Methods, numerical materials & correspondence
Research exchange
in energy systems.
My work concerns the modelling and operation of distributed energy systems, with interests in renewable forecasting, distribution networks and storage. This space supports discussion of numerical studies and the exchange of research materials for comparison, interpretation and reproducibility.
Browse material descriptions ↘
Renewable integrationNetwork operationStorage & lifetime
Research materials
Data, models and numerical records.
Material descriptions are grouped by their role in a study. Requests can specify a site or scenario, observation window, variable set and preferred numerical format.
Renewable resources & forecasting
Solar and meteorological time series
Time-indexed irradiance, clear-sky references, temperature and derived generation profiles. Multi-site inputs and aligned evaluation windows support discussion of variability, forecasting and generalisation.
CSV · MAT · XLSXTime series / site subsets
Distribution systems
Network cases and operating trajectories
Feeder descriptions, load and generation profiles, nodal voltage trajectories and constraint summaries. Case definitions and the distinction between measured inputs and simulated outputs accompany an exchange.
DSS · CSV · NPZNetwork / node / scenario
Storage & degradation
Cycle records and energy-management results
Capacity observations, state-of-charge and state-of-health trajectories, allocation histories and mission-level summaries for battery and storage studies.
MAT · CSV · XLSXCell / cycle / operating case
Numerical reproduction
Scenario ensembles and result packages
Parameter sets, random-seed records, intermediate arrays, aggregate metrics and selected implementation excerpts. Package scope is agreed against the research question and relevant sharing conditions.
JSON · NPZ · CSVRun manifests / result arrays
Methods & interpretation
Context for a useful comparison.
01 / Modelling
Operating conditions travel with the data.
Sampling interval, units, time conventions and model assumptions are part of the numerical record. They shape the interpretation of a trajectory and the conditions under which a comparison is meaningful.
02 / Evidence
Evaluation begins with a shared protocol.
Aligned data windows, scenario definitions and reporting conventions help connect a methodological discussion with a reproducible numerical comparison.
03 / Exchange
An exchange starts from a concrete question.
A focused request helps identify an appropriate subset of inputs, result arrays or implementation details, together with the provenance and reuse conditions needed for further work.
Academic exchange
Discuss a study.
Define an exchange.
Correspondence on methods, result interpretation and reproducibility is welcome. Selected numerical materials and implementation details may be considered for academic exchange, subject to availability, licensing and third-party conditions.
A useful request identifies the study context, variables or outputs of interest, preferred format and intended comparison. Multi-site or multi-run requests can describe their scope in the enquiry.