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crn565/README.md

About me

I hold a PhD in Industrial Engineering from the University of Almería and have a background in industrial and computer engineering, with a particular interest in electronics, embedded systems, and the Internet of Things (IoT).

As an independent researcher, I focus on Non-Intrusive Load Monitoring (NILM), energy efficiency, and reproducible research using open-source hardware and software. My work includes the development of the Open Multi Power Meter (OMPM) in versions 1, 2 and 3, experiments with openZmeter (oZm), and the creation and evaluation of multple datasets as por example **DSUAL,DSUALM,DSUALM10,DSUALM10H, UALM2, etc ** compatible with NILMTK.

I also maintain the technical blog Soloelectronicos.com, where I publish projects, tutorials, and resources related to electronics, microcontrollers, computing, and energy monitoring.

Links:

Scientific publications by year

2026

  • Rodriguez-Navarro, C., Portillo, F., Soler-Ortiz, M., Alcayde, A.
    "Office plug-load dataset for non-intrusive load monitoring in buildings using an open metering platform"
    Energy and Buildings, September 2026.
    Article

  • Rodriguez-Navarro, C., Portillo, F., et al.
    "Integration of High-Frequency and Harmonic Measurements from Open-Source Meters into NILMTK Datasets"
    Renewable Energies, Environment and Power Quality Journal, 26(3), 385–390, July 2026.
    Article

  • Rodriguez-Navarro, C., Portillo, F., et al.
    "A comparative assessment of open-hardware and commercial energy meters for non-intrusive load monitoring"
    Measurement, 284, 122275, June 2026.
    Article

  • Rodriguez-Navarro, C., Portillo, F., Martínez-Gil, F., Gil, C., Manzano-Agugliaro, F., Alcayde, A.
    "Advances in NILM dataset evaluation: a comparative review within the NILMTK framework"
    Electrical Engineering, 108, 163, 2026.
    Article

2025

  • Rodriguez-Navarro, C., Portillo, F., Robalo, I., Alcayde, A.
    "Evaluation of Traditional and Data-Driven Algorithms for Energy Disaggregation Under Sampling and Filtering Conditions"
    Inventions, 10(3), 43, 2025.
    Article

  • Rodriguez-Navarro, C., Portillo, F., Montoya, F. G., Alcayde, A.
    "The Design, Creation, Implementation, and Study of a New Dataset Suitable for Non-Intrusive Load Monitoring"
    Applied Sciences, 15(13), 7200, 2025.
    Article

2024

  • Rodriguez-Navarro, C., Portillo, F., Castro-Santos, L., Filgueira-Vizoso, A., Montoya, F. G., Alcayde, A.
    "Optimising energy efficiency enhancing NILM through high-resolution data analytics"
    Renewable Energy and Power Quality Journal, 22(4), 85–91, 2024.
    Article

  • Rodríguez-Navarro, C., Portillo, F., Martínez, F., Manzano-Agugliaro, F., Alcayde, A.
    "Development and Application of an Open Power Meter Suitable for NILM"
    Inventions, 9(1), 2, 2024. Published online in December 2023.
    Article

2023

  • Rodríguez-Navarro, C., Alcayde, A., Isanbaev, V., Castro-Santos, L., Filgueira-Vizoso, A., Montoya, F. G.
    "DSUALMH—A New High-Resolution Dataset for NILM"
    Renewable Energy and Power Quality Journal, 21(1), 238–243, 2023.
    Article

Publication summary: 9 published journal articles listed above. Manuscripts under review and academic theses are listed separately.

Manuscripts under review

  • "DSUALM10H open-source dataset for advancing energy disaggregation"
    Submitted to Energy Efficiency in 2025; revisions pending.
    Associated dataset DOI: 10.5281/zenodo.13740027

Academic theses and other research work

  • Rodriguez Navarro, C.
    "Exploring New Horizons in Electrical Load Disaggregation and NILM: Innovations with Open-Source Hardware (OZM and OMPM) and Software"
    Doctoral thesis, University of Almería.
    Google Scholar record

  • Rodriguez Navarro, C.
    "A new horizon for NILMTK (Non-Intrusive Load Monitoring Toolkit) through OZM"
    2022.
    Google Scholar record

Open-source hardware, software, and datasets

My repositories include firmware, Jupyter notebooks, dataset converters, and experimental resources developed for my research on energy monitoring and NILM.

  • OMPM — Open Multi Power Meter
    Open-source power-meter hardware and firmware developed for NILM research. The project is described in "Development and Application of an Open Power Meter Suitable for NILM", published in Inventions.
    Repository · Archived release · Article

  • OMPM v2
    An updated open metering platform with multiple PZEM measurement channels, ESP32 firmware, a colour TFT display, physical-button menus, microSD logging, and a web interface.
    Repository

  • DSUALM10H
    Jupyter notebooks analysing electrical measurements from ten appliances, including voltage, current, and power harmonics up to order 150. Measurements were collected using three three-phase openZmeters, providing eleven measurement channels across the experimental setup.
    Dataset and archived resources

  • DSUALM10
    Jupyter notebooks evaluating NILM performance using electrical measurements from oZm v2 without harmonic features. The notebooks include Python code and experimental results.
    Dataset and archived resources

  • DSUALMH
    A high-resolution dataset and associated notebooks for NILM research, including harmonic measurements obtained with openZmeter devices.
    Related article · Browse repositories

  • DSUALM
    Resources for experiments with time-aligned measurements collected using oZm v1, including aggregate and individual appliance measurements.
    Dataset and archived resources

  • NILMTK dataset converters
    Five converters for generating NILMTK-compatible datasets from raw electrical measurements collected with oZm v1, oZm v2, and OMPM. These resources support reproducible dataset creation and analysis.
    Archived resources

  • Other software projects
    Additional repositories cover electronics, embedded systems, web development, PHP, JavaScript, and Terraform examples.
    Browse all repositories

Technical articles

Alongside my scientific research, I have written technical articles for Spanish electronics and computing magazines over many years. Topics include:

  • “Economic Recorder for Z80” — Resistor.
  • “EPROM Programmer for 2732–2732A” — Resistor, no. 131.
  • “Internet Access Problems with a 386” — Shopping Guide, BPE publishing house.
  • “Problems Accessing Infovía–Internet with Windows 95”.
  • “Build Your Own Local Area Network”, Part 1 — Ingenium, no. 1.
  • “Build Your Own Local Area Network”, Part 2 — Ingenium, no. 2.
  • “Low-Cost Distributed Audio System” — Todo Electrónica, no. 28.
  • “Multimedia Possibilities from Your PC to Your TV” — Todo Electrónica, no. 33.
  • “PC-Based Multimedia Player with an LCD Display” — Todo Electrónica, no. 35.
  • “Build Your Own GPS Navigator” — Todo Electrónica, no. 41.
  • “Dolby Digital 5.1 to Dolby Surround 2.1 Converter” — Todo Electrónica, no. 45.
  • “VoIP Adapter” — Todo Electrónica, no. 46.
  • “Simple Window Alarm” — Todo Electrónica, no. 47.
  • “Home Audio and Video Network” — Todo Electrónica, no. 50.
  • “Multipurpose USB Oscilloscope and Voltmeter for PC” — Todo Electrónica, no. 50.

Books

I have also written Spanish-language books about Netduino, available in digital and print formats:

  • The First Book About Netduino 2 in Spanish: Step-by-Step Home Automation Projects for All Levels
    Amazon

  • Netduino 2 in Spanish: Echo Version
    Amazon

Blogging

I write and maintain the following blogs:

Martial arts

Martial arts have been a longstanding part of my life. My grades include:

  • Second dan in Karate, RFEK — Royal Spanish Karate Federation.
  • First dan in Kobudo, ABE — Spanish Budo Association.
  • First dan in Iaido, Takeda Ryu Maroto Ha.

Martial arts

Contact

You can contact me at: soloelectronicos@telefonica.net

Popular repositories Loading

  1. DSUAL DSUAL Public

    Set of datasets suitable for NILM at the University of Almeria

    Python 2 2

  2. OMPM OMPM Public

    Implementation of Nilmtk using new ESP32 based hardware on a RS485 bus with 6 PZEM004 meters.

    Jupyter Notebook 1

  3. SGApp SGApp Public

    Forked from ualmtorres/SGApp

    PHP

  4. diariostic diariostic Public

    Forked from ualmtorres/diariostic

    PHP

  5. webEstaticaBasica2 webEstaticaBasica2 Public

    Forked from ualmtorres/webEstaticaBasica

    HTML

  6. AspNetCore.Docs AspNetCore.Docs Public

    Forked from dotnet/AspNetCore.Docs

    Documentation for ASP.NET Core

    C#