THE INTERNET IS THINKING
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 ↗729 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
Shared Energy Storage Planning Considering User Complementarity and Complementary Surplus Energy Utilization ↗
Shared energy storage (SES) improves storage utilization by aggregating the storage demands of multiple users. When users exhibit complementary charging and discharging behaviors, part of the energy conversion process can be avoided, resulting in energy retained in the physical storage system. However, such retained energy has not been explicitly modeled in existing studies. Meanwhile, existing studies mainly optimize prices under given billing metrics, while the influence of billing metric selection on users’ charging and discharging behaviors has been overlooked. To address these limitations…
- OpenAlex · Published · First archived
A selective coupling scheme for efficient hydrodynamic analysis of large-scale offshore floating photovoltaic arrays ↗
Offshore floating photovoltaic (FPV) systems are typically configured as large-scale arrays of numerous modular floaters, among which pronounced multi-body hydrodynamic interactions arise. Resolving these interactions poses a dilemma: a fully coupled analysis imposes a prohibitive computational burden, whereas completely neglecting the inter-module coupling discards essential near-field information. It is observed, however, that the radiation interaction, the most computationally demanding component of the multi-body coupling, weakens with increasing inter-module spacing and varies systematica…
- OpenAlex · Published · First archived
Numerical investigations of turbulence modeling and wall effect for the powder flow in a directed energy deposition system ↗
Powder transport in directed energy deposition (DED) is governed by complex interactions among high-speed gas flow, turbulent structures, particle inertia, and the presence of the bottom wall boundary (substrate). In this study, an Eulerian–Lagrangian (EL) framework is developed to investigate powder transport in a four-nozzle directed energy deposition system. The baseline LES–EL configuration is first validated against measured powder concentration profiles. The validated framework is then used to compare large-eddy simulation and Reynolds-averaged Navier–Stokes predictions under matched con…
- OpenAlex · Published · First archived
Frequency-Guided Cross-Modal Feature Fusion for Lightweight Visible–Infrared Small Object Detection ↗
Visible–infrared detection improves perception in degraded illumination by combining visible texture with thermal contrast. Small objects remain difficult because their discriminative responses are weak, spatially sparse, and sensitive to cross-modal displacement. We present FGCFF-Net, a lightweight frequency-guided fusion detector for visible–infrared small object detection. The framework casts fusion as progressive evidence selection. A lightweight channel pruning module suppresses redundant dual-stream responses; frequency-guided alignment estimates residual spectral compensation; a cross-m…
- OpenAlex · Published · First archived
Short-Term Photovoltaic Power Forecasting Based on a CEEMDAN-PE-ISSA-TCN-Transformer Framework ↗
This study proposes a CEEMDAN-PE-ISSA-TCN-Transformer framework for short-term photovoltaic (PV) power forecasting. Six pre-specified meteorological variables were retained, and their Pearson correlation coefficients with PV power were calculated using the training interval only. The power sequence was decomposed into high-frequency, medium-frequency, and low-frequency reconstructed components using CEEMDAN and permutation entropy (PE). A branch-specific residual TCN-self-attention forecasting network was constructed for each component, and an improved sparrow search algorithm (ISSA) was used…
- OpenAlex · Published · First archived
A multi-stage engineering framework for feasible scheduling of large-scale energy batch transport systems ↗
The energy transition is driving batch transport systems toward multi-product, high-frequency operations, with more batches and smaller batch volumes. However, strong couplings among material flows, operational decisions and temporal constraints make large-scale scheduling increasingly difficult, often rendering direct optimization computationally infeasible within practical engineering timeframes. This challenge is particularly pronounced in large-scale multi-product pipeline systems. To address this, this study proposes a multi-stage engineering framework that enables feasible and scalable s…
- OpenAlex · Published · First archived
A multimodal fusion network guided by environmental semantics for reconstructing missing bridge strain trends ↗
Long term bridge strain trends describe the gradual evolution of structural responses under environmental actions and operational loads, providing important information for structural health monitoring and condition assessment. However, communication interruptions, sensor abnormalities, and unstable data transmission can lead to missing strain data, which affects the completeness of monitoring records and the reliability of subsequent analysis. This study proposes an environmental semantics-guided multimodal fusion network for reconstructing missing bridge strain trends. The network mainly con…
- OpenAlex · Published · First archived
A comprehensive validation of an electrical–thermal model for bifacial photovoltaic modules ↗
This study focuses on the representation of bifacial photovoltaic modules using electrical and thermal models. Various approaches in the literature propose modifications, such as incorporating rear-side irradiance, adjusting resistive parameters and diode currents, and adding series resistances. However, experimental evidence for evaluating these approaches under different operating conditions remains limited. Moreover, most studies concentrate on the maximum power point without analyzing the full IV curve, which can reveal shading-induced steps associated with rear-side frame shading in comme…
- OpenAlex · Published · First archived
EmbedTPR: Reliability-Aware Reconstruction and Query-Adaptive Fusion for Open-Vocabulary Text-Based Person Retrieval ↗
Open-vocabulary text-based person retrieval must match natural-language descriptions containing concepts that may be absent from task-specific training data while controlling unreliable generated evidence and inference cost. This paper formulates heterogeneous evidence reconstruction and masked branch fusion as a trainable retrieval procedure around frozen foundation backbones. EmbedTPR contains two interconnected learnable modules. Unified Heterogeneous Evidence Reconstruction (UHER) aligns gallery-side generated semantics with visual evidence and estimates attribute reliability; for a text-o…
- OpenAlex · Published · First archived
Telemetry-Based Optimization of Fuel Consumption and Energy Efficiency of Tractor–Machine Combinations for Sustainable Agricultural Operations ↗
Accurate operation-specific assessment of fuel consumption is essential for energy planning, machinery management, and direct emission accounting in mechanized agriculture. However, generalized reference-based fuel consumption values may not adequately represent variations in machinery load, operating conditions, and field characteristics. This study developed and evaluated a telemetry-based framework for quantifying fuel consumption and energy performance of tractor–machine combinations under real agricultural production conditions and for supporting the future development of adaptive regiona…
Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.
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.
See the collection and counting methodology ↗ · Read the weekly synthesis ↗
Follow a thread
Explore related regions
These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.