# A Comprehensive Survey of the Harmony Search Algorithm in Clustering Applications
## 4 Clustering Applications of the HSA
\begin{tabular}{l l l l l l} \hline \hline
**Proposed** & **Application** & **Description** & **Results and Conclusion** & **Year** & **Achison(Bil)** \\ \hline
16 AA & WSN & A new framework is proposed to facilitate the active development of localized cluster protocols established & The obtained results showed that the WSN conformers & 2013 & [PERSON] et al. in [94] \\  & & development of localized cluster protocols established & Increased throughput of the proposed IEA in comparison with other similar methods. & \\ \hline
1 RFNO & Clustering & a novel IEA is proposed, called BIPSO, which is used as a clustering algorithm and is employed for disciplined methods with better requirements and prediction in comparison with K-means, FNO, and Fuzzy & \\ \hline VHS & Data clustering & A novel framework-based IEA introduced for addressing the channel bandwidth that the proposed VHS optimization problems, Gilbert VHS & 2014 & [PERSON] et al. in [96] \\  & & optimization problems, Gilbert VHS & & clustering method set better when compared to the other similar clustering algorithms. & \\ \hline
17 SA & Clustering & a self Organizing Map, GCRG-framework & Hybrid & The obtained results showed that the proposed method & 2015 & [PERSON] et al. in [57] \\  & & application is introduced that calculated the optimal dimension of the local network & & & \\ \hline
17 ES & Networks & A new method is proposed based on using IEA to provide an adaptive approach to solving network clustering problems compared & 2015 & [PERSON] and [PERSON] in [98] \\  & & application graphs using the modulated structure & & & \\ \hline
17 ESM & Test clustering & A new hybrid local clustering method is proposed based on using the IEA and Accurate & The obtained results showed that the proposed method & 2016 & [PERSON] et al. in [98] \\  & & application of the IEA and Accurate & & & \\ \hline
17 ES & Clustering & A new clustering method is introduced based on using the obtained results revealed that the proposed IES & 2016 & [PERSON] et al. in [98] \\  & & application of the IEA for clustering gene expression, Gilbert VHS & & & \\ \hline
17 ES & Wireless sensor & a new clustering method is proposed based on an approach & The obtained results revealed that the proposed method & 2016 & [PERSON] et al. in [98] \\  & & network & improved IEA fully increase the endurance of VHS & & & \\ \hline PAHS & Image & A new automated clustering method is proposed, & The obtained results showed that the proposed method & 2016 & [PERSON] et al. in [90] \\  & & segmentation & using a developed parameter IEA (PAHS) as an approach & & & \\  & & underlying algorithm & & & \\ \hline
17 ESA & Image-clustering & A new image clustering method is proposed to avoid the robustness with conventional clustering methods & The obtained results revealed that the proposed method & 2016 & [PERSON] and [PERSON] [91] \\  & & the robustness with conventional clustering methods & proximal better clustering solutions compared to other similar works. & Similar works. & \\ \hline
17 ES & Data and image & A new clustering method is introduced based on using the obtained results presented in this paper. & The obtained results presented that the IEA efficiently & 2016 & [PERSON] et al. in [92] \\  & Adapting & 18.8\% of the other authors, and new energy data & A different-structure problems. & & \\ \hline
17 LEBSG & Wireless sensor & A double optimization method is proposed based on using a fuzzy logic strategy and IEA for solving the WSN. & The obtained results demonstrated that the proposed method & 2017 & [PERSON] and [PERSON] in [90] \\  & & the VHS. & & the WS. & & \\ \hline
17 ESA & Clustering & A fuzzy kernel clustering method is not a well-defined & The obtained results revealed that the general clustering algorithm & 2017 & [PERSON] et al. in [94] \\  & & application of the differential/IEA gene expression parameter & Applying distribution & & \\ \hline
17 CHIS & Wireless Sensor & IEA is proposed for routing purposes and utilizing the obtained results reported that the proposed & 2018 & [PERSON] et al. in [96] \\  & Networks & the same adaptive parameters is suggested as a fitness function, called CIMS & CRIP support achievements compared to other & \\ \hline
17 ESA & Clustering gene expression & A new meta-heuristic. clustering method is proposed for solving the gene expression problems & The obtained results confirmed that the proposed method & 2019 & [PERSON] and [PERSON] in [96] \\ \hline \hline \end{tabular}