Equivalent Modeling of Photovoltaic Power Station Based on Canopy-FCM Clustering Algorithm

Wu, Hongbin; Zhang, Jiajia; Luo, Chen; Xu, Bin

doi:10.1109/access.2019.2931444

Cited by 18 publications

(2 citation statements)

References 23 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…We have begun using optical UAS images to quantify large areas of vegetation around palaeoecological and archaeological sites (Witteveen et al accepted). We are also using existing protocols to identify canopy palms at some of our paleoecological sites to try and identify successional status (through the identification of species such as Cecropia, Ficus, Hevea and Ceiba ), canopy traits and signs of past plant enrichment (Ren et al, 2015; Wu et al, 2019; Figure 5). UASs can also be used to generate a three‐dimensional image of the forest through LIDAR or structure from motion (SfM), which can provide both trait and successional status information (Iglhaut et al, 2019; Swinfield et al, 2019).…”

Section: Moving Forward: Integrating Ecological Legacies and Estimate...mentioning

confidence: 99%

Past human‐induced ecological legacies as a driver of modern Amazonian resilience

et al. 2023

View full text Add to dashboard Cite

People have modified landscapes throughout the Holocene (the last c. 11,700 years) by modifying soils, burning forests, cultivating and domesticating plants, and directly and indirectly enriched and depleted plant abundances. These activities also took place in Amazonia, which is the largest contiguous piece of rainforest in the world, and for many decades was considered to have very little human impact until the modern era. The compositional shift caused by past human disturbances can alter forest traits, creating ecological legacies that may persist through time. As the lifespan of most Amazonian tree species is more than 200 years, forests that were modified over the last centuries to millennia are likely still in a mid‐successional state. Ecological legacies resulting from past human activity may also affect modern forest resilience to ongoing anthropogenic and climatic changes. Current estimates of resilience assume that forests are in equilibrium, and long‐term successional trajectories are not considered. We suggest that disturbance histories, generated through palaeoecological and archaeological surveys, should be paired with field‐based and remotely sensed estimates of forest resilience to recent drought events, to determine whether past human activities affect modern forest resilience. We have outlined how this can be accomplished in future research. Read the free Plain Language Summary for this article on the Journal blog.

show abstract

Section: Moving Forward: Integrating Ecological Legacies and Estimate...mentioning

confidence: 99%

Past human‐induced ecological legacies as a driver of modern Amazonian resilience

et al. 2023

View full text Add to dashboard Cite

show abstract

“…Then, according to the results of rough clustering, k-means algorithm is used to cluster the data, to optimize the clustering results. The specific steps of Canopy algorithm are as follows [24]- [25]:…”

Section: A Improve K-means Clustering Algorithmmentioning

confidence: 99%

Adaptive Grid Partitioning Considering Power Supply and Load Distribution

Yao

Zhang

et al. 2022

IEEE Access

View full text Add to dashboard Cite

Renewable energy such as wind power, hydro-power and photovoltaic are connected to the power system as distributed power sources will increase the instability of power system operation. To ensure the stable operation of the power system after renewable energy and load access, it is necessary to properly partition the power grid. A grid partition method considering renewable energy access and load fluctuation is proposed. First, cluster analysis was carried out on the operation scenarios of renewable energy and load by using the improved K-means algorithm, and several operation scenarios of power system were obtained. The three operation scenarios with the highest probability were selected as the three normal operation states of power system. Then, the power system is partitioned, and the comprehensive flexibility evaluation indexes are proposed from the perspectives of regional supply and demand balance and inter-regional transmission capacity. The flexibility evaluation indexes from these two perspectives are calculated under three operating states, and the two flexibility evaluation indexes are weighted to evaluate the comprehensive flexibility of the power system after the partition. The comprehensive flexibility index of the power system is different under different partition strategies. The partition strategy with the best evaluation of the comprehensive flexibility index is chosen as the final partition strategy. Finally, according to the historical data of renewable energy and load in a certain region, the IEEE 39-bus system with renewable energy access and load fluctuation is partitioned under different partitioning strategies, and the comprehensive flexibility of the partitioned power system is evaluated, and the final partitioning strategy is determined according to the comprehensive flexibility index of the power system.INDEX TERMS Adaptive partition, renewable energy, power system, flexibility evaluation index.

show abstract

The Wind Power Scenario Generation Method Based on the Improved K-means + + Algorithm

Guangyu,

Xiaotong,

Luyu

2024

Lecture Notes in Electrical Engineering

View full text Add to dashboard Cite

Equivalent Modeling of Photovoltaic Power Station Based on Canopy-FCM Clustering Algorithm

Cited by 18 publications

References 23 publications

Past human‐induced ecological legacies as a driver of modern Amazonian resilience

Past human‐induced ecological legacies as a driver of modern Amazonian resilience

Adaptive Grid Partitioning Considering Power Supply and Load Distribution

The Wind Power Scenario Generation Method Based on the Improved K-means + + Algorithm

Contact Info

Product

Resources

About