TY - JOUR
T1 - Designing digitally enabled proactive maintenance systems in power distribution grids: A scoping literature review
AU - Mortensen, Lasse Kappel
AU - Sundsgaard, Konrad
AU - Shaker, Hamid Reza
AU - Hansen, Jens Zoëga
AU - Yang, Guangya
PY - 2024
Y1 - 2024
N2 - The digitalization of the power distribution grid has surged over the past decade. This transformation has given rise to a host of new data-driven applications focused on condition monitoring and predictive maintenance. However, from the perspective of the distribution system operator, there remains uncertainty about what and how digital maintenance processes can be realized. Additionally, the lack of clarity regarding the relative payback of investments makes it difficult to plan investments in digital maintenance systems optimally. The existing literature does not provide a holistic investigation of proactive maintenance applications, specifically the interplay between how data selection, usage, and degree of digitalization impacts the development of proactive maintenance applications. In this paper, we therefore study the chain of design choices linked to the development of proactive maintenance systems, through a scoping review of existing approaches. Thereby, we offer a valuable resource for power distribution system operators in guiding their decision-making and implementation processes. Additionally, it enables us to point out gaps in existing literature, which can inform future studies. Furthermore, we provide an extendable Sankey diagram-based visualization tool, which enables researchers and practitioners alike to further investigate the complex relationships between proactive maintenance design choices. Eventually, we propose a conceptual model for power distribution systems operators to better understand the benefits of digitally enabled proactive maintenance systems, which can aid investment decision-making.
AB - The digitalization of the power distribution grid has surged over the past decade. This transformation has given rise to a host of new data-driven applications focused on condition monitoring and predictive maintenance. However, from the perspective of the distribution system operator, there remains uncertainty about what and how digital maintenance processes can be realized. Additionally, the lack of clarity regarding the relative payback of investments makes it difficult to plan investments in digital maintenance systems optimally. The existing literature does not provide a holistic investigation of proactive maintenance applications, specifically the interplay between how data selection, usage, and degree of digitalization impacts the development of proactive maintenance applications. In this paper, we therefore study the chain of design choices linked to the development of proactive maintenance systems, through a scoping review of existing approaches. Thereby, we offer a valuable resource for power distribution system operators in guiding their decision-making and implementation processes. Additionally, it enables us to point out gaps in existing literature, which can inform future studies. Furthermore, we provide an extendable Sankey diagram-based visualization tool, which enables researchers and practitioners alike to further investigate the complex relationships between proactive maintenance design choices. Eventually, we propose a conceptual model for power distribution systems operators to better understand the benefits of digitally enabled proactive maintenance systems, which can aid investment decision-making.
KW - Scoping review
KW - Distribution grids
KW - Asset management
KW - Digitalization
KW - Condition monitoring
KW - Predictive maintenance
KW - Components
KW - Data
KW - Machine learning
U2 - 10.1016/j.egyr.2024.08.044
DO - 10.1016/j.egyr.2024.08.044
M3 - Review
SN - 2352-4847
VL - 12
SP - 1
EP - 21
JO - Energy Reports
JF - Energy Reports
ER -