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	<title>solar energy conversion technologies &#8211; Science</title>
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	<title>solar energy conversion technologies &#8211; Science</title>
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		<title>Metal Centers Regulate Carrier Lifetimes in Photocatalysts</title>
		<link>https://scienmag.com/metal-centers-regulate-carrier-lifetimes-in-photocatalysts/</link>
		
		<dc:creator><![CDATA[Bethany Barker]]></dc:creator>
		<pubDate>Wed, 02 Jul 2025 09:59:12 +0000</pubDate>
				<category><![CDATA[Chemistry]]></category>
		<category><![CDATA[carrier lifetime regulation]]></category>
		<category><![CDATA[d-shell electronic configurations]]></category>
		<category><![CDATA[ligand field states mechanism]]></category>
		<category><![CDATA[metal-centered electronic states]]></category>
		<category><![CDATA[photocatalysis research]]></category>
		<category><![CDATA[photocatalytic activity limitations]]></category>
		<category><![CDATA[photophysical model for TMOs]]></category>
		<category><![CDATA[solar energy conversion technologies]]></category>
		<category><![CDATA[transient absorption data synthesis]]></category>
		<category><![CDATA[transition metal oxides]]></category>
		<category><![CDATA[ultrafast non-radiative decay]]></category>
		<category><![CDATA[water splitting and carbon dioxide reduction]]></category>
		<guid isPermaLink="false">https://scienmag.com/metal-centers-regulate-carrier-lifetimes-in-photocatalysts/</guid>

					<description><![CDATA[In a groundbreaking advancement for the field of photocatalysis, new research has unveiled that metal-centred electronic states fundamentally govern the lifetimes of photoexcited carriers in transition metal oxide (TMO) photocatalysts, shedding unprecedented light on why many open d-shell TMOs exhibit limited photocatalytic activity. The study elucidates a rapid relaxation mechanism via ligand field (LF) states, [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>In a groundbreaking advancement for the field of photocatalysis, new research has unveiled that metal-centred electronic states fundamentally govern the lifetimes of photoexcited carriers in transition metal oxide (TMO) photocatalysts, shedding unprecedented light on why many open d-shell TMOs exhibit limited photocatalytic activity. The study elucidates a rapid relaxation mechanism via ligand field (LF) states, a process that, until now, has evaded comprehensive scrutiny in solid-state materials but appears to be key in determining the efficacy of TMOs in solar energy conversion and related technologies.</p>
<p>Transition metal oxides have long been hailed for their chemical stability, abundance, and favorable bandgap energies, making them exemplary candidates for photocatalytic applications such as water splitting and carbon dioxide reduction. However, a persistent challenge has been their comparatively poor activity when the metal centers possess open d-shell electronic configurations. This new work demonstrates that the hallmark of this limitation is tied to ultrafast non-radiative decay through LF states—intermediate energy levels within the d-orbitals—that act as efficient sinks, rapidly quenching photoexcited charge carriers before they can participate in catalytic processes.</p>
<p>By synthesizing novel transient absorption data with a broad array of prior investigations, researchers propose a comprehensive photophysical model for TMOs. Upon bandgap photoexcitation, delocalized, band-like electronic states form rapidly but are inherently short-lived. These states undergo evolution through three primary pathways: ultrafast LF relaxation, minority carrier trapping near defects, and localization into polarons that recombine bimolecularly with kinetics sensitive to applied potentials and longer timescales. Among these pathways, LF relaxation emerges as the dominant, subpicosecond decay channel in open d-shell TMOs, substantially undermining carrier availability.</p>
<p>The physical underpinning of LF relaxation arises from the energy landscape of the d-electrons localized at the transition metal centers. These states exhibit small inter-level energy differences that facilitate an energy cascade, enabling electron–phonon coupling to efficiently dissipate excitation energy without photon emission. This non-radiative pathway aligns with the empirically observed negligible photoluminescence in materials such as cobalt oxide (Co3O4), reinforcing the interpretation of LF states as ultrafast relaxation conduits rather than active participants in charge transport or catalysis.</p>
<p>Crucially, the universality of LF relaxation as a material property becomes evident through its insensitivity to extrinsic factors such as applied electrochemical potential or defect concentration. This intrinsic characteristic signals that the rapid carrier quenching in open d-shell TMOs cannot be adequately mitigated solely by engineering surface defects or applying bias voltages. Instead, it is the metal-centered electronic configuration itself that prescribes the fundamental dynamics of photoexcited carrier decay, offering a fundamental design parameter for the development of next-generation photocatalysts.</p>
<p>Intriguingly, the kinetics of LF relaxation parallel those observed in certain solvated transition metal complexes known for fast intersystem crossing and internal conversion. The resemblance suggests that open d-shell TMOs inherit molecular-level photophysical characteristics in their solid-state electronic structure, thus unifying concepts across molecular and condensed matter photochemistry. This revelation provides a compelling rationale for why photocatalytic productivity in materials such as iron oxide (Fe2O3) is markedly inferior compared to closed shell d0 TMOs like titanium dioxide (TiO2), which do not facilitate such rapid LF-mediated decay.</p>
<p>Complementing LF relaxation, polaron formation constitutes another critical ultrafast process within TMOs. Small polarons—quasi-particles representing localized carriers coupled with lattice distortion—appear on subpicosecond timescales as confirmed by transient extreme ultraviolet spectroscopy and pump–push photocurrent detection in hematite (a form of Fe2O3) and several related oxides. This rapid localization acts as a kinetic competitor to LF relaxation, and the balance between these pathways directly determines the steady-state population of catalytic charge carriers.</p>
<p>The formation of polarons entails an inherent non-radiative energy loss and dramatically reduces carrier mobility relative to band-like charges. While traditionally considered deleterious for electronic transport, emerging evidence suggests that swift polaron formation might paradoxically preserve charge separation by spatially isolating electron–hole pairs. This spatial separation could potentially suppress the rapid LF relaxation path, offering a novel mechanism to extend carrier lifetimes and enhance photocatalytic efficiency in open d-shell TMOs.</p>
<p>Moreover, the role of structural defects, particularly oxygen vacancies, introduces additional complexity in carrier dynamics. These defects can act as deep traps predominantly capturing minority carriers within sub-100-femtosecond windows, effectively immobilizing these charges and precluding their participation in catalysis. Notably, once polarons are established, their reduced spatial extent decreases the likelihood of encountering such traps, thus enhancing diffusion lengths and providing another lever to modulate photocatalytic performance.</p>
<p>The insights garnered from this expansive study mandate a re-examination of conventional strategies for improving TMO-based photocatalysts. Instead of singularly focusing on defect passivation or bandgap engineering, the research invites the scientific community to consider the intrinsic electronic structure, specifically the configuration and dynamics of LF states, as a principal factor deftly controlling carrier kinetics. This paradigm shift opens avenues for tailored materials synthesis, potentially through doping or atomic-scale structural modifications aimed at attenuating LF-mediated pathways.</p>
<p>Additionally, the model outlines the temporal interplay between diverse charge relaxation phenomena. LF relaxation and polaron formation occur on comparable ultrafast timeframes, whereas bimolecular recombination of localized carriers transpires on longer picosecond to nanosecond scales. This spectrum delineation offers critical guidelines for designing temporal sequences in photocatalytic reaction schemes, for instance, by synchronizing charge extraction protocols to optimize utilization before recombination loss dominates.</p>
<p>Extension of these findings to a broad class of n-type TMOs presents exciting implications. Applied positive potentials have demonstrated efficacy in slowing bimolecular recombination of polarons, effectively producing long-lived, reactive holes capable of driving chemical conversion processes on extended timescales. Hence, strategic electrical biasing, coupled with a comprehensive understanding of LF states and polaron kinetics, could dramatically amplify the functional lifetime of active carriers in photocatalytic devices.</p>
<p>The studied LF relaxation phenomenon also resonates with charge separation mechanisms posited within organic solar cells, drawing analogies to Onsager’s classical auto-ionization model. This cross-disciplinary resonance hints at fundamental electronic principles dictating carrier fate across diverse material platforms, underscoring the profound significance of spatial localization in circumventing ultrafast recombination.</p>
<p>Moving forward, experimental and theoretical endeavors must converge to decode the subtleties of polaron-mediated stabilization of photoexcited states and its competitive relationship with LF relaxation. Such research holds promise not only for enhancing TMO photocatalysts but also for informing design principles in related semiconductor and molecular photochemical systems, thereby fostering the development of efficient, sustainable energy technologies.</p>
<p>In conclusion, this pivotal study redefines established notions surrounding charge carrier dynamics in transition metal oxides. By identifying LF relaxation centered on metal electronic states as a primary bottleneck, and proposing polaron formation as an antagonistic but potentially beneficial process, it offers a unified framework to rationalize and ultimately overcome the longstanding challenges limiting photocatalytic performance. The implications resonate beyond material chemistry, offering a beacon for innovation in renewable energy harvesting technologies worldwide.</p>
<hr />
<p><strong>Subject of Research</strong>: Metal-centred electronic states and carrier dynamics in transition metal oxide photocatalysts.</p>
<p><strong>Article Title</strong>: Metal-centred states control carrier lifetimes in transition metal oxide photocatalysts.</p>
<p><strong>Article References</strong>:<br />
Sachs, M., Harnett-Caulfield, L., Pastor, E. <em>et al.</em> Metal-centred states control carrier lifetimes in transition metal oxide photocatalysts. <em>Nat. Chem.</em> (2025). <a href="https://doi.org/10.1038/s41557-025-01868-y">https://doi.org/10.1038/s41557-025-01868-y</a></p>
<p><strong>Image Credits</strong>: AI Generated</p>
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		<post-id xmlns="com-wordpress:feed-additions:1">57503</post-id>	</item>
		<item>
		<title>Engineered Molecular Rings Mimic Plant Energy Transfer</title>
		<link>https://scienmag.com/engineered-molecular-rings-mimic-plant-energy-transfer/</link>
		
		<dc:creator><![CDATA[Bethany Barker]]></dc:creator>
		<pubDate>Wed, 28 May 2025 05:21:41 +0000</pubDate>
				<category><![CDATA[Chemistry]]></category>
		<category><![CDATA[advanced optoelectronics innovations]]></category>
		<category><![CDATA[biomimetic energy management systems]]></category>
		<category><![CDATA[charge and energy circulation in molecules]]></category>
		<category><![CDATA[cyclic pigment assemblies in plants]]></category>
		<category><![CDATA[engineered molecular rings]]></category>
		<category><![CDATA[light-harvesting systems in nature]]></category>
		<category><![CDATA[molecular chemistry breakthroughs]]></category>
		<category><![CDATA[plant energy transfer mimicry]]></category>
		<category><![CDATA[solar energy conversion technologies]]></category>
		<category><![CDATA[supramolecular architecture in chemistry]]></category>
		<category><![CDATA[synthetic photosynthesis advancements]]></category>
		<category><![CDATA[toroidal conjugation in molecular design]]></category>
		<guid isPermaLink="false">https://scienmag.com/engineered-molecular-rings-mimic-plant-energy-transfer/</guid>

					<description><![CDATA[In a groundbreaking achievement that bridges molecular chemistry and materials science, researchers at Osaka Metropolitan University have unveiled a novel supramolecular architecture emulating nature’s extraordinary light-harvesting systems. By designing flat, dye-like molecules that self-assemble into tightly interlocked rings, the team has demonstrated a first-of-its-kind intermolecular toroidal conjugation, enabling charge and energy to circulate seamlessly around [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>In a groundbreaking achievement that bridges molecular chemistry and materials science, researchers at Osaka Metropolitan University have unveiled a novel supramolecular architecture emulating nature’s extraordinary light-harvesting systems. By designing flat, dye-like molecules that self-assemble into tightly interlocked rings, the team has demonstrated a first-of-its-kind intermolecular toroidal conjugation, enabling charge and energy to circulate seamlessly around multiple stacked molecular planes. This innovation not only mimics the sophisticated pigment ring structures found in photosynthetic organisms but also holds transformative potential for the fields of solar energy conversion and advanced optoelectronics.</p>
<p>Photosynthesis, the process by which plants convert sunlight into chemical energy, relies heavily on the formation of cyclic pigment assemblies capable of efficiently capturing and transporting excitation energy. In natural photosynthetic complexes, pigment molecules aggregate into toroidal, or ring-like, antennae structures where electrons and excited-state energy are free to move continuously around the loop. This phenomenon, known as toroidal conjugation, underpins the remarkable efficiency of biological light harvesting. Emulating these intricate systems has long been a holy grail for chemists aiming to replicate or surpass nature’s proficiency in energy management.</p>
<p>Historically, synthetic attempts to reproduce toroidal conjugation have been constrained to single molecules displaying cyclic electron delocalization. These molecular rings, while fascinating, fall short of capturing the cooperative behavior exhibited in biological systems where multiple molecules work in unison to create extended conjugated networks. The Osaka Metropolitan University team, led by Associate Professor Daisuke Sakamaki, adopted an ambitious strategy to transcend these limitations by engineering supramolecular assemblies—clusters of individual molecules arranged through non-covalent interactions into ordered, functional architectures.</p>
<p>Central to their approach was the utilization of phthalocyanine derivatives. Phthalocyanines are planar aromatic macrocycles widely studied for their robust electronic properties and applicability in dyes and organic photovoltaic devices. By innovatively designing phthalocyanines appended with eight vertical, pillar-like substituents, the researchers enabled these molecules to self-assemble through interlocking “gear-like” interactions. This structurally enforced interdigitation favored the formation of supramolecular rings comprising sixteen stacked layers—effectively creating a circular multi-molecular conjugated system with a diameter sufficient to support electron mobility across discrete units.</p>
<p>Crucial evidence for ring formation came from advanced X-ray crystallography, which revealed the precise geometric configuration of the stacked, interlocked molecules. The structural data confirmed how the &quot;pillars&quot; from each phthalocyanine molecule intermesh with neighboring units, establishing a stable yet dynamic platform for charge transport. Spectroscopic analyses further illuminated the electronic properties of the assembly, showing that both charged and photoexcited states could delocalize around the whole ring. These findings establish a tangible molecular analogue to biological toroidal conjugation, but realized in a synthetic, scalable framework.</p>
<p>The implications of intermolecular toroidal conjugation extend far beyond basic science. By facilitating continuous circulation of charge and energy over multiple molecular planes, such supramolecular assemblies could revolutionize organic electronics, enhancing the efficiency of devices like solar cells and light-emitting diodes. Current photovoltaic technologies often struggle with charge recombination losses and limited exciton diffusion lengths; the ring-like stacked structures designed here promise pathways for rapid, coherent charge migration that can mitigate these issues through enhanced delocalization.</p>
<p>Moreover, the research challenges and expands prevailing paradigms on how phthalocyanines can be employed. Traditionally regarded as stable, yet somewhat inert electronic materials, these century-old compounds now emerge as versatile components in complex, self-organizing systems capable of advanced functional behavior. This reinvention opens fresh avenues for materials chemists to explore multi-molecular architectures where cooperative electronic phenomena arise from meticulously engineered supramolecular interactions, suggesting a versatile platform for tuning optoelectronic properties.</p>
<p>The multidisciplinary nature of this research is particularly notable, combining synthetic organic chemistry, crystallography, spectroscopy, and theoretical modeling to unravel the nuanced interplay between molecular structure and electronic dynamics. Detailed quantum chemical calculations helped elucidate the mechanisms by which charges and excitons propagate around the ring, corroborating experimental observations and providing predictive insights for future molecular design. This integration of experimental and computational approaches exemplifies modern chemical research’s power to innovate from both bottom-up molecular design and top-down materials engineering perspectives.</p>
<p>Beyond technological applications, the study enriches our fundamental understanding of energy transport in complex molecular systems. By bridging the gap between isolated molecular conjugation and extended light-harvesting networks, the intermolecular toroidal conjugation discovered here offers a simplistic yet elegant molecular mimicry of photosynthetic complexes. This insight could inspire new biomimetic strategies, not only in renewable energy but also in areas such as molecular electronics and quantum information science, where coherent charge transport is vital.</p>
<p>Looking forward, the research team intends to broaden the scope of this supramolecular strategy by incorporating different classes of molecules with tunable electronic and structural characteristics. This modular approach may yield diverse conjugated systems exhibiting circular charge delocalization under various operational conditions, enabling custom-designed materials tailored for specific optoelectronic functions. Such adaptability is critical for transitioning from proof-of-concept studies to practical, scalable technologies capable of addressing global energy needs.</p>
<p>In essence, this pioneering work demonstrates that through carefully designed intermolecular interactions, complex natural energy management phenomena can be recreated in vitro using relatively simple molecular building blocks assembled via self-organization principles. This feat brings scientists closer to harnessing nature’s blueprint—not only for efficient solar energy conversion but also for next-generation electronic materials exhibiting novel functionalities born from collective molecular behavior.</p>
<p>Published in the prestigious journal <em>Angewandte Chemie International Edition</em>, this study marks a significant milestone in supramolecular chemistry and materials science, with the promise of inspiring further innovation across interdisciplinary fields. It exemplifies how understanding and mimicking the subtle cooperative dynamics of molecular assemblies can unlock unforeseen pathways for scientific and technological breakthroughs.</p>
<hr />
<p><strong>Subject of Research</strong>: Not applicable</p>
<p><strong>Article Title</strong>: Intermolecular Toroidal Conjugation: Circularly Stacked 16 π-Planes Formed by Supramolecular Assembly Enabling Cyclic Charge and Energy Delocalization</p>
<p><strong>News Publication Date</strong>: 25-Mar-2025</p>
<p><strong>Web References</strong>: <a href="http://dx.doi.org/10.1002/anie.202504353">http://dx.doi.org/10.1002/anie.202504353</a></p>
<p><strong>Image Credits</strong>: Osaka Metropolitan University</p>
<h4><strong>Keywords</strong></h4>
<p>supramolecular assembly, toroidal conjugation, phthalocyanines, photosynthesis mimicry, charge delocalization, energy transport, organic electronics, solar energy conversion, optoelectronic materials, molecular self-assembly, X-ray crystallography, quantum chemical modeling</p>
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		<post-id xmlns="com-wordpress:feed-additions:1">48843</post-id>	</item>
		<item>
		<title>Graz University of Technology Researchers Unravel Heat Conduction in Complex Materials</title>
		<link>https://scienmag.com/graz-university-of-technology-researchers-unravel-heat-conduction-in-complex-materials/</link>
		
		<dc:creator><![CDATA[Denise Maddox]]></dc:creator>
		<pubDate>Thu, 20 Mar 2025 09:09:16 +0000</pubDate>
				<category><![CDATA[Technology and Engineering]]></category>
		<category><![CDATA[advancements in organic materials]]></category>
		<category><![CDATA[charge and thermal transport relationship]]></category>
		<category><![CDATA[collaboration in materials science]]></category>
		<category><![CDATA[Graz University of Technology research]]></category>
		<category><![CDATA[heat conduction mechanisms]]></category>
		<category><![CDATA[innovative applications of organic semiconductors]]></category>
		<category><![CDATA[OLED efficiency improvements]]></category>
		<category><![CDATA[organic semiconductors]]></category>
		<category><![CDATA[solar energy conversion technologies]]></category>
		<category><![CDATA[tailored thermal properties in materials]]></category>
		<category><![CDATA[thermal transport in materials]]></category>
		<category><![CDATA[understanding complex materials in physics]]></category>
		<guid isPermaLink="false">https://scienmag.com/graz-university-of-technology-researchers-unravel-heat-conduction-in-complex-materials/</guid>

					<description><![CDATA[In recent years, the study of organic semiconductors has gained substantial attention due to their potential applications in a variety of fields, such as organic light-emitting diodes (OLEDs) and solar energy conversion. However, understanding the thermal transport mechanisms within these complex materials has, until recently, been significantly overlooked. Researchers at Graz University of Technology, in [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>In recent years, the study of organic semiconductors has gained substantial attention due to their potential applications in a variety of fields, such as organic light-emitting diodes (OLEDs) and solar energy conversion. However, understanding the thermal transport mechanisms within these complex materials has, until recently, been significantly overlooked. Researchers at Graz University of Technology, in collaboration with esteemed institutions like TU Vienna and the University of Cambridge, have made groundbreaking strides in this area, driving forward our comprehension of how heat moves through organic semiconductors. This pioneering effort opens the doorway to designing materials with tailored thermal properties that could enhance their efficiency for various applications.</p>
<p>The quest to decipher thermal transport in organic semiconductors is both remarkable and intricate. Historically, the scientific focus has predominantly centered around charge transport, leaving researchers with a conspicuous gap in knowledge regarding how thermal energy is managed within these materials. According to Egbert Zojer, a prominent physicist leading the research, this research trajectory aimed to build a bridge between understanding both charge and thermal transport. The knowledge gleaned from this endeavor could significantly impact future innovations in organic materials, which are increasingly coveted in technological applications.</p>
<p>One of the most intriguing aspects of this study is the application of machine learning to decipher the intricacies of heat transport. Traditional approaches have relied heavily on empirical observations, causing researchers to miss out on potential causal connections within the materials. In this case, however, the research team opted to pursue a more fundamental path, striving for a deeper understanding of the underlying mechanics governing their thermal behaviors. By leveraging machine-learned potentials, they meticulously analyzed the distribution of heat in organic semiconductors, confronting conventional models that exclusively attributed thermal transport to the behavior of phonons.</p>
<p>Phonons, which represent quantized modes of vibration within a crystal lattice, have traditionally been treated as particles responsible for carrying vibrational energy. However, the research team&#8217;s findings suggest that a more intricate mechanism is at play. They uncovered evidence of tunneling transport, an additional phenomenon whereby phonons exhibit wave-like characteristics, communicating across energetic barriers within the solid matrix. This nuanced understanding of thermal transport radically reshapes the classical viewpoints surrounding the conductivity of materials, urging the scientific paradigm to embrace this more comprehensive perspective.</p>
<p>Equally noteworthy is the discovery that the molecular length of organic semiconductors plays a critical role in heat transport efficiency. The research team revealed that larger molecular sizes enhance tunneling effects, profoundly altering the thermal conductivity of these materials. This correlation introduces a new dimension to material design, where scientists can strategically manipulate molecular structures to optimize thermal transport tailored for specific applications. For example, in scenarios where achieving a high thermoelectric effect is crucial, focus can shift to promoting low thermal conductivity, whereas other applications may demand enhanced thermal dissipation capabilities.</p>
<p>Moreover, the research team&#8217;s insights extend well beyond just organic semiconductors. They propose that these findings could also be relevant to the design of metal-organic frameworks (MOFs), a class of materials recognized for their versatility and potential applications spanning from gas storage to catalysis. The intricate interplay of heat transport within MOFs makes this research invaluable, as the capability to manipulate heat conduction could significantly enhance the efficiency of various applications, paving the way for advanced innovations.</p>
<p>As researchers delve deeper into the mechanisms of thermal energy transport, it is clear that this study will catalyze an evolution in how materials are engineered. The traditional constraints confining our understanding of heat transfer are being dismantled, leading to new possibilities for scientists to tailor the thermal properties of materials graphically and purposefully. This transformative approach has the potential to revolutionize the fabrication of organic semiconductors and MOFs, creating opportunities for exponentially more efficient technologies in energy harvesting, electronics, and beyond.</p>
<p>In summary, the strides made by Egbert Zojer and his research team signify a monumental leap in the fields of materials science and thermodynamics. By integrating machine learning with fundamental research in thermodynamics, they have unraveled a newfound understanding of how heat travels in organic semiconductors which can profoundly reshape material design strategies. This research not only addresses a long-standing mystery but also illuminates a pathway toward discovering and engineering next-generation materials acclimatized to the demands of modern technology. As scientists worldwide continue to explore the implications of these findings, the future of organic semiconductors and thermal management appears more promising than ever.</p>
<p>This work was published in the highly regarded journal npj Computational Materials, calling attention to the importance of computational modeling in contemporary research. The merging of computational simulations with physical experiments underscores a prevailing trend: the reliance on advanced computing capabilities to tackle complex scientific challenges. As more researchers embrace these innovative methodologies, we can expect the pace of discoveries in materials science to accelerate, propelling forward our quest to harness nature&#8217;s fundamental principles for technological advancement.</p>
<p>Within academia and industrial circles alike, the excitement generated by these findings is palpable. The potential to utilize these principles for practical applications—be it in enhancing solar cell efficiency, creating advanced thermal insulating materials, or improving electronic devices—means that this research has implications that stretch far beyond theoretical interest, carving a niche for sustainable technology solutions that could enrich societal advancements in the years to come.</p>
<p><strong>Subject of Research</strong>: Heat transport in crystalline organic semiconductors<br />
<strong>Article Title</strong>: Heat transport in crystalline organic semiconductors: coexistence of phonon propagation and tunneling<br />
<strong>News Publication Date</strong>: 14-Feb-2025<br />
<strong>Web References</strong>: <a href="http://dx.doi.org/10.1038/s41524-025-01514-8">10.1038/s41524-025-01514-8</a><br />
<strong>References</strong>: npj Computational Materials<br />
<strong>Image Credits</strong>: Credit: Lunghammer &#8211; TU Graz  </p>
<h4><strong>Keywords</strong></h4>
<p> Organic semiconductors, thermal transport, machine learning, phonon propagation, tunneling transport, molecular length, metal-organic frameworks, material design, thermoelectric effect, computational modeling, energy efficiency</p>
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