the need for precise monochromators, detectors, and alignment optics. Critical alignment of the light beam and sample is essential for reliable measurements, as misalignment can introduce systematic errors that amplify interpretation difficulties in advanced configurations.^[106] Ellipsometry often relies on assumptions of material isotropy and homogeneity, which are frequently violated in real-world samples such as biomolecules or nanostructured films exhibiting anisotropy or gradients. These violations can lead to systematic errors in derived parameters like thickness or refractive index unless effective medium approximations are applied, though such corrections introduce additional model uncertainties. For biomolecular layers, the inherent heterogeneity and orientation effects further challenge these assumptions, limiting the technique's standalone reliability without supplementary validation.^[29]^[23]

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https://doi.org/10.1002/adpr.202300238
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https://doi.org/10.3390/spectroscj1030014
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[PDF] Thin Film Photovoltaics by Spectroscopic Ellipsometry - HORIBA
To improve the con- version efficiency of a solar cell, antireflection (AR) coating is ap- plied to the top layer of the cell helping to optimize light.
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https://static.horiba.com/fileadmin/Horiba/Application/Materials/Photovoltaics/Thin_film_Photovoltaics_by_Spectroscopic_Ellipsometry.pdf
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https://doi.org/10.1021/acsnano.2c12773
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https://doi.org/10.1146/annurev.ms.11.080181.000525
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A comparative study of protein adsorption on titanium oxide surfaces ...
Mar 15, 2002 · A comparative study of protein adsorption on titanium oxide surfaces using in situ ellipsometry, optical waveguide lightmode spectroscopy ...
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Oxides Film Formed on Fe- and Ni-Based Alloys: An Ellipsometry ...
UV-visible spectroscopic ellipsometry was used to study the thickness and composition of the oxidized zone in Fe- and Ni-based alloys as a function of oxygen ...
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[PDF] Ellipsometry studies of Si/Ge superlattices with embedded Ge dots
Spectroscopic ellipsometry (SE) measurement at room temperature was used ... quantum dots and nanowires can offer such possibilities through changing ...
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Temperature Dependent Reflectance and Ellipsometry Studies on a ...
Apr 1, 2019 · of the quantum dots, and for sufficiently small quantum dots, the ... Nanowires Mixed‐Dimensional Heterostructures with Enhanced ...
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Quantum mechanical effects in plasmonic structures with ... - Nature
Jun 3, 2016 · ... plasmonic structures ... In these configurations, the gap distance created by the molecular spacer were either measured via ellipsometry ...
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Mid-infrared ellipsometry enhanced by means of localized ... - Nature
Aug 30, 2025 · ... ellipsometry in a range that encompasses the mid-infrared (4000 cm ... plasmonic structures, as it has been recently demonstrated for ...<|separator|>
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Total internal reflection ellipsometry as a label-free assessment ...
Total internal reflection ellipsometry as a label-free assessment ... Microfluidics / instrumentation; Microfluidics / methods; Molecular Structure ...
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Polarization modulated spectroscopic ellipsometry-based surface ...
Nov 7, 2024 · A peristaltic pump (LG-G100-1J-EU/DG-4-B, DARWIN microfluidics ... DNA hybridization. Plasmonics 17, 1831–1841 (2022). Article CAS PubMed ...
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Time-Resolved and Label-Free Evanescent Light-Scattering ...
May 18, 2021 · ... microfluidics to enable liquid exchange similar to that used in, for ... ; Veer, F. A. Ellipsometry as a tool to study the adsorption ...
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Quantifying and Controlling DNA Probe Density on the Surface of ...
Apr 22, 2025 · ... ellipsometry and surface plasmon resonance spectroscopy. (8,13,14) ... Regarding the DNA hybridization efficiency, there are slight ...
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Improved Operational Stability of Perovskite Solar Cells via Au ...
Oct 4, 2021 · These results have profound implications for understanding in operando degrdn. ... and thin-film ellipsometry measurements, the time-dependent ...
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Monitoring the Electrochemical Failure of Indium Tin Oxide ...
... in operando spectroscopic ellipsometry ... Tracking Lithium Intercalation in Battery Electrodes via Their Electrochromic Properties Using Operando Ellipsometry.
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Operando monitoring of ion activities in aqueous batteries ... - Nature
Jan 27, 2022 · ... in operando (while in use and without interfering with their ... Thicknesses were further confirmed by ellipsometry measurements (Optical ...
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Metasurface array for single-shot spectroscopic ellipsometry - Nature
Apr 10, 2024 · Spectroscopic ellipsometry is a potent method that is widely adopted for the measurement of thin film thickness and refractive index.
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Ellipsometric determination of permittivity in a negative index ...
Dec 21, 2012 · ... photonic crystals—in this case, a periodic array of holes etched ... Spectroscopic ellipsometry: principles and applications.
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Controlling the broadband enhanced light chirality with L-shaped ...
May 4, 2024 · We tackle these problems by designing all-dielectric silicon-based L-shaped optical metamaterials based on tilted nanopillars that exhibit broadband and ...
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Chirality detection of enantiomers using twisted optical metamaterials
Jan 25, 2017 · The protein was spin-coated on the metamaterials, forming a 10 nm thick film. This thickness was confirmed through ellipsometry measurement.
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In Situ Ellipsometric Monitoring of Gold Nanorod Metamaterials Growth
An in situ transmission-based system has been designed to optically monitor the ellipsometry constants of a hyperbolic plasmonic metamaterial during ...2.1 Nanorod Metamaterial... · 2.2 Metamaterial Structural... · Figure 2
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Spectroscopic ellipsometry modelling of Cr+ implanted copper oxide ...
Dec 13, 2023 · In this paper, we present modelling of spectroscopic ellipsometry data. The measured samples are thin films of copper oxides modified with the ion implantation ...Missing: computational commercialization
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In Operando Spectroscopic Ellipsometry Investigation of MOF Thin ...
Jan 18, 2023 · ... cultural heritage (CH). The challenge is to design highly ... In Operando Spectroscopic Ellipsometry Investigation of MOF Thin Films for ...
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Natural Lighting and Medieval Glass – Scientific Data Acquisition ...
... Cultural Heritage and Sustainability Network, Rue du Commerce 31, 1000 ... Spectroscopic ellipsometry · Polarization · Glass · Stained glass window · Middle ...
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Spectroscopic ellipsometry and polarimetry for materials and ... - NIH
Spectroscopic ellipsometry became famous for its extreme sensitivity to very thin overlayers well below 1 nm thickness (Tompkins and Irene 2005). Ellipsometry ...
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Ellipsometry - Helmholtz-Zentrum Dresden-Rossendorf, HZDR
The major advantages of ellipsometry are: absolutely non-destructive. capable of mono-layer sensitivity.Missing: key | Show results with:key
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Ellipsometry - EAG Laboratories
Limitations. No direct measurement of material properties; an optical model of the sample must be fitted to the data; Requires optically flat sample surfaces ...
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Possibilities and limitations of ellipsometry - ScienceDirect
The most sensitive ellipsometric arrangement with the simultaneous variation of the angle of incidence and the polarization of the incident light is presented ...
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[PDF] THE SENSITIVITY LIMITS OF SPECTROSCOPIC ELLIPSOMETRY ...
Spectroscopic Ellipsometry (SE) measurements made with the optimum angle of incidence. (Zeidler et al. 1974) have been shown to be a powerful technique for ...<|control11|><|separator|>
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Spectroscopic Ellipsometry of Nanocrystalline Diamond Film Growth
Oct 16, 2017 · Meanwhile, the thickness of the film prevents fitting of the buried SiC layer, which was set to 5.03 nm as for the films of shorter growth ...1 Introduction · Figure 7 · Figure 9
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Deep Learning for Rapid Analysis of Spectroscopic Ellipsometry Data
Sep 23, 2021 · Three methods (termed spectral, piecewise, and pointwise) of spectroscopic ellipsometry data analysis based on deep learning are introduced and studied.Missing: post- | Show results with:post-
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Automated Spectroscopic Ellipsometry Market Size, Share & Trends ...
Oct 6, 2025 · Despite performance benefits, automated spectroscopic ellipsometry systems carry substantial upfront costs, often exceeding \$100,000 per unit.