On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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2 results for “PV-Battery”

Multi-Stage Compound Real Options Valuation in Residential PV-Battery Investmentecon.EM

Framework optimizes PV-battery investment timing to maximize value.

problem Optimizing investments in residential PV-battery systems under uncertain market conditions.

method Real options valuation framework with multi-stage compound options, incorporating Monte Carlo simulation.

result Optimal timing of PV-battery investment increases overall value.

PV-battery investment real options valuation Monte Carlo simulation compound options uncertain market

2019-10-21abs ↗pdf ↗

Decision-focused learning for optimal PV-Battery schedulingstat.ML

A new learning framework reduces PV-Battery system costs by 3.6%.

problem Optimizing PV-Battery systems for cost savings with accurate forecasts.

method Decision-focused learning framework integrating optimization and prediction.

result Decision-focused method reduces average electricity costs by 3.6%.

PV-Battery Optimization Forecasting Cost savings Long Short-Term Memory

2026-05-27abs ↗pdf ↗