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Earlier sources: Energy
Energy research and engineering concern how power is produced, stored, delivered, and consumed. Follow solar and nuclear power, fusion, geothermal systems, batteries, electricity grids, and changing power demand.
SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.
Open in the map ↗697 classified signals in the fourteen-day window. Recent momentum: steady. These counts include signals awaiting readable evidence.
Earlier sources
Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.
- OpenAlex · Published · First archived
Heterogeneous feature fusion and maintenance-triggered incremental learning for long-term health assessment and uncertainty-aware prediction of pumped storage units ↗
Flexible grid-support operation intensifies multiphysics coupling in pumped storage units (PSUs), complicating long-term health assessment and degradation prediction. Existing methods often inadequately fuse heterogeneous measurements, use static normal behavior benchmarks (NBBs) despite maintenance-induced shifts, and provide limited uncertainty-aware degradation forecasting. This paper proposes an integrated framework for long-term PSU health monitoring, featuring maintenance-triggered benchmark adaptation and probabilistic health-trajectory prediction. A deep belief network extracts latent…
- OpenAlex · Published · First archived
Trustworthy and auditable grid power: managing multi-virtual power plant operations using blockchain ↗
Virtual power plants (VPP), microgrids, and distributed energy resources are changing the landscape of energy production by deploying networks of small-scale energy producers and storage resources. There are experiments using blockchain to store essential VPP information, but research is fragmented and primarily addresses financial transactions, with few studies advancing the infrastructure operation. This paper presents a systematic literature review of blockchain-based VPP operation, listing relevant use cases and characteristics of blockchain solutions proposed for VPP. Subsequently, a prot…
- OpenAlex · Published · First archived
Multifunctional Ionic Liquid Enabling Cation Homogenization and Lead Chelation for Pure‐Iodide Wide‐Bandgap Perovskite Solar Cells ↗
ABSTRACT Wide‐bandgap perovskite solar cells (WBG‐PSCs) are essential for high‐efficiency tandem photovoltaics, yet conventional mixed‐halide formulations suffer from photoinduced halide segregation. While pure‐iodide WBG‐PSCs offer a fundamental solution, their development is hindered by the distinct crystallization kinetics of A‐site cations, which lead to severe compositional inhomogeneity, coupled with lead toxicity. Herein, we report a multifunctional ionic liquid, 1‐propylsulfonate‐3‐methylimidazolium trifluoromethanesulfonate ([SO 3 H‐PMIm][OTf]), that addresses these challenges. The ad…
- OpenAlex · Published · First archived
A Dual‐Programmable 2M NOR Flash Architecture for Energy‐Efficient In‐Memory Computing ↗
ABSTRACT Conventional NOR Flash architectures employ either a 1M structure or a 1T–1M structure, the latter integrating an access transistor to enable selective program and erase operations. While the access transistor occupies a substantial portion of the 1T–1M cell area, it does not contribute to information storage. Here, a 2M NOR Flash architecture is demonstrated in which two series‐connected charge‐trap transistors ( and ) simultaneously function as programmable memory elements and current‐controlling components, enabling conductance‐window extension and current‐path gating within a sing…
- OpenAlex · Published · First archived
Self‐Healing UPy‐Functionalized Polyethylene Networks: A Robust Platform for Resilient and High‐Performance Lithium Battery Separators ↗
ABSTRACT Conventional polyolefin separators exhibit limited mechanical resilience and poor damage tolerance, leading to performance degradation and critical safety concerns. To overcome these limitations, we developed supramolecular self‐healing separators based on polyethylene–hydroxyethyl methacrylate (PE‐HEMA) copolymers functionalized with ureidopyrimidinone (UPy) units. The UPy motifs undergo reversible dimerization through quadruple hydrogen bonding within the polymer matrix, forming a dynamic supramolecular network capable of autonomously repairing mechanical defects. Three copolymers w…
- OpenAlex · Published · First archived
Integrating spatial econometrics and remote sensing for pixel-level wind energy corridor identification: evidence from West Bengal, India ↗
This study integrates remote sensing and spatial econometric techniques to identify pixel-level wind energy corridors in West Bengal, India. Weibull scale (A) and shape (K) parameter rasters at 100 m resolution were combined with Dynamic World land-cover data to evaluate how landscape characteristics influence wind resource potential. District-level zonal statistics were analysed using Ordinary Least Squares (OLS), Spatial Autoregressive (SAR), Spatial Error Model (SEM), and Spatial Durbin Model (SDM). Global Moran’s I (0.723, p < 0.01) revealed significant positive spatial autocorrelation, co…
- OpenAlex · Published · First archived
GSLR Drives Lung Adenocarcinoma as a Critical Regulator of Energy Homeostasis Through Creatine Kinase B Activation ↗
ABSTRACT Lung cancer remains the leading cause of cancer‐related mortality, with extremely high energy demands during progression. Long non‐coding RNAs (lncRNAs) have emerged as crucial regulators in cancer metabolism; however, their role in reprogramming energy metabolism in lung cancer remains incompletely understood. In this study, we identify a glucose/glutamine sensitive lncRNA, GSLR , as a driver of lung adenocarcinoma (LUAD) progression. GSLR is markedly upregulated in LUAD, and its high expression is associated with poor patient prognosis. Nutrient restriction reduces chromatin accessi…
- OpenAlex · Published · First archived
Structural optimization of a fin-enhanced immersion cooling battery thermal management system for high-rate lithium-ion battery packs ↗
High-rate operation of lithium-ion batteries can generate substantial heat, making effective temperature control and thermal uniformity essential for safe and reliable battery operation. Immersion liquid cooling provides direct contact between the coolant and battery surfaces, but its thermal performance can still be limited by non-uniform coolant flow and insufficient convective heat transfer. In this study, a three-dimensional transient numerical model was developed to investigate a fin-enhanced immersion cooling system for an 18-cell prismatic lithium-ion battery module under a 4C discharge…
- OpenAlex · Published · First archived
Rockburst Mechanism in Gob-Side Roadways Induced by Zonal Energy Release from Thick-Hard Roof Failure ↗
Abstract Thick-hard roofs (THRs) govern the fracture and movement of overburden strata and control the formation and stability of stope structures. The instability of THRs acts as a core factor influencing ground pressure and serves as a primary trigger of rockbursts. This study aims to reveal the zoned energy release characteristics and dynamic response laws of gob-side roadways under THR instability. An elastoplastic foundation mechanical model was established to characterize the load-bearing behavior of THRs under mining-induced disturbances. The propagation and attenuation laws of stress w…
- OpenAlex · Published · First archived
Improving High‐Temperature Operational Stability of Inverted Perovskite Solar Cells Through MXene Heat‐Dissipating Layers ↗
ABSTRACT Despite inverted perovskite solar cells (iPSCs) having reached power conversion efficiencies (PCEs) of about 27% with long‐term stability at room temperature, their commercial devices must prevent heat‐induced performance degradation. In PSCs, 2D MXenes have been employed to enhance their long‐term stability at high temperatures; however, a deep understanding of the heat management mechanism of applying MXenes at interfaces is still lacking. Herein, we investigate the application of MeO‐2PACz‐functionalized MXenes at the hole transport layer (HTL) interface in iPSCs using MeO‐2PACz as…
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How to assess evidence about Energy
Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.
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