reapxdev/zenodo-scraper huggingface dataset:
Learning the Lab, Not the Law: audit protocol, dataset, and reproducibility code
Authors: Gil Ruiz, Jesús
Type: Software
Published: 2026-08-03

<p>Code and data accompanying the paper "Learning the Lab, Not the Law: A Verdict-Based Audit Protocol for Structure-Level Domain Confounding in Symbolic Scientific Discovery" (submitted to MDPI Machine Learning and Knowledge Extraction). Contains the 114-point cross-facility windage dataset, the audit engine implementing Algorithms 1-2 of the paper (design-identifiability screen, honesty tests, discriminant-test battery, few-cluster-robust inference, normalized conformal prediction), and all scripts that regenerate every number, table, and figure reported in the paper and its supplement. See README.md for the full file-to-result mapping.</p>
Demonstrating clean energy transition scenarios in sector-coupled and renewable-based energy communities
Authors: Maruf, Md Nasimul Islam, Mahmud, Shadman, Pasarín, Iván S., Giani, Federico, Degrave, Aurélien, Guerra, Carlos Funez, Lopez, Susana, Mesonero, Ivan
Type: Journal article
Published: 2024-09-02
Keywords: Energy Community, Sector Coupling, System of Systems, Demonstration Scenario, Energy Transition, Funnel Approach, Reverse Funnel Approach, Flexibility

<div>The approach presented in this paper provides a detailed analysis of the demonstration scenarios, considering actors, objectives, boundary conditions, and business assumptions. The methodologies are exemplified in three diverse European energy communities extending across residential, commercial, tertiary, and industrial establishments, allowing power-to-x and sector coupling opportunities. The paper also suggested thirteen KPIs for validating renewable-focused energy community projects.</div>
Available Wireless Sensor Network and Internet of Things testbed facilities: dataset
Authors: Judvaitis, Janis, Abolins, Valters, Elkenawy, Amr, Ozols, Kaspars
Type: Journal article
Published: 2023-11-28
Keywords: Testbed facility; Data set; Wireless Sensor Networks; WSN; Internet of Things; IoT

<p>The availability of data is an important aspect of any research as it determines the likelihood of the study's commencement, completion, and success. The Internet of Things and Wireless Sensor Networks technologies have been attracting a huge amount of researchers for more than two decades, without having a consolidated or unified source that identifies and describes available Internet of Things and Wireless Sensor Network testbed facilities. In this paper, a dataset including 41 distinct testbed facilities is described. These testbed facilities are classified according to their key features such as Device Under Test (DUT) type, mobility, access level, facility count, connection/interaction interfaces, and other criteria. The systematic review process resulting in the gathered data set consisted of three filtering phases applied to relevant articles published between the years 2011 and 2021 as obtained from the Web of Science and SCOPUS databases.</p><p>In this Data Note, we present data collected for the purpose of carrying out a systematic review of the available Wireless Sensor Network and Internet of Things testbed facilities. The data was collected through multiple stages and in each stage, the pre-defined criteria were applied. We provide a dataset describing the hardware and software aspects of Wireless Sensor Networks and Internet of Things testbed facilities available in the market and scientific community. The data were gathered through an extensive systematic review process of scientific articles published between the years 2011 and 2020. The review aims to obtain good-quality data for people who are actively researching the Internet of Things or Wireless sensor Network testbed facilities or anyone who is interested in that field.</p>