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

Larger exchanges may be arranged as compressed, partitioned bundles with a file manifest, variable definitions, units and checksums. Scope, delivery and reuse conditions are agreed through correspondence.

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.

Prepare an enquiry

Prepare a request for academic correspondence. The completed draft opens in your email application.