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 ↗717 classified signals in the fourteen-day window. Recent momentum: rising. 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.
- Hacker News · Posted on Hacker News · First archived
Improper redaction reveals Lincoln's Google Data Center water, electricity usage ↗
Hacker News discussion.
- GitHub · Repository created · First archived
L0NE-6/QSC-StopCharging ↗
🔋 QSC 定量停充 · Magisk/KernelSU/APatch 充电阈值控制模块 · 到达指定电量或温度自动停止充电、自动恢复充电 · 安卓 5-17 适配版 + 安卓 1-5 遗留 root 实验版 · 纯本地脚本，无联网
- OpenAlex · Published · First archived
From Climate Risks to Climate-Resilient Energy Systems: Smart Renewable Energy Planning and Energy Security in Southeast Asian Island Cities ↗
Small power systems subject to hazards in the island cities of Southeast Asia increase the vulnerability of energy security, and require good climate-risk management, data integration and adaptive energy planning. This study proposes and validates a model that connects climate-risk salience to island energy security through renewable-energy planning capability, and investigates the institutional coordination as a moderating variable. We examined four constructs with 22 seven-point items with a cross-sectional survey online with 428 respondents from a range of utility, regulatory, municipal, de…
- OpenAlex · Published · First archived
SAVPEF-Net: Symmetric Semantic–Visual Prompt Fusion for Fine-Grained Open-World Object Detection in Intelligent Transportation ↗
Open-world object detection is a key visual support technology for smart-city transportation. Most existing methods are trained on closed-set datasets and recognize only predefined traffic categories. For unknown traffic participants and sudden obstacles in complex scenes, they suffer severe false/missed detection and cannot adapt to dynamic transportation. Mainstream open-vocabulary methods rely on complex cross-modal fusion, and their inference overhead increases sharply with vocabulary scale, making it difficult to meet real-time traffic edge requirements. They also face bottlenecks: insuff…
- OpenAlex · Published · First archived
Parameter Estimation and Physics-Structured Model Compression of Grid-Connected Inverter Systems ↗
The growing deployment of renewable energy systems calls for accurate parameter estimation and compact modeling of grid-connected inverter systems (GCISs). This paper presents a framework for parameter estimation and physics-structured model compression using Physics-Structured-Informed Neural Networks (Ψ-NNs). A teacher physics-informed neural network (PINN) estimates LC-filter parameters by combining measurements with governing equations. A regularized student learns the teacher mapping through physics-informed distillation. Hierarchical clustering identifies shared weight magnitudes, enabli…
- OpenAlex · Published · First archived
Fire Dynamics and Evacuation Simulation of a Lithium Battery-Powered New Energy Sightseeing Vessel ↗
This study investigates fire dynamics and passenger evacuation for a lithium-battery-powered sightseeing vessel using Pyrosim 2024 and Pathfinder 2019. Fire scenarios with varying ignition locations (lower battery compartment, first-deck cabin, second-deck cabin), heat release rates (4000 kW and 500 kW), and exit conditions were simulated to evaluate temperature, CO concentration, visibility, and smoke propagation. Evacuation simulations examined the effects of occupant load (100 vs. 185 persons), spatial distribution, and age composition on total evacuation time. Results demonstrate that igni…
- OpenAlex · Published · First archived
Ag Incorporation Strategies in Chalcogenide Solar Cells: Formation Mechanisms and Pathways Toward High Efficiency ↗
ABSTRACT Silver (Ag) incorporation has proven to be an effective approach for enhancing photovoltaic energy generation by tailoring the properties of chalcogenide absorbers. In thin‐film photovoltaic technology, inorganic solar cells such as Cu(In,Ga)(S,Se) 2 , Cu 2 ZnSn(S,Se) 4 , Sb 2 (S,Se) 3, and other chalcogenide thin‐film absorbers offer significant potential due to their tunable bandgaps, strong light absorption, and compatibility with scalable manufacturing processes. This review focuses on recent advancements in Ag incorporation within the chalcogenide family, emphasizing device princ…
- OpenAlex · Published · First archived
D-MambaFormer: integrating Mamba and transformer for long-term energy time series forecasting ↗
Time series forecasting in the context of energy necessitates balancing short-term and long-term dependencies for accurate predictions. As the forecast horizon extends, it becomes increasingly challenging for existing methods to model both types of relationships effectively over long sequences. Transformers excel in modeling short-to mid-term dependencies but are often criticized for their quadratic computational cost. On the other hand, Mamba, with its near-linear complexity through a selective state-space mechanism, provides an advantage for long-term forecasting. To combine both effectivene…
- OpenAlex · Published · First archived
DATA-DRIVEN ELECTRICITY LOAD FORECASTING FOR NIGERIAN UNIVERSITIES: A CASE STUDY OF EDO STATE UNIVERSITY IYAMHO ↗
Reliable electricity demand forecasting is increasingly important for Nigerian universities because campus expansion, digitalisation, laboratory activity, student population growth, and variable electricity supply place pressure on limited energy resources. This study develops and evaluates a data-driven forecasting framework for monthly electricity consumption at Edo State University Iyamho (EDSU), Nigeria. The study uses historical cumulative meter readings obtained from the university's Electrical Section of the Estate and works unit and converted them into monthly consumption observations.…
- OpenAlex · Published · First archived
Multiphysics computational study of coupled analysis of thermal energy and mass transfer in a non-Newtonian fluid under chemical reaction ↗
Thermal and solute transport enhancement is a requirement of several industrial and engineering processes like thermal and cooling systems, thermal radiators, nuclear reactor cooling, HVAC and refrigeration, etc. The rheological constitutive relations, the Stefan-Boltzmann law for thermal radiation effects, Ohm's law, and a set of Maxwell equations, together with conservation laws in the presence of magnetic body and buoyancy forces, are used to develop the governing equations. The coupled momentum, energy, and concentration equations are simplified using boundary-layer approximations. The res…
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.