Concept
Spectroscopy
Parents
BiophysicsComputational BiochemistryComputational ModelingHigh-power LasersOptical Systems
305.4K
Publications
15.2M
Citations
492.9K
Authors
19.9K
Institutions
Table of Contents
In this section:
In this section:
InstrumentationMaterial PropertiesSpectral AnalysisLaser-induced BreakdownChemical Compositions
In this section:
In this section:
Forensic ScienceVibrational SpectroscopySingle MoleculesChemical AnalysisPublic-private Partnerships
[2] Spectroscopy - Wikipedia — Spectroscopy Spectroscopy, primarily in the electromagnetic spectrum, is a fundamental exploratory tool in the fields of astronomy, chemistry, materials science, and physics, allowing the composition, physical structure and electronic structure of matter to be investigated at the atomic, molecular and macro scale, and over astronomical distances. Spectroscopy is a branch of science concerned with the spectra of electromagnetic radiation as a function of its wavelength or frequency measured by spectrographic equipment, and other techniques, in order to obtain information concerning the structure and properties of matter. Spectral measurement devices are referred to as spectrometers, spectrophotometers, spectrographs or spectral analyzers. Also, Max Planck's explanation of blackbody radiation involved spectroscopy because he was comparing the wavelength of light using a photometer to the temperature of a Black Body. Spectroscopy is used in physical and analytical chemistry because atoms and molecules have unique spectra. Spectroscopy
[5] Spectroscopy: Definition, 7 Types, Important Applications — The scientific study of how various types of matter emit and absorb radiation, including light, is known as spectroscopy. What is Spectroscopy? Types of Spectroscopy Infrared Spectroscopy Mass Spectroscopy What is Spectroscopy? Spectroscopy is a field of study that investigates the interaction between matter, such as molecules, atoms, and nuclei, and radiated energy, specifically electromagnetic radiation. The categorization of spectroscopy depends upon the manner in which matter interacts with radiation. Types of Spectroscopy Infrared Spectroscopy Infrared spectroscopy mainly deals with the electromagnetic spectrum in the infrared region. Mass Spectroscopy Mass spectrometry, or mass spectroscopy, is an analytical tool for measuring the mass-to-charge ratio (m/z) of one or more molecules in a sample. Optical spectroscopy is the study of how matter interacts with electromagnetic radiation. https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Map%3A_Organic_Chemistry_(Bruice)/13%3A_Mass_Spectrometry_Infrared_Spectroscopy_and_Ultraviolet_Visible_Spectroscopy/13.07%3A_Spectroscopy_and_the_Electromagnetic_Spectrum https://byjus.com/chemistry/spectroscopy/
[6] Spectroscopy - (Intro to Astronomy) - Vocab, Definition ... - Fiveable — Advances in spectroscopic techniques, such as high-resolution spectrographs, have enabled the discovery of exoplanets and the study of their atmospheric compositions. Spectroscopy is crucial for understanding the formation and evolution of stars, as well as the properties of interstellar gas and dust in the Milky Way and other galaxies.
[8] Unveiling the Secrets of the Universe with Spectroscopy: A British ... — British scientists have made numerous significant discoveries using spectroscopy. One notable example is the discovery of helium in the Sun by Sir Norman Lockyer in 1868. This discovery not only expanded our understanding of the composition of celestial bodies but also led to the identification of a new element on Earth.
[9] Astrospectroscopy - Stellar Astronomy — Examples of Astrospectroscopic discoveries: The discovery of Helium: Astrospectroscopy played a key role in the discovery of Helium in the sun, before it was found on Earth. The measurement of stellar velocities: Spectroscopy has allowed astronomers to map the motion of stars in our galaxy, providing insights into the Milky Way's structure and
[10] Using Spectroscopy to Reveal the Secrets of Space — Scientists are using advanced spectroscopic techniques to probe the universe, uncovering vital insights about celestial objects. A new study by Diriba Gonfa Tolasa of Assosa University, Ethiopia, highlights how atomic and molecular physics contribute to astrophysical discoveries, shaping our understanding of stars, galaxies, and even the possibility of extraterrestrial life.
[16] PDF — In spectroscopy, we use light to determine a tremendous range of molecular properties, including electronic, vibrational, rotational, and electron and nuclear spin states and energies. In some cases, light of different wavelengths is shined on a sample and the wavelengths that get absorbed most strongly are measured. In others, you let the sample first absorb light and then measure the wavelength of light emitted. Through an understanding of the general principles of spectroscopy, you can understand the way most spectroscopic measurements work and begin to think creatively about the broad range of spectroscopic possibilities.
[18] PDF — Spectroscopy allows the study of how matter interacts with or emits electromagnetic radiation. There are different types of spectroscopy, depending on the wavelength range that is being measured. UV-Vis spectroscopy uses the ultraviolet and visible regions of the electromagnetic spectrum. Infrared spectroscopy uses the lower energy infrared part of
[20] 6 Differences between UV-Vis Spectroscopy and IR Spectroscopy — Spectroscopy is an essential scientific method for examining the makeup and characteristics of matter. It is applied in many disciplines, including chemistry, biology, environmental science, and materials science. Infrared (IR) and ultraviolet-visible (UV-Vis) spectroscopy are two of the most popular forms of spectroscopy.
[29] The Importance of the Infrared | Multiwavelength Astronomy — I don't think the progress in astronomy in general could possibly have been made without the contributions of infrared astronomy. It's as simple as that. Opening space science to the infrared region of the spectrum has contributed greatly to our understanding of many extremely distant objects in the Universe that are visible only in the
[31] ESA Science & Technology - Seeing with infrared eyes: a brief history ... — An early, significant discovery for infrared astronomy came in 1967, in the form of the Becklin-Neugebauer object. When observed at 2.2 micrometres, it appears to be about the size of our whole Solar System, with a temperature of 700K (about 400 ºC). This object was discovered by California Institute of Technology astronomers Eric Becklin and Gerry Neugebauer while they were surveying the
[48] History of spectroscopy - Wikipedia — Foucault experimentally demonstrated that absorption and emission lines appearing at the same wavelength are both due to the same material, with the difference between the two originating from the temperature of the light source. In 1853, the Swedish physicist Anders Jonas Ångström presented observations and theories about gas spectra in his work Optiska Undersökningar (Optical investigations) to the Royal Swedish Academy of Sciences. Ångström postulated that an incandescent gas emits luminous rays of the same wavelength as those it can absorb. The systematic attribution of spectra to chemical elements began in the 1860s with the work of German physicists Robert Bunsen and Gustav Kirchhoff, who found that Fraunhofer lines correspond to emission spectral lines observed in laboratory light sources.
[54] 1: Spectroscopy - Chemistry LibreTexts — Spectroscopy played a key role in the development of quantum mechanics and is essential to understanding molecular properties and the results of spectroscopic experiments. It is used as a "stepping stone" to take us to the concepts of quantum mechanics and the quantum mechanical description of molecular properties in order to make the
[55] CHEM 7L Manual - Experiment 5 - Experiment 5 Atomic Emission ... - Studocu — The observable in a spectroscopy experiment is a spectrum, which describes changes in the intensity and energy of light after interaction with the atom/molecule. ... a new physics, called quantum mechanics, was born. Quantum mechanics grew from two key principles: (1) Wave- particle duality, which states that light has particle-like properties
[61] How Newton's Prisms Fueled a Spectrum of Spectroscopy Techniques — The field of spectroscopy in the modern sense had yet to become a foregone conclusion following Newton's experiments. Scientists such as Robert Hooke, Christiaan Huygens, and Thomas Young contributed their own experiments with prisms that collectively led to the conclusion that chemicals had specific spectra associated with them.
[62] History of spectroscopy - Wikipedia — Foucault experimentally demonstrated that absorption and emission lines appearing at the same wavelength are both due to the same material, with the difference between the two originating from the temperature of the light source. In 1853, the Swedish physicist Anders Jonas Ångström presented observations and theories about gas spectra in his work Optiska Undersökningar (Optical investigations) to the Royal Swedish Academy of Sciences. Ångström postulated that an incandescent gas emits luminous rays of the same wavelength as those it can absorb. The systematic attribution of spectra to chemical elements began in the 1860s with the work of German physicists Robert Bunsen and Gustav Kirchhoff, who found that Fraunhofer lines correspond to emission spectral lines observed in laboratory light sources.
[71] How Spectroscopy Changed the World - Kathy Loves Physics — Kirchhoff solved the mystery of the voids in the Sun's spectrum. Different elements have different energy levels so they produce different bands of light. Bunsen and Kirchhoff built their first spectroscope out of Bunsen's old cigar box, some telescope parts, a prism, and, of course, a Bunsen burner.
[74] Robert Bunsen and Gustav Kirchhoff - Science History Institute — Bunsen was called to the University of Heidelberg in 1852, and he soon arranged for Kirchhoff to teach at Heidelberg as well. Kirchhoff, whose own research contributed to the fundamental understanding of electrical circuits, had an unknown disability that restricted his movement to a wheelchair or crutches for most of his life. The Spectroscope
[75] Robert Bunsen | Inventor, Physicist, Spectroscopy | Britannica — Robert Bunsen (born March 30, 1811, Göttingen, Westphalia [Germany]—died August 16, 1899, Heidelberg) was a German chemist who, with Gustav Kirchhoff, about 1859 observed that each element emits a light of characteristic wavelength.Such studies opened the field of spectrum analysis, which became of great importance in the study of the Sun and stars and also led Bunsen almost immediately to
[87] EPR vs. NMR - What's the Difference? | This vs. That — NMR spectroscopy, on the other hand, is widely used for structural elucidation of organic molecules, determination of protein structures, and analysis of complex mixtures, such as metabolites in biological samples.
[88] Recent Advances in Biological NMR Spectroscopy - NMR Central — Metabolomics NMR spectroscopy involves the use of advanced NMR techniques, such as 2D-NMR and gradient-based methods, to separate and detect the signals from specific molecules in complex biological mixtures.
[89] The strengths and weaknesses of NMR spectroscopy and mass spectrometry ... — Mass spectrometry (MS) and nuclear magnetic resonance (NMR) have evolved as the most common techniques in metabolomics studies, and each brings its own advantages and limitations. Unlike MS spectrometry, NMR spectroscopy is quantitative and does not require extra steps for sample preparation, such as separation or derivatization. Although the sensitivity of NMR spectroscopy has increased
[90] The Strengths and Weaknesses of NMR Spectroscopy and Mass Spectrometry ... — Finally, it is crucial to remember that there is no single analytical platform that can perform a complete quantification and identification of all molecules within a sample. Table 1 demonstrates the advantages and the limitations of NMR spectroscopy compared to MS spectrometry. Thus, employing different techniques such as different ionization
[91] What is NMR Spectroscopy? An In-Depth Explanation for Beginners — Key Takeaway: NMR spectroscopy's broad applicability stems from its ability to provide detailed molecular information, making it indispensable in numerous scientific and industrial fields. Advantages and Limitations. While NMR spectroscopy is a powerful tool, it has its strengths and constraints. Strengths of NMR
[98] Structural Biology by NMR: Structure, Dynamics, and Interactions — The function of bio-macromolecules is determined by both their 3D structure and conformational dynamics. These molecules are inherently flexible systems displaying a broad range of dynamics on time-scales from picoseconds to seconds. Nuclear Magnetic Resonance (NMR) spectroscopy has emerged as the method of choice for studying both protein structure and dynamics in solution. Typically, NMR
[99] NMR Provides Unique Insight into the Functional Dynamics and ... — Intrinsically disordered proteins are ubiquitous throughout all known proteomes, playing essential roles in all aspects of cellular and extracellular biochemistry. To understand their function, it is necessary to determine their structural and dynamic behavior and to describe the physical chemistry of their interaction trajectories. Nuclear magnetic resonance is perfectly adapted to this task
[100] Integrative Approaches for Characterizing Protein Dynamics: NMR, CryoEM ... — Abstract. Proteins are inherently dynamic and their internal motions are essential for biological function. Protein motions cover a broad range of timescales: 10 −14 -10 sec, spanning from sub-picosecond vibrational motions of atoms via microsecond loop conformational rearrangements to millisecond large amplitude domain reorientations. Observing protein dynamics over all timescales and
[114] Recent Developments in Spectroscopy for Chemical Analysis - AZoOptics — Spectroscopic analysis helps explore composites and provides important information, such as their electronic and optical properties, chemical composition, element type, and crystallinity, which is of immense help to researchers. Recent advancements in the XPS technique have been Hard X-ray Photoelectron Spectroscopy (HAXPES), which provides information about the chemical, electronic, magnetic, and structural nature of materials. Fourier transform infrared (FT-IR) is a rapid, informative, and non-destructive technique that provides information about the chemical composition and structural features of a sample. This spectroscopic tool provides important information about the physical and chemical properties of a polymer which enables polymer engineers to develop advanced polymers with various applications. In the last decade, near-infrared (NIR) spectroscopy has become one of the most rapidly advancing spectroscopic techniques that has significantly contributed to the study of physical chemistry.
[115] Recent advances of chemometric calibration methods in modern ... — In recent years, modern spectral analysis techniques, such as ultraviolet-visible (UV-vis) spectroscopy, mid-infrared (MIR) spectroscopy, near-infrared (NIR) spectroscopy, Raman spectroscopy, terahertz (THz) spectroscopy, nuclear magnetic resonance (NMR) spectroscopy, laser-induced breakdown spectroscopy (LIBS), etc., have experienced rapid development and have been widely applied in various
[116] Advancements in Spectral Analysis and Its Applications — Advancements in Spectral Analysis and Its Applications - BiologyInsights Advancements in Spectral Analysis and Its Applications Explore the latest advancements in spectral analysis and their transformative applications across various scientific fields. Spectral analysis has become a cornerstone in scientific research, offering insights across various fields by examining how matter interacts with electromagnetic radiation. This technique is essential for identifying chemical compositions and understanding physical properties of substances, driving advancements in both fundamental science and practical applications. Various techniques and instruments have been developed to enhance spectral resolution, enabling researchers to extract more precise information from their analyses. Spectral imaging has emerged as a powerful tool that combines traditional spectral analysis with advanced imaging techniques to provide spatially resolved spectral data.
[117] Current Trends in Analytical Spectroscopy: Technique and Instrument ... — This article discusses advances in techniques and modifications to technologies that are improving measurements and enabling well-established techniques to break into new and exciting fields of research.We survey developments in infrared spectroscopy, Raman spectroscopy, X-ray fluorescence spectroscopy, inductively coupled plasma-optical emission spectroscopy, and laser-induced breakdown
[118] From Vibrations to Visions: Raman Spectroscopy's Impact on Skin Cancer ... — The future of Raman spectroscopy in skin cancer diagnostics is marked by significant advancements and potential innovations. Technological improvements are anticipated to enhance the diagnostic efficiency and accuracy of Raman spectroscopy, particularly through increased sensitivity, resolution, and real-time data acquisition.
[119] Optimizing AI Models for Raman Spectroscopy: Improving Disease Diagnosis — A new study published in Analytical Chemistry demonstrated how the optimization of artificial intelligence (AI) models using Raman spectroscopy has improved disease diagnosis (1).. Raman spectroscopy is a powerful tool for the label-free biomolecular analysis of cells and tissues, utilized extensively in both in vitro and in vivo pathological diagnosis (1).
[120] Rapid diagnosis of celiac disease based on plasma Raman spectroscopy ... — This study utilizes Raman spectroscopy combined with deep learning models to achieve a non-invasive, rapid, and accurate diagnostic method for celiac disease and healthy controls. A total of 59 plasma samples, comprising 29 celiac disease cases and 30 healthy controls, were collected for experimental purposes.
[122] Recent Trends in Surface-Enhanced Raman Scattering-Based In Vitro ... — Surface-enhanced Raman scattering (SERS) spectroscopy has gained prominence in in vitro diagnostics due to its high sensitivity and multiplex detection capabilities. This review highlights recent advances in translational biomedical research using SERS techniques, with a focus on the rapid and accur …
[124] Applications of machine learning in spectroscopy - Taylor & Francis Online — At the same time, data science has evolved to the point where spectroscopy can find space to be housed, adapted and be functional. The integration of the two sciences has introduced a knowledge gap between data scientists who know about advanced machine learning techniques and spectroscopists who have a solid background in chemometrics.
[125] Data Augmentation Techniques for Machine Learning Applied to Optical ... — Machine learning and deep learning algorithms have been widely used to develop a lot of new kinds of methods for analyzing spectroscopic data obtained from agrifood processes . These methods are able to automatically identify some patterns and correlations between the data that would be difficult, or impossible, for humans to find
[126] Machine learning for analysis of experimental scattering and ... — Machine learning (ML) has recently emerged as a powerful tool for automating several aspects of scattering- and spectroscopy data analysis. 18-27 In this perspective, we describe the application of supervised and unsupervised ML to experimental scattering and spectroscopy data analysis.
[127] AI, Deep Learning, and Machine Learning in the Dynamic World of ... — Researchers from Tsinghua University and Beihang University in Beijing have developed a deep learning-based data processing framework that significantly improves the accuracy of dual-comb absorption spectroscopy (DCAS) in gas quantification analysis. In another Chemometrics in Spectroscopy column we presented a historical perspective on the development of an expert calibration system (ECS) for spectroscopic-based process analytical chemistry would be a significant advancement aimed at automating the creation of high-quality calibration models for standard zero-order and first-order calibrations as well as multidimensional imaging applications (9). Researchers from Zhejiang University have developed a new non-linear memory-based learning (N-MBL) model that enhances the prediction accuracy of soil properties using visible near-infrared (vis-NIR) spectroscopy. Available at: https://www.spectroscopyonline.com/view/an-interview-with-ai-about-its-potential-role-in-vibrational-and-atomic-spectroscopy (accessed 2024-11-22). Available at: https://www.spectroscopyonline.com/view/deep-learning-advances-gas-quantification-analysis-in-near-infrared-dual-comb-spectroscopy (accessed 2024-11-22). Available at: https://www.spectroscopyonline.com/view/ai-powered-spectroscopy-faces-hurdles-in-rapid-food-analysis (accessed 2024-11-22).
[129] Quantum Interactions in Spectroscopy | Solubility of Things — Characterization of Material Properties: Through techniques such as solid-state NMR and Raman spectroscopy, researchers can uncover essential physical properties of materials, including crystalline structure, phase transitions, and defects. The concept of quantum states and energy levels is fundamental to understanding atomic and molecular behavior, particularly in the context of spectroscopy. In the realm of spectroscopy, selection rules and transition probabilities play a critical role in determining the allowed transitions between quantum states of atoms and molecules. Techniques like Raman Spectroscopy can provide insights into molecular structures and interactions, thus enhancing our understanding of complex chemical systems. By applying the principles of quantum mechanics, spectroscopy transcends mere analysis, evolving into a powerful tool that can unlock the complex behaviors of matter at atomic and molecular levels.
[131] Quantum Interactions in Spectroscopy | Solubility of Things — Interdisciplinary Applications: Quantum interactions have fostered collaborative efforts between fields such as chemistry, physics, and biology. By harnessing spectroscopic techniques underpinned by quantum mechanics, researchers have made strides in drug discovery, disease diagnostics, and nanotechnology. As physicist Richard Feynman aptly
[132] Hard x-ray photoelectron spectroscopy at a soft x-ray source: Present ... — Hard x-ray photoelectron spectroscopy (HAXPES) is a powerful technique to characterize the chemical and electronic structures of materials. In energy conversion devices, often composed of a stack of thin layers and thus containing multiple buried interfaces, the increased probing depth of HAXPES, compared to conventional x-ray photoelectron spectroscopy, makes it a technique of choice to
[162] A Brief Review of the Latest Spectroscopic Research in Environmental ... — Spectroscopic analytical techniques are crucial for the analysis of environmental samples. This review emphasizes the latest advancements in several key spectroscopic methods, including atomic, vibrational, molecular, electronic, and X-ray techniques. The applications of these analytical methods in detecting contaminants and other environmental applications are thoroughly discussed.
[163] A new platform for rapid and indiscriminate detection of environmental ... — This study established an environmental pollutant detection platform based on surface-enhanced Raman spectroscopy, which could amplify the Raman signal of target molecules twice to obtain SERS signals of different types of pollutants (antibiotics, pesticides, food adulterants, natural toxins, toxic anions, heavy-metal cations, bacteria and
[164] The Role of Modern Spectroscopy in Environmental Monitoring — Optical spectroscopy enhances environmental monitoring by detecting pollutants, aiding in global sustainability efforts.
[165] Breaking Down the Latest Environmental Research in Spectroscopy — A study by Yuzhu Liu and colleagues explored using laser-induced breakdown spectroscopy (LIBS) and single-particle aerosol mass spectrometry (SPAMS) to monitor indoor air pollution, focusing on electronic welding environments. Published in Optics and Lasers in Engineering, the research highlights the significant pollutants, including hazardous metals like lead and tin, and carbon emissions
[166] Applications of surface-enhanced Raman spectroscopy in environmental ... — The accurate, sensitive and rapid detection of such contaminants is vital for human health and safety. Surface-enhanced Raman spectroscopy (SERS) is a valuable analytical tool with wide applications in environmental contaminant monitoring.
[182] A Brief Review of the Latest Spectroscopic Research in Environmental ... — Techniques such as inductively coupled plasma mass spectrometry (ICP-MS) and inductively coupled plasma optical emission spectroscopy (ICP-OES) are utilized for trace elemental analysis, providing high sensitivity and precision. One review delves into the theory behind single-cell ICP-MS analysis; discusses its applications across various disciplines, and highlights the latest advancements in instrumentation that have enhanced these analytical capabilities for environmental samples (2). Focusing on Raman spectroscopy, the review discusses challenges in nanoplastic analysis and recent advancements, such as advanced Raman spectroscopy techniques, hyphenation with other instrumental methods, and surface-enhanced Raman spectroscopy (SERS) using conventional substrates and integrated sample preparation methods. Deciphering the microheterogeneous repartition effect of environmental matrix on surface-enhanced Raman spectroscopy (SERS) analysis for pollutants in natural waters.
[183] Air Pollution Monitoring by Advanced Spectroscopic Techniques — The monitoring requirements related to air pollution are many and varied. The molecules of concern differ greatly in their chemical and physical properties, in the nature of their environment, and in their concentration ranges. Furthermore, the
[184] The Influence and Compensation of Environmental Factors (pH ... - MDPI — In recent years, ultraviolet-visible (UV-Vis) spectroscopy has become one of the important methods used to measure water chemical oxygen demand (COD). However, environmental factors (pH, temperature, conductivity, etc.) can interfere with spectral information, thereby influencing the stability and accuracy of COD detection. The three environmental factors that influence UV-Vis spectroscopy
[185] Environmental Applications of Mass Spectrometry for Emerging ... - MDPI — GC-MS and LC-MS are well-established and widely used methods for the analysis of semi-volatile and non-volatile compounds, respectively, offering high sensitivity and specificity across various environmental matrices such as air, water, and soil. ... Each MS technique has distinct advantages based on these factors, so making the right choice is
[186] PDF — This review explores the various applications of Raman spectroscopy in the biomedical field, including cancer detection, microbial identification, and the analysis of biochemical changes in tissues and cells.
[187] Raman Spectroscopy in Disease Diagnosis — Raman spectroscopy, a noninvasive and highly sensitive analytical technique, is revolutionizing biomedical sciences by providing detailed molecular insights that could transform disease diagnosis (1). Raman spectroscopy is a light scattering technique, meaning that a molecule scatters light from a high-intensity laser light source (1).
[188] Raman spectroscopy for medical diagnostics: from in vitro biofluid ... — Raman spectroscopy is an optical, nondestructive, and label-free fingerprinting technique that can be used in medical diagnostics as a noninvasive alternative to other invasive methods such as biopsies. The success of Raman spectroscopy in medical applications lies in its ability to differentiate between healthy and diseased tissue based on their different molecular compositions and its
[189] Early plant disease detection by Raman spectroscopy: An open-source ... — Disease diagnosis assisted by Raman spectroscopy has been demonstrated for the early detection of CLso with 80% accurate diagnostics built by PLS-DA chemometric classification (Sanchez et al., 2020). The asymptomatic plants infected by Cmm were detected by machine-learning with high accuracy (97-99%) using the algorithms PCA + LDA, and PCA
[190] Practices, Potential, and Perspectives for Detecting Predisease Using ... — The Raman spectral data directly link to the molecular composition of the cells and tissues and provides a "molecular fingerprint" for various disease states. This review focuses on the practical and clinical applications of Raman spectroscopy, especially in the early detection of human diseases.
[200] The future of spectroscopy: strengths and challenges — Challenges in spectroscopy. Challenges exist across several fronts. In some countries, government, institution and even public support of science initiatives is threatened by varying degrees of politics, scepticism and lack of awareness. What's more, the effects are felt not just by those who rely on institutional funding for their work, but
[201] Single-Molecule Surface-Enhanced Raman Spectroscopy: Challenges ... — Single-Molecule Surface-Enhanced Raman Spectroscopy: Challenges, Opportunities, and Future Directions ACS Nano. 2024 Sep 11. doi: 10.1021/acsnano.4c09483. Online ahead of print. Authors Makayla Maxine Schmidt 1 , Alexandre G Brolo 2 , Nathan C Lindquist 1 Affiliations 1 Department of Physics
[205] Artificial Intelligence in Analytical Spectroscopy, Part II: Examples ... — We give a few early and late examples of AI and ML as applied to different vibrational spectroscopy methods, such as Raman, infrared (FT-IR), near-infrared (NIR), and ultraviolet–visible (UV-vis) spectroscopic techniques. The authors report that the use of AI to support analytical purposes has been mostly limited to data analysis methods, such as image recognition, vibrational spectroscopy, and mass spectrometry. For this purpose, a tutorial article, representing the prerequisite algorithm requirements for machine learning approaches, has been published to demonstrate multivariate classification analysis using near-infrared (NIR), FT-IR, and Raman spectroscopy data (3). A review paper, written in 2022, summarizes the application of Raman spectroscopy for noninvasive identification of mixture composition, including spectral preprocessing, and a detailed discussion of the application of AI analysis in Raman methods (14).
[206] Applications of machine learning in spectroscopy - Taylor & Francis Online — At the same time, data science has evolved to the point where spectroscopy can find space to be housed, adapted and be functional. The integration of the two sciences has introduced a knowledge gap between data scientists who know about advanced machine learning techniques and spectroscopists who have a solid background in chemometrics.
[207] AI, Deep Learning, and Machine Learning in the Dynamic World of ... — Researchers from Tsinghua University and Beihang University in Beijing have developed a deep learning-based data processing framework that significantly improves the accuracy of dual-comb absorption spectroscopy (DCAS) in gas quantification analysis. In another Chemometrics in Spectroscopy column we presented a historical perspective on the development of an expert calibration system (ECS) for spectroscopic-based process analytical chemistry would be a significant advancement aimed at automating the creation of high-quality calibration models for standard zero-order and first-order calibrations as well as multidimensional imaging applications (9). Researchers from Zhejiang University have developed a new non-linear memory-based learning (N-MBL) model that enhances the prediction accuracy of soil properties using visible near-infrared (vis-NIR) spectroscopy. Available at: https://www.spectroscopyonline.com/view/an-interview-with-ai-about-its-potential-role-in-vibrational-and-atomic-spectroscopy (accessed 2024-11-22). Available at: https://www.spectroscopyonline.com/view/deep-learning-advances-gas-quantification-analysis-in-near-infrared-dual-comb-spectroscopy (accessed 2024-11-22). Available at: https://www.spectroscopyonline.com/view/ai-powered-spectroscopy-faces-hurdles-in-rapid-food-analysis (accessed 2024-11-22).
[208] Single-Molecule Surface-Enhanced Raman Spectroscopy - PMC — Single-molecule surface-enhanced Raman spectroscopy (SM-SERS) has the potential to detect single molecules in a non-invasive, label-free manner with high-throughput. ... life science. However, spontaneous Raman scattering is very weak, with only 1 in 10 7 photons involved, which limits the sensitivity of Raman spectroscopy. Surface-enhanced
[210] Single-Molecule Surface-Enhanced Raman Spectroscopy: Challenges ... — Single-molecule surface-enhanced Raman spectroscopy (SM-SERS) is a powerful experimental technique for label-free sensing, imaging, and chemical analysis. Although Raman spectroscopy itself is an extremely "feeble" phenomenon, the intense interaction of optical fields with metallic nanostructures in the form of plasmonic hotspots can generate Raman signals from single molecules. While what
[211] From synthesis to SERS (Surface Enhanced Raman Scattering ... - Springer — Surface-enhanced Raman Scattering (SERS) spectroscopy engages attention as an advanced Raman spectroscopy detection technology due to its ultra-high sensitivity, non-destructiveness and specificity on the molecular vibrational fingerprint . SERS is particularly notable for its ability to amplify Raman signals significantly, making it an
[221] Are public-private partnerships a healthy option? A systematic ... — Public-private partnerships are on-going agreements between government and private sector organizations in which the private organization participates in the decision-making and production of a public good or service that has traditionally been provided by the public sector and in which the private sector shares the risk of that production
[236] AAFS 2025: Heidi Eldridge Talks About Funding Issues in Forensic Science — One change that has the forensic science field in a state of uncertainty is the pause or cutting of funding for scientific research (1). Funding has always been an issue in forensic science and other scientific disciplines, but it has become an even greater challenge as the federal government has cut or paused federal grants for scientific
[238] Surface-Enhanced Raman Spectroscopy: Current Understanding, Challenges ... — While surface-enhanced Raman spectroscopy (SERS) has experienced substantial advancements since its discovery in the 1970s, it is an opportunity to celebrate achievements, consider ongoing endeavors, and anticipate the future trajectory of SERS. In this perspective, we encapsulate the latest breakthroughs in comprehending the electromagnetic enhancement mechanisms of SERS, and revisit CT