Maninder Kaur, Nicolas T. Sandino, Jason P. Terry, Mahdi Ghafariasl, Yohannes Abate
Two-dimensional (2D) in-plane heterostructures including compositionally graded alloys and lateral heterostructures with defined interfaces display rich optoelectronic properties and offer versatile platforms to explore one-dimensional (1D) interface physics and many-body interaction effects. Graded MoxW1 − xS2 alloys show smooth spatial variations in composition and strain that continuously tune excitonic emission, while MoS2–WS2 lateral heterostructures contain atomically sharp interfaces supporting 1D excitonic phenomena. These single-layer systems combine tunable optical and electronic properties with potential for stable, high-performance optoelectronic devices. Hyperspectral and nano-resolved photoluminescence (PL) imaging enable spatial mapping of optical features along with local variations in composition, strain, and defects, but manual interpretation of such large datasets is slow and subjective. Here, a fast and scalable unsupervised machine-learning (ML) framework is introduced to extract quantitative and interpretable information from hyperspectral PL datasets of graded MoxW1 − xS2 alloys and MoS2–WS2 heterostructures. Combining principal-component analysis (PCA), t-distributed stochastic neighbor embedding (t-SNE), and density-based spatial clustering of applications with noise (DBSCAN), spectrally distinct domains associated with composition, strain, and defect variations are uncovered. Decomposition of representative spectra reveals multiple emission species, including band-edge excitons and defect-related transitions, demonstrating that ML-driven analysis provides a robust and automated route to interpret rich optical properties of 2D materials.
{"title":"Excitonic Landscapes in Monolayer Lateral Heterostructures Revealed by Unsupervised Machine Learning","authors":"Maninder Kaur, Nicolas T. Sandino, Jason P. Terry, Mahdi Ghafariasl, Yohannes Abate","doi":"10.1002/adom.202503674","DOIUrl":"https://doi.org/10.1002/adom.202503674","url":null,"abstract":"<p>Two-dimensional (2D) in-plane heterostructures including compositionally graded alloys and lateral heterostructures with defined interfaces display rich optoelectronic properties and offer versatile platforms to explore one-dimensional (1D) interface physics and many-body interaction effects. Graded Mo<sub><i>x</i></sub>W<sub>1 − <i>x</i></sub>S<sub>2</sub> alloys show smooth spatial variations in composition and strain that continuously tune excitonic emission, while MoS<sub>2</sub>–WS<sub>2</sub> lateral heterostructures contain atomically sharp interfaces supporting 1D excitonic phenomena. These single-layer systems combine tunable optical and electronic properties with potential for stable, high-performance optoelectronic devices. Hyperspectral and nano-resolved photoluminescence (PL) imaging enable spatial mapping of optical features along with local variations in composition, strain, and defects, but manual interpretation of such large datasets is slow and subjective. Here, a fast and scalable unsupervised machine-learning (ML) framework is introduced to extract quantitative and interpretable information from hyperspectral PL datasets of graded Mo<sub><i>x</i></sub>W<sub>1 − <i>x</i></sub>S<sub>2</sub> alloys and MoS<sub>2</sub>–WS<sub>2</sub> heterostructures. Combining principal-component analysis (PCA), t-distributed stochastic neighbor embedding (t-SNE), and density-based spatial clustering of applications with noise (DBSCAN), spectrally distinct domains associated with composition, strain, and defect variations are uncovered. Decomposition of representative spectra reveals multiple emission species, including band-edge excitons and defect-related transitions, demonstrating that ML-driven analysis provides a robust and automated route to interpret rich optical properties of 2D materials.</p>","PeriodicalId":116,"journal":{"name":"Advanced Optical Materials","volume":"14 7","pages":""},"PeriodicalIF":7.2,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://advanced.onlinelibrary.wiley.com/doi/epdf/10.1002/adom.202503674","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146680560","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Maximilian Schöner, Angelina Jocic, Siegfried Harrer, Mahni Fatahi, Jonas Maurmann, Andrea Reule, Frank Rominger, Eli Zysman-Colman, Milan Kivala
The selective threefold para-functionalization of the dimethylmethylene-bridged phosphorus-centered heterotriangulene is achieved via an iridium-catalyzed borylation. Conversion of the borylated compound to the corresponding bromo derivative, followed by a Buchwald–Hartwig cross-coupling with aromatic amines, affords a series of donor-acceptor fluorophores in which the central phosphoryl moiety acts as a moderate electron acceptor. The compounds exhibit an intense blue photoluminescence, which is characterized by comprehensive spectroscopic studies both in solution and in thin films, supported by density functional theory calculations, as thermally activated delayed fluorescence (TADF). Especially, the carbazole-substituted compounds show considerably narrower emission bands compared to previously reported triphenylphosphine oxide-derived systems. These findings highlight the beneficial effect of the phosphorus-centered heterotriangulene on the photophysical characteristics due to its increased rigidity imparted by the C(sp3)-based bridging moieties.
{"title":"Donor-Substituted C(sp3)-Bridged Phosphorus-Heterotriangulenes as Blue Thermally Activated Delayed Fluorescence Emitters","authors":"Maximilian Schöner, Angelina Jocic, Siegfried Harrer, Mahni Fatahi, Jonas Maurmann, Andrea Reule, Frank Rominger, Eli Zysman-Colman, Milan Kivala","doi":"10.1002/adom.202503851","DOIUrl":"https://doi.org/10.1002/adom.202503851","url":null,"abstract":"<p>The selective threefold <i>para</i>-functionalization of the dimethylmethylene-bridged phosphorus-centered heterotriangulene is achieved via an iridium-catalyzed borylation. Conversion of the borylated compound to the corresponding bromo derivative, followed by a Buchwald–Hartwig cross-coupling with aromatic amines, affords a series of donor-acceptor fluorophores in which the central phosphoryl moiety acts as a moderate electron acceptor. The compounds exhibit an intense blue photoluminescence, which is characterized by comprehensive spectroscopic studies both in solution and in thin films, supported by density functional theory calculations, as thermally activated delayed fluorescence (TADF). Especially, the carbazole-substituted compounds show considerably narrower emission bands compared to previously reported triphenylphosphine oxide-derived systems. These findings highlight the beneficial effect of the phosphorus-centered heterotriangulene on the photophysical characteristics due to its increased rigidity imparted by the C(sp<sup>3</sup>)-based bridging moieties.</p>","PeriodicalId":116,"journal":{"name":"Advanced Optical Materials","volume":"14 7","pages":""},"PeriodicalIF":7.2,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://advanced.onlinelibrary.wiley.com/doi/epdf/10.1002/adom.202503851","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146217438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Organic photodiodes (OPDs) are considered a next-generation technology for light sensors. However, concerns have arisen regarding the reliable reporting of device performance, particularly under low illumination conditions. The potential factors range from instrumental limitations to questionable assumptions. This work addresses these concerns. The standardized metrics for photodetection are revisited to draw inferences for implementing an appropriate measurement setup and methodical approach for reporting the following steady-state metrics: dark noise, dark current, photocurrent, specific detectivity, responsivity, and (linear) dynamic range. The setup involves a highly sensitive electrometer capable of recording down to femtoampere currents, calibrated optical filters to accurately tune the incident optical power over 12 decades, illumination sources with narrowband emission spectra, baffle plates for stray light mitigation, and a light-tight metallic box to shield the setup from ambient electromagnetic fields. Thorough information on each component, its calibration details, and open-source Python scripts to run the experiments are provided. Subsequently, an OPD and a reference silicon photodiode are characterized, and the accuracy and reliability of the setup are validated. Essentially, this work provides a robust framework to accurately measure and reliably report the standardized photodetecting metrics of next-generation photodiodes.
{"title":"Benchmarking Organic Photodiodes at the Noise Floor","authors":"Siddhartha Saggar, Giedrius Puidokas, Caroline Murawski","doi":"10.1002/adom.202502399","DOIUrl":"https://doi.org/10.1002/adom.202502399","url":null,"abstract":"<p>Organic photodiodes (OPDs) are considered a next-generation technology for light sensors. However, concerns have arisen regarding the reliable reporting of device performance, particularly under low illumination conditions. The potential factors range from instrumental limitations to questionable assumptions. This work addresses these concerns. The standardized metrics for photodetection are revisited to draw inferences for implementing an appropriate measurement setup and methodical approach for reporting the following steady-state metrics: dark noise, dark current, photocurrent, specific detectivity, responsivity, and (linear) dynamic range. The setup involves a highly sensitive electrometer capable of recording down to femtoampere currents, calibrated optical filters to accurately tune the incident optical power over 12 decades, illumination sources with narrowband emission spectra, baffle plates for stray light mitigation, and a light-tight metallic box to shield the setup from ambient electromagnetic fields. Thorough information on each component, its calibration details, and open-source Python scripts to run the experiments are provided. Subsequently, an OPD and a reference silicon photodiode are characterized, and the accuracy and reliability of the setup are validated. Essentially, this work provides a robust framework to accurately measure and reliably report the standardized photodetecting metrics of next-generation photodiodes.</p>","PeriodicalId":116,"journal":{"name":"Advanced Optical Materials","volume":"14 6","pages":""},"PeriodicalIF":7.2,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://advanced.onlinelibrary.wiley.com/doi/epdf/10.1002/adom.202502399","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146162732","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Martin Richter, Muhammed Jeneesh Kariyottukuniyil, Zhiyun Xu, Philipp Ludwig, Pavel V. Kolesnichenko, Christian Huck, Uwe H. F. Bunz, Christof Wöll, Wolfgang Wenzel, Petra Tegeder
Singlet fission (SF) is a process in which a singlet exciton is converted into two triplet excitons, significantly enhancing charge generation in organic solar cells. It has been shown that the rate of SF and the lifetime of the generated triplet excitons strongly depend on the molecular arrangement. In this work, a cofacial orientation of pentacene molecules is achieved by embedding organic linkers containing pentacene in a surface-anchored metal–organic framework. Transient absorption spectroscopy and a quantum mechanical analysis are used to analyze the exciton dynamics in a broad spectral range from near-ultraviolet to near-infrared. The observed spectra indicate that a singlet excited state generates a correlated triplet pair within a few picoseconds. Subsequent dynamics show the formation of long-lived excitons (