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9 pages, 1320 KB  
Communication
A Laterally Integrated VCSEL–Electro-Absorption Modulator Enabled by Resonance Detuning and Slow-Light Coupling
by Shanting Hu, Xingchen Zhang, Bo Tian, Lei Zhu and Bo Liu
Photonics 2026, 13(4), 368; https://doi.org/10.3390/photonics13040368 - 13 Apr 2026
Abstract
Directly modulated VCSEL transmitters are widely deployed in short-reach optical interconnects. However, further scaling of per-lane symbol rates in AI/HPC data center fabrics requires modulation schemes beyond the practical limits of direct current modulation. We demonstrate a laterally integrated VCSEL–electro-absorption modulator (EAM) transmitter [...] Read more.
Directly modulated VCSEL transmitters are widely deployed in short-reach optical interconnects. However, further scaling of per-lane symbol rates in AI/HPC data center fabrics requires modulation schemes beyond the practical limits of direct current modulation. We demonstrate a laterally integrated VCSEL–electro-absorption modulator (EAM) transmitter enabled by resonance-detuned coupling on an oxide-confined half-VCSEL platform. A localized 20 nm surface etch produces > 5 nm resonance detuning, confirmed by measured spectra and supported by transfer-matrix and mode-matching simulations, which indicate strong slow-light-assisted lateral coupling into the modulator. Experimentally, the measured spectra confirm a 5 nm resonance separation. Static characterization shows a coupling ratio of 63% extracted from near-field profiles and an extinction ratio of 4 dB (based on modulator-side power) under a −2 V modulator bias, with an apparent 1 mW absorption at a 6 mA VCSEL drive current. Dynamic measurements demonstrate a small-signal 3 dB bandwidth of approximately 23 GHz and clear NRZ eye openings at 25 Gbps and 30 Gbps. These results validate resonance-detuned lateral integration as a compact and manufacturable approach to VCSEL-based externally modulated transmitters for next-generation short-reach interconnects. Full article
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18 pages, 4334 KB  
Article
Multi-Source Remote Sensing-Constrained Evaluation of CMAQ Aerosol Optical Depth over Major Urban Clusters in China
by Zhaoyang Peng, Yikun Yang, Yuzhi Jin, Bin Wang, Zhouyang Zhang, Ting Pan and Zeyuan Tian
Remote Sens. 2026, 18(8), 1134; https://doi.org/10.3390/rs18081134 - 10 Apr 2026
Viewed by 229
Abstract
Aerosol optical depth (AOD) is a key indicator for quantifying aerosol radiative effects and evaluating air quality. However, atmospheric chemical transport models often exhibit systematic AOD biases, and model capability for column-integrated optical properties is not always consistent with that for near-surface particulate [...] Read more.
Aerosol optical depth (AOD) is a key indicator for quantifying aerosol radiative effects and evaluating air quality. However, atmospheric chemical transport models often exhibit systematic AOD biases, and model capability for column-integrated optical properties is not always consistent with that for near-surface particulate matter concentrations. Here, we evaluate AOD simulated by the Community Multiscale Air Quality (CMAQ) model over five major urban clusters in China, including the Beijing-Tianjin-Hebei (BTH) region, Fenwei Plain (FWP), Sichuan Basin (SCB), Yangtze River Delta (YRD), and Pearl River Delta (PRD), using satellite retrievals from the Moderate Resolution Imaging Spectroradiometer (MODIS), ground-based retrievals from the Aerosol Robotic Network (AERONET), and vertical extinction profiles from the Cloud–Aerosol Lidar and Infrared Pathfinder Satellite Observation (CALIPSO). CMAQ reproduces the major spatial patterns and exhibits relatively small biases in near-surface PM2.5. However, it persistently underestimates AOD relative to MODIS, with the largest negative bias occurring in April (i.e., a typical spring month). This contrast indicates a pronounced inconsistency between column-integrated aerosol amount and surface mass density. Relative to AERONET, CMAQ shows a negative bias (NMB = −38%), whereas MODIS shows a positive bias (NMB = 56%), suggesting that both model and retrieval uncertainties contribute to the CMAQ–MODIS disagreements. CALIPSO-constrained vertical analysis further suggests that insufficient extinction above the planetary boundary layer (PBL) is an important contributor to the negative AOD bias, although the relative roles of boundary-layer and upper-layer contributions vary across regions, underscoring the importance of accurately representing aerosol vertical transport and optical processes. These results indicate that evaluations based solely on surface observations may fail to fully capture the overall structure of AOD errors, particularly given the clear differences between near-surface mass concentrations and column optical properties, which vary across regions. This also highlights the importance of improving the representation of aerosol vertical transport and optical processes in chemical transport models. Full article
(This article belongs to the Section Atmospheric Remote Sensing)
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14 pages, 7062 KB  
Article
Effective Temperatures of BA-Type Supergiants from SED Fitting
by Shakhida T. Nurmakhametova, Aziza B. Umirova, Nadezhda L. Vaidman, Anatoly S. Miroshnichenko, Serik A. Khokhlov, Azamat A. Khokhlov, Damir T. Agishev and Dina A. Alimbetova
Galaxies 2026, 14(2), 32; https://doi.org/10.3390/galaxies14020032 - 9 Apr 2026
Viewed by 95
Abstract
Supergiants are luminous post-main-sequence massive stars whose effective temperatures (Teff) are key inputs for stellar evolution and feedback studies. We present a photometry-based procedure to derive Teff for a sample of galactic supergiants of spectral types B and A [...] Read more.
Supergiants are luminous post-main-sequence massive stars whose effective temperatures (Teff) are key inputs for stellar evolution and feedback studies. We present a photometry-based procedure to derive Teff for a sample of galactic supergiants of spectral types B and A by fitting the spectral energy distributions (SEDs) in the UV-to-mid-IR range to ATLAS9 model spectra converted into synthetic photometry using the corresponding passband transmission profiles while simultaneously solving for the line-of-sight extinction. The SEDs were constructed from published data taken in different photometric systems (Johnson or Kron–Cousins UBVRI, Strömgren uvby, JHK magnitudes from various sources, and AllWISE) and supplemented with UV TD-1 fluxes for brighter stars. The interstellar extinction law is based on Cardelli, Clayton & Mathis approximation assuming a total-to-selective ratio RV=AV/E(BV)=3.1. The best-fitting parameters are obtained by minimizing a covariance-weighted χ2 statistic in logarithmic flux space over a grid of AV values and a discrete model grid. We test the method on 20 targets and find generally good agreement with published literature temperature estimates. The main limitations are non-simultaneous photometry for possibly variable objects and the residual coupling between temperature and reddening in broadband SED fitting. This study is intended as a methodological demonstration on a pilot sample rather than a definitive parameter catalog. Full article
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25 pages, 3595 KB  
Article
Fiber Lidar Sensing of the Vertical Profiles of Low-Level Cloud Extinction Coefficients at 1064 nm
by Sun-Ho Park, Sergei N. Volkov, Nikolai G. Zaitsev, Han-Lim Lee, Duk-Hyeon Kim and Young-Min Noh
Remote Sens. 2026, 18(6), 891; https://doi.org/10.3390/rs18060891 - 14 Mar 2026
Viewed by 253
Abstract
Results of a methodological case study of low-level clouds in the atmosphere using a 1064 nm fiber lidar are presented. The lidar experiment was carried out in Daejeon, Republic of Korea, in January–March 2025. The study’s primary objective was to ascertain the vertical [...] Read more.
Results of a methodological case study of low-level clouds in the atmosphere using a 1064 nm fiber lidar are presented. The lidar experiment was carried out in Daejeon, Republic of Korea, in January–March 2025. The study’s primary objective was to ascertain the vertical extinction coefficient profiles pertaining to tenuous, low-altitude cloud formations via implementation of a refined Sequential Lidar Signal Processing Algorithm (SLSPA). The SLSPA incorporates statistical estimation theory to assess signal and measurement error. Cloud extinction coefficient profiles are estimated within the SLSPA utilizing the modified Klett–Fernald inversion algorithm. The SLSPA adaptation is required (a) to evaluate the accuracy of Q-switch laser-based lidar sounding signal deconvolution, (b) to mitigate the impact of the lidar form factor on measurement results, (c) to account for aerosol extinction coefficient variability within the cloud in the modified inversion algorithm (MIA), and (d) to evaluate multiple scattering effect correction in the MIA. Theoretical and experimental aspects of the modified SLSPA are considered sequentially in the present work. The experimental results presented here are based on datasets sampled from the entire array of experimental data obtained during the measurement period. Full article
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23 pages, 3051 KB  
Article
Set-Up of an Italian MAX-DOAS Measurement Network for Air-Quality Studies and Satellite Validation
by Elisa Castelli, Paolo Pettinari, Enzo Papandrea, Andrè Achilli, Massimo Valeri, Alessandro Bracci, Ferdinando Pasqualini, Luca Di Liberto and Francesco Cairo
Remote Sens. 2026, 18(5), 722; https://doi.org/10.3390/rs18050722 - 27 Feb 2026
Viewed by 277
Abstract
The Italian peninsula is, as shown by satellite and ground-based measurements, a pollution hotspot. In recent years, ground-based MAX-DOAS commercial systems have been installed in the Po Valley and the area surrounding Rome to monitor NO2 tropospheric column densities and validate coincident [...] Read more.
The Italian peninsula is, as shown by satellite and ground-based measurements, a pollution hotspot. In recent years, ground-based MAX-DOAS commercial systems have been installed in the Po Valley and the area surrounding Rome to monitor NO2 tropospheric column densities and validate coincident satellite (e.g., TROPOMI) products. Three of the instruments are located in the Po Valley at San Pietro Capofiume (Bologna), Bologna city, and Mount Cimone (Modena), and one is located in Tor Vergata (Rome). The chosen system is the SkySpec-2D from Airyx. All the recorded spectra are saved in the FRM4DOAS format and processed with QDOAS software to obtain slant column densities (SCDs) of NO2, O4, and other trace gases. The MAX-DOAS SCD sequences are then analysed with the DEAP code to retrieve tropospheric profiles of NO2 and aerosol extinction, while zenith-sky SCDs are used to retrieve NO2 total columns. A dedicated campaign, involving the network instruments, has been conducted in the Po Valley to compare the performance of the individual instruments in the network with respect to the one that participated in the CINDI-3 campaign (Cabauw, The Netherlands). The results of the intercomparison campaign indicated that all instruments showed comparable performance. As an example of obtainable products, one year (from September 2024 to August 2025) of NO2 tropospheric columns, as well as their comparison with TROPOMI measurements, is presented, highlighting the potential of this network for both air quality studies and satellite validation. Due to Italy’s location in the highly complex Mediterranean hotspot region, these data represent an important contribution to satellite validation efforts, particularly in view of upcoming missions such as Copernicus Sentinel-4, Sentinel-5, and the Copernicus Anthropogenic Carbon Dioxide Monitoring (CO2M) constellation. We found a negative TROPOMI bias relative to SkySpec-2D for NO2 tropospheric columns ranging from −13% in San Pietro Capofiume, to −25% in Bologna and −44% in Rome Tor Vergata. The comparison between NO2 total columns from TROPOMI and SkySpec-2D at Mount Cimone shows generally good agreement, with TROPOMI being 15% higher. Full article
(This article belongs to the Section Atmospheric Remote Sensing)
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18 pages, 10014 KB  
Article
Directional Coupling of Surface Plasmon Polaritons at Exceptional Points in the Visible Spectrum
by Amer Abdulghani, Salah Abdo, Khalil As’ham, Ambali Alade Odebowale, Andrey E. Miroshnichenko and Haroldo T. Hattori
Materials 2025, 18(24), 5595; https://doi.org/10.3390/ma18245595 - 12 Dec 2025
Viewed by 584
Abstract
Robust control over the coupling and propagation of surface plasmon polaritons (SPPs) is essential for advancing various plasmonic applications. Traditional planar structures, commonly used to design SPP directional couplers, face limitations such as low extinction ratios and design complexities. These issues frequently hinder [...] Read more.
Robust control over the coupling and propagation of surface plasmon polaritons (SPPs) is essential for advancing various plasmonic applications. Traditional planar structures, commonly used to design SPP directional couplers, face limitations such as low extinction ratios and design complexities. These issues frequently hinder the dense integration and miniaturisation of photonic systems. Recently, exceptional points (EPs)—unique degeneracies within the parameter space of non-Hermitian systems—have garnered significant attention for enabling a range of counterintuitive phenomena in non-conservative photonic systems, including the non-trivial control of light propagation. In this work, we develop a rigorous temporal coupled-mode theory (TCMT) description of a non-Hermitian metagrating composed of alternating silicon–germanium nanostrips and use it to explore the unidirectional excitation of SPPs at EPs in the visible spectrum. Within this framework, EPs, typically associated with the coalescence of eigenvalues and eigenstates, are leveraged to manipulate light propagation in nonconservative photonic systems, facilitating the refined control of SPPs. By spatially modulating the permittivity profile at a dielectric–metal interface, we induce a passive parity–time (PT)-symmetry, which allows for refined tuning of the SPPs’ directional propagation by optimising the structure to operate at EPs. At these EPs, a unidirectional excitation of SPPs with a directional intensity extinction ratio as high as 40 dB between the left and right excited SPP modes can be reached, with potential applications in integrated optical circuits, visible communication technologies, and optical routing, where robust and flexible control of light at the nanoscale is crucial. Full article
(This article belongs to the Section Optical and Photonic Materials)
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13 pages, 4674 KB  
Article
PN Junction Optimization for High-Speed Silicon Photonic Modulators
by Mahmoud Hamouda, Carine Mankarious, Aser El-Dahshan, Alaa Fathy, Eslam El-Fiky and Diaa Khalil
Photonics 2025, 12(11), 1079; https://doi.org/10.3390/photonics12111079 - 31 Oct 2025
Viewed by 1522
Abstract
PN-junction-based modulators are widely used in silicon photonic transceivers for different applications. Different junction shapes have been proposed in the literature. This work studies the optimization of the PN junction by tailoring the doping profile to achieve a high-efficiency modulator with sufficient bandwidth. [...] Read more.
PN-junction-based modulators are widely used in silicon photonic transceivers for different applications. Different junction shapes have been proposed in the literature. This work studies the optimization of the PN junction by tailoring the doping profile to achieve a high-efficiency modulator with sufficient bandwidth. For this purpose, a new N-shaped junction is proposed, which achieves superior performance compared to other junction shapes. The proposed junction has an efficiency that is 60% better than that of the lateral PN junction for the same doping condition, while maintaining a high bandwidth similar to other junctions such as the L-shaped and S-shaped designs. A junction design with an estimated RC bandwidth between 70 GHz and 94 GHz is also proposed. The impact of using the proposed junction in micro-ring modulators (MRMs) is also studied. N-shaped junctions in MRM demonstrated a 112% increase in electro-optic bandwidth over the vertical PN junction, with 60% and 140% improvements in extinction ratio (ER) and optical modulation amplitude (OMA), respectively, compared to the lateral PN junction. Full article
(This article belongs to the Special Issue Recent Advancement in Microwave Photonics)
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12 pages, 2252 KB  
Article
Ultra-High Spectral Contrast Nanobeam Photonic Crystal Cavity on Bending Waveguide
by Ping Yu, Peihong Cheng, Zhuoyuan Wang, Jingrui Wang, Fangfang Ge, Huiye Qiu and Daniel Kacik
Photonics 2025, 12(10), 1031; https://doi.org/10.3390/photonics12101031 - 17 Oct 2025
Cited by 1 | Viewed by 882
Abstract
In this article, one-dimensional photonic crystal cavities on bending waveguides (PCCoBW) used for achieving high-contrast spectra are proposed, analyzed, and experimentally verified on silicon on insulator (SOI). Both air and dielectric modes of the PCCoBW calculated by the finite-difference time-domain (FDTD) method show [...] Read more.
In this article, one-dimensional photonic crystal cavities on bending waveguides (PCCoBW) used for achieving high-contrast spectra are proposed, analyzed, and experimentally verified on silicon on insulator (SOI). Both air and dielectric modes of the PCCoBW calculated by the finite-difference time-domain (FDTD) method show finger-ring-like mode profiles with the achievement of high-quality factors (Q∼106), even when the bending radius is less than 50 times the lattice constant. Straight waveguides side-coupled to the cavity are used to access and measure mode resonances. The measured spectra show a high extinction ratio over 40 dB for dielectric modes and 20 dB for air modes, respectively. Both dielectric and air resonant modes are revealed with Q-factors over 3.3 × 104 and 7.9 × 104, respectively, for the coupled PCCoBWs. The proposed PCCoBW could be implemented as high-contrast notch filtering and would benefit a broad range of applications such as optical filters, modulators, sensors, or switches. Full article
(This article belongs to the Special Issue Recent Advancement in Microwave Photonics)
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16 pages, 2821 KB  
Article
Research on Synchronous Inversion Algorithm Based on Tri-Wavelength DIAL
by Zhixiao Xu, Hangbo Hua, Jing Yu, Zhitian Niu and Ming Kong
Optics 2025, 6(4), 48; https://doi.org/10.3390/opt6040048 - 6 Oct 2025
Viewed by 747
Abstract
Traditionally, retrieving both temperature and CO2 concentration in atmospheric remote sensing has relied on two independent lidar systems, leading to increased system complexity and limited coordination. To address this challenge, we propose a coordinated retrieval approach using a three-wavelength differential absorption lidar [...] Read more.
Traditionally, retrieving both temperature and CO2 concentration in atmospheric remote sensing has relied on two independent lidar systems, leading to increased system complexity and limited coordination. To address this challenge, we propose a coordinated retrieval approach using a three-wavelength differential absorption lidar (DIAL) system. A temperature-sensitive wavelength is selected to distinguish strong absorption from weak absorption, forming the tri-wavelength configuration. By exploiting the different sensitivities of absorption cross-sections to thermal and molecular variations, simultaneous retrieval of both parameters is achieved. A standard atmospheric profile under clean-air conditions is constructed. The CO2 absorption spectrum near 1573 nm is generated using Voigt line shapes and data from the HITRAN database. Extinction and backscatter coefficients are retrieved through the Klett method. A layer-by-layer solution of the coupled differential equations is then performed to extract temperature and concentration simultaneously. Results are benchmarked against the atmospheric model, demonstrating the feasibility of the approach. This method provides a promising pathway for high-precision, multi-parameter DIAL sensing. Full article
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38 pages, 2445 KB  
Article
Optimal Control and Tumour Elimination by Maximisation of Patient Life Expectancy
by Byron D. E. Tzamarias, Annabelle Ballesta and Nigel John Burroughs
Mathematics 2025, 13(19), 3080; https://doi.org/10.3390/math13193080 - 25 Sep 2025
Viewed by 697
Abstract
We propose a life-expectancy pay-off function (LEP) for determining optimal cancer treatment within a control theory framework. The LEP averages life expectancy over all future outcomes, outcomes that are determined by key events during therapy such as tumour elimination (cure) and patient death [...] Read more.
We propose a life-expectancy pay-off function (LEP) for determining optimal cancer treatment within a control theory framework. The LEP averages life expectancy over all future outcomes, outcomes that are determined by key events during therapy such as tumour elimination (cure) and patient death (including treatment related mortality). We analyse this optimisation problem for tumours treated with chemotherapy using tumour growth models based on ordinary differential equations. To incorporate tumour elimination we draw on branching processes to compute the probability distribution of tumour population extinction. To demonstrate the approach, we apply the LEP framework to simplified one-compartment models of tumour growth that include three possible outcomes: cure, relapse, or death during treatment. Using Pontryagin’s maximum principle (PMP) we show that the best treatment strategies fall into three categories: (i) continuous treatment at the maximum tolerated dose (MTD), (ii) no treatment, or (iii) treat-and-stop therapy, where the drug is given at the MTD and then halted before the treatment (time) horizon. Optimal treatment strategies are independent of the time horizon unless the time horizon is too short to accommodate the most effective (treat-and-stop) therapy. For sufficiently long horizons, the optimal solution is either no treatment (when treatment yields no benefit) or treat-and-stop. Patients, thus, split into an untreatable class and a treatable class, with patient demographics, tumour size, tumour response, and drug toxicity determining whether a patient benefits from treatment. The LEP is in principle parametrisable from data, requiring estimation of the rates of each event and the associated life expectancy under that event. This makes the approach suitable for personalising cancer therapy based on tumour characteristics and patient-specific risk profiles. Full article
(This article belongs to the Section E3: Mathematical Biology)
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22 pages, 9956 KB  
Article
Short-Range High Spectral Resolution Lidar for Aerosol Sensing Using a Compact High-Repetition-Rate Fiber Laser
by Manuela Hoyos-Restrepo, Romain Ceolato, Andrés E. Bedoya-Velásquez and Yoshitaka Jin
Remote Sens. 2025, 17(17), 3084; https://doi.org/10.3390/rs17173084 - 4 Sep 2025
Viewed by 1696
Abstract
This work presents a proof of concept for a short-range high spectral resolution lidar (SR-HSRL) optimized for aerosol characterization in the first kilometer of the atmosphere. The system is based on a compact, high-repetition-rate diode-based fiber laser with a 300 MHz linewidth and [...] Read more.
This work presents a proof of concept for a short-range high spectral resolution lidar (SR-HSRL) optimized for aerosol characterization in the first kilometer of the atmosphere. The system is based on a compact, high-repetition-rate diode-based fiber laser with a 300 MHz linewidth and 5 ns pulse duration, coupled with an iodine absorption cell. A central challenge in the instrument’s development was identifying a laser source that offered both sufficient spectral resolution for HSRL retrievals and nanosecond pulse durations for high spatiotemporal resolution, while also being compact, tunable, and cost-effective. To address this, we developed a methodology for complete spectral and temporal laser characterization. A two-day field campaign conducted in July 2024 in Tsukuba, Japan, validated the system’s performance. Despite the relatively broad laser linewidth, we successfully retrieved aerosol backscatter coefficient profiles from 50 to 1000 m, with a spatial resolution of 7.5 m and a temporal resolution of 6 s. The results demonstrate the feasibility of using SR-HSRL for detailed studies of aerosol layers, cloud interfaces, and aerosol–cloud interactions. Future developments will focus on extending the technique to ultra-short-range applications (<100 m) from ground-based and mobile platforms, to retrieve aerosol extinction coefficients and lidar ratios to improve the characterization of near-source aerosol properties and their radiative impacts. Full article
(This article belongs to the Special Issue Lidar Monitoring of Aerosols and Clouds)
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13 pages, 444 KB  
Article
Exploring Pistacia terebinthus Fruit Oil as a Potential Functional Material
by Konstantia Graikou, Elisavet-Foteini Varvouni, Prokopios Magiatis, Olga Gortzi and Ioanna Chinou
Nutraceuticals 2025, 5(3), 26; https://doi.org/10.3390/nutraceuticals5030026 - 4 Sep 2025
Viewed by 2073
Abstract
Pistacia terebinthus L. which has been traditionally used in diet and medicine, remains underexplored in Greece, particularly regarding its chemical composition and antioxidant activity. The current study aims to comparatively evaluate the chemical profile of cold-pressed terebinth fruit oils, obtained from wild trees [...] Read more.
Pistacia terebinthus L. which has been traditionally used in diet and medicine, remains underexplored in Greece, particularly regarding its chemical composition and antioxidant activity. The current study aims to comparatively evaluate the chemical profile of cold-pressed terebinth fruit oils, obtained from wild trees growing in the Greek Island of Chios (North East Aegean Sea), harvested during three years (2019, 2020 and 2021). The oils’ lipid profile was dominated by oleic acid (C18:1 cis-9) (42–45%) followed by palmitic acid (C16:0) (24–30%) and linoleic acid (C18:2 cis-9,12) (19–22%). Their phenolic acid content, expressed as anacardic acids—known for their bioactive properties—was quantified via q-1H-NMR and found to be markedly high (1.91–2.98 mmol/kg oil). Total phenolic content (TPC) of the fruit extract showed interesting high value (185.92 ± 2.61 mg GAE/g) accompanied by strong antioxidant activity (DPPH, exhibiting > 80% inhibition at a concentration of 100 µg/mL) which was positively correlated with TPC. Additionally, the fruits demonstrated a rich nutritional profile, particularly in crude fibers (38.9%) and essential minerals (K, Mg, and Zn), along with low sodium content, suggesting notable dietary benefits. The cold-pressed oil exhibited high lipid content and low specific extinction coefficients (K232, K270), indicating minimal oxidation and confirming the oil’s freshness. These findings highlight the potential of P. terebinthus fruit oil as a high-value functional raw material with nutritional and antioxidant properties. Comparable to olive oil in lipid quality, Greek turpentine fruit and oil could play a promising role towards further applications in the food, cosmetic and pharmaceutical sectors. Full article
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22 pages, 4183 KB  
Article
Estimation of PM2.5 Vertical Profiles from MAX-DOAS Observations Based on Machine Learning Algorithms
by Qihua Li, Jinyi Luo, Hanwen Qin, Shun Xia, Zhiguo Zhang, Chengzhi Xing, Wei Tan, Haoran Liu and Qihou Hu
Remote Sens. 2025, 17(17), 3063; https://doi.org/10.3390/rs17173063 - 3 Sep 2025
Viewed by 2043
Abstract
The vertical profile of PM2.5 is important for understanding its secondary formation, transport, and deposition at high altitudes; it also provides important data support for studying the causes and sources of PM2.5 near the ground. Based on machine learning methods, this [...] Read more.
The vertical profile of PM2.5 is important for understanding its secondary formation, transport, and deposition at high altitudes; it also provides important data support for studying the causes and sources of PM2.5 near the ground. Based on machine learning methods, this study fully utilized simultaneous Multi-Axis Differential Optical Absorption Spectroscopy measurements of multiple air pollutants in the atmosphere and employed the measured vertical profiles of aerosol extinction—as well as the vertical profiles of precursors such as NO2 and SO2—to evaluate the vertical distribution of PM2.5 concentration. Three machine learning models (eXtreme Gradient Boosting, Random Forest, and back-propagation neural network) were evaluated using Multi-Axis Differential Optical Absorption Spectroscopy instruments in four typical cities in China: Beijing, Lanzhou, Guangzhou, and Hefei. According to the comparison between estimated PM2.5 and in situ measurements on the ground surface in the four cities, the eXtreme Gradient Boosting model has the best estimation performance, with the Pearson correlation coefficient reaching 0.91. In addition, the in situ instrument mounted on the meteorological observation tower in Beijing was used to validate the estimated PM2.5 profile, and the Pearson correlation coefficient at each height was greater than 0.7. The average PM2.5 vertical profiles in the four typical cities all show an exponential pattern. In Beijing and Guangzhou, PM2.5 can diffuse to high altitudes between 500 and 1000 m; in Lanzhou, it can diffuse to around 1500 m, while it is primarily distributed between the near surface and 500 m in Hefei. Based on the vertical distribution of PM2.5 mass concentration in Beijing, a high-altitude PM2.5 pollutant transport event was identified from January 19th to 21st, 2021, which was not detected by ground-based in situ instruments. During this process, PM2.5 was transported from the 200 to 1500 m altitude level and then sank to the near surface, causing the concentration on the ground surface to continuously increase. The sinking process contributes to approximately 7% of the ground surface PM2.5 every hour. Full article
(This article belongs to the Section AI Remote Sensing)
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21 pages, 1553 KB  
Article
Influence of Extraction Techniques on Almond Oil Quality: A Comparative Study of Solvent-Extracted and Commercial Products
by Mariola Kozłowska, Diana Mańko-Jurkowska, Bartłomiej Zieniuk and Magdalena Rudzińska
Molecules 2025, 30(17), 3519; https://doi.org/10.3390/molecules30173519 - 28 Aug 2025
Cited by 3 | Viewed by 2766
Abstract
The aim of the study was to compare the quality of almond oils obtained using different extraction methods, including cold solvent extraction, Soxhlet extraction, and the Folch method. Oils were extracted from four commercially available almond-based products—unpeeled almonds, blanched almonds, almond flakes, and [...] Read more.
The aim of the study was to compare the quality of almond oils obtained using different extraction methods, including cold solvent extraction, Soxhlet extraction, and the Folch method. Oils were extracted from four commercially available almond-based products—unpeeled almonds, blanched almonds, almond flakes, and almond protein concentrate—and compared with a commercially refined almond oil. The extracted oils were analyzed for their fatty acid (FA) composition and selected quality parameters, including acid value, peroxide value, p-anisidine value, the TOTOX index, and specific extinction coefficients (K232 and K268). Based on the FA profiles, health-related indices such as atherogenic index, thrombogenic index, and hypocholesterolemic/hypercholesterolemic ratio were also calculated. Additionally, the oxidative stability of the oils was assessed using an accelerated method—pressure differential scanning calorimetry. The obtained results demonstrated that the extraction method had a stronger influence on almond oil quality than the type of raw material. Oil extracted from unpeeled almonds using Soxhlet and cold solvent techniques showed better oxidative stability and more favorable FA profiles, while oils obtained using the Folch method and commercial refined oils exhibited higher levels of primary and secondary oxidation products. These findings were further supported by statistical analyses, which revealed distinct groupings based on oxidation indices and lipid composition. Full article
(This article belongs to the Special Issue Exploring the Natural Antioxidants in Foods)
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24 pages, 4067 KB  
Article
A Hyperspectral Method for Detection of the Three-Dimensional Spatial Distribution of Aerosol in Urban Areas for Emission Source Identification and Health Risk Assessment
by Shun Xia, Qihua Li, Jian Chen, Zhiguo Zhang and Qihou Hu
Atmosphere 2025, 16(9), 999; https://doi.org/10.3390/atmos16090999 - 24 Aug 2025
Viewed by 1096
Abstract
Studying the vertical and horizontal distribution of particulate matter at the hectometer scale in the atmosphere is essential for understanding its sources, transportation, and transmission and its impact on human health. In this study, a method was developed based on hyperspectral instrumentation to [...] Read more.
Studying the vertical and horizontal distribution of particulate matter at the hectometer scale in the atmosphere is essential for understanding its sources, transportation, and transmission and its impact on human health. In this study, a method was developed based on hyperspectral instrumentation to obtain both vertical and horizontal distributions of aerosol extinction by employing multiple azimuth angles, selecting optimized elevation angles, and reducing the acquisition time of individual spectra. This method employed observations from different azimuth angles to represent particulate matter concentrations in various directions. The correlation coefficient between the hyperspectral observations and in-situ measurement was 0.627. Observations indicated that the aerosol extinction profile followed an exponential decay, with most aerosols confined below 1 km, implying a likely origin from local near-surface emissions. The horizontal distribution indicated that the northeastern urban areas and the eastern rural areas were the primary regions with high concentrations of particulate matter. The observational evidence suggests the presence of two potential emission sources within the study area. Moreover, health risk results indicated that even within the same town, differences of particulate matter concentration and population density could lead to varying health exposure risks. For instance, in the 200° and 210° directions, which represent adjacent urban areas less than 1 km apart, the number of PM2.5-related illness cases in the 210° direction was 20.83% higher than that in the 200° direction. Full article
(This article belongs to the Special Issue Application of Emerging Methods in Aerosol Research)
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