Development and Application of an Open Power Meter Suitable for NILM

IF 2.1 Q2 ENGINEERING, MULTIDISCIPLINARY Inventions Pub Date : 2023-12-21 DOI:10.3390/inventions9010002
C. Rodríguez-Navarro, Francisco Portillo, Fernando Martínez, F. Manzano-Agugliaro, A. Alcayde
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Abstract

In the context of the global energy sector’s increasing reliance on fossil fuels and escalating environmental concerns, there is an urgent need for advancements in energy monitoring and optimization. Addressing this challenge, the present study introduces the Open Multi Power Meter, a novel open hardware solution designed for efficient and precise electrical measurements. This device is engineered around a single microcontroller architecture, featuring a comprehensive suite of measurement modules interconnected via an RS485 bus, which ensures high accuracy and scalability. A significant aspect of this development is the integration with the Non-Intrusive Load Monitoring Toolkit, which utilizes advanced algorithms for energy disaggregation, including Combinatorial Optimization and the Finite Hidden Markov Model. Comparative analyses were performed using public datasets alongside commercial and open hardware monitors to validate the design and capabilities of this device. These studies demonstrate the device’s notable effectiveness, characterized by its simplicity, flexibility, and adaptability in various energy monitoring scenarios. The introduction of this cost-effective and scalable tool marks a contribution to the field of energy research, enhancing energy efficiency practices. This research provides a practical solution for energy management and opens advancements in the field, highlighting its potential impact on academic research and real-world applications.
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适合 NILM 的开放式功率计的开发与应用
在全球能源行业日益依赖化石燃料和环境问题不断升级的背景下,迫切需要在能源监测和优化方面取得进展。为应对这一挑战,本研究引入了开放式多功率计,这是一种新型的开放式硬件解决方案,专为高效、精确的电气测量而设计。该设备围绕单一微控制器架构设计,具有一整套通过 RS485 总线互连的测量模块,可确保高精度和可扩展性。这项开发的一个重要方面是与非侵入式负荷监测工具包的集成,该工具包采用了先进的能源分解算法,包括组合优化和有限隐马尔可夫模型。为了验证该设备的设计和功能,我们使用公共数据集以及商用和开放式硬件监控器进行了对比分析。这些研究证明了该设备的显著效果,其特点是简单、灵活,并能适应各种能源监测场景。这种具有成本效益和可扩展性的工具的推出,标志着对能源研究领域的贡献,从而提高了能源效率。这项研究为能源管理提供了一个实用的解决方案,开启了该领域的进步,凸显了其对学术研究和实际应用的潜在影响。
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来源期刊
Inventions
Inventions Engineering-Engineering (all)
CiteScore
4.80
自引率
11.80%
发文量
91
审稿时长
12 weeks
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