Evaluation of Food Security Area of East Java Province Using Fuzzy C-Means (FCM) and Technique for Order Preference by Similarity to Ideal Solution (TOPSIS)

https://doi.org/10.22146/ijccs.82297

Yuniar Farida(1*), Ghina Salsabila Firdaus(2), Ahmad Teguh Wibowo(3), Silvia Kartika Sari(4), Latifatun Nadya Desinaini(5)

(1) UIN Sunan Ampel Surabaya
(2) UIN Sunan Ampel Surabaya
(3) UIN Sunan Ampel Surabaya
(4) UIN Sunan Ampel Surabaya
(5) UIN Sunan Ampel Surabaya
(*) Corresponding Author

Abstract


The formation of quality human resources cannot be separated from food, as nutritional intake affects human performance and health. As time increases, the number of residents increases to increase food needs. The ability of a region to meet food needs in its territory is different from other regions. This study aims to classify regions in East Java Province based on food security and determine areas with the best and lowest food security. The method used is the Fuzzy C-Means (FCM) and TOPSIS methods.This research uses criteria based on the Food Security Index compiled by the Food Security Agency. The results of regional clustering using FCM selected the best cluster using three clusters for all requirements, except in food utilization in the city using five clusters. Furthermore, from the clustering results, clustering and cluster members use TOPSIS and produce Magetan regency and Madiun city as areas with the highest food security. At the same time, the lowest food securities are Probolinggo regency and Kediri city.

Keywords


Clustering; Fuzzy; Fuzzy C-Means; Food Security Ranking; MCDM; TOPSIS

Full Text:

PDF


References

Badan Ketahanan Pangan Kementerian Pertanian, “Peta Ketahanan dan Kerentanan Pangan,” Res. Rep., pp. 1–205, 2018.

Y. Liu and Y. Zhou, “Reflections on China’s food security and land use policy under rapid urbanization,” Land use policy, vol. 109, no. August, p. 105699, 2021, doi: 10.1016/j.landusepol.2021.105699.

F. M. Mwambo, C. Fürst, B. K. Nyarko, C. Borgemeister, and C. Martius, “Maize production and environmental costs: Resource evaluation and strategic land use planning for food security in northern Ghana by means of coupled energy and data envelopment analysis,” Land use policy, vol. 95, no. April 2018, p. 104490, 2020, doi: 10.1016/j.landusepol.2020.104490.

T. A. Masron, Y. Subramaniam, and T. Subramaniam, “Institutional Quality and Food Security,” Singapore Econ. Rev., 2020, doi: 10.1142/S0217590820500046.

Khofifah, “Ketahanan Pangan Jatim Mampu Topang 15 Provinsi,” Kanalsatu, Nov. 2019. https://kanalsatu.com/id/post/54003/gubernur-khofifah---ketahanan-pangan-jatim-mampu-topang-15-provinsi

M. Kuiper, L. Shutes, H. van Meijl, D. Oudendag, and A. Tabeau, “Labor supply assumptions - A missing link in food security projections,” Glob. Food Sec., vol. 25, no. February 2019, p. 100328, 2020, doi: 10.1016/j.gfs.2019.100328.

A. Faizal, “Setiap Tahun, 1.950 Hektare Lahan Pertanian Jatim Disulap Jadi Kantor dan Perumahan,” Kompas.com, Nov. 2018. [Online]. Available: https://regional.kompas.com/read/2018/11/05/18494571/setiap-tahun-1950-hektare-lahan-pertanian-jatim-disulap-jadi-kantor-dan-perumahan

Universitas Sebelas Maret, “Darurat Kelembagaan Pangan di Indonesia,” UNS Berkarya, 2016. https://uns.ac.id/id/uns-berkarya/darurat-kelembagaan-pangan-di-indonesia.html

Nurhemi, S. R. . Soekro, and G. S. R., “Pemetaan Ketahanan Pangan di Indonesia: Pendekatan TPF dan Indeks Ketahanan Pangan,” Tech. Rep., pp. 1–55, 2014.

A. B. Hastuti, E. Utami, and E. T. Luthfi, “Implementasi Metode Fuzzy C-Means Dan Topsis Dalam Membangun Sistem Pendukung Keputusan ( Studi Kasus : Penentuan Jurusan Di Sma Negeri 1 Wonosari ),” J. Dasi, vol. 14, no. 2, pp. 9–15, 2018, [Online]. Available: https://ojs.amikom.ac.id/index.php/dasi/article/view/156/142

B. A. Pimentel and R. M. C. R. de Souza, “A Generalized Multivariate Approach for Possibilistic Fuzzy C-Means Clustering,” Int. J. Uncertainty, Fuzziness Knowledge-Based Syst., vol. 26, no. 06, pp. 893–916, 2018, doi: https://doi.org/10.1142/S021848851850040X.

S. R. Kumaran, M. S. Othman, and L. M. Yusuf, “Estimation of missing values using optimized hybrid fuzzy c-means and majority vote for microarray data.,” Technol. Commun., vol. 4, no. 4, pp. 459–482, 2020.

C. Srisawat and J. Payakpate, “Comparison Of Mcdm Methods For Intercrop Selection In Rubber Plantations,” J. Inf. Commun. Technol., vol. 1, no. 1, pp. 165–182, 2016.

R. Bhattacharya, R. D. Raut, B. B. Gardas, and S. S. Kamble, “Sustainable partner selection: an integrated AHP-TOPSIS approach,” Int. J. Oper. Res., vol. 39, no. 2, 2020.

V. T. P. Swindiarto, R. Sarno, and D. C. R. Novitasari, “Integration of Fuzzy C-Means Clustering and TOPSIS (FCM-TOPSIS) with Silhouette Analysis for Multi Criteria Parameter Data,” in Proceedings - 2018 International Seminar on Application for Technology of Information and Communication: Creative Technology for Human Life, iSemantic 2018, 2018, pp. 463–468. doi: 10.1109/ISEMANTIC.2018.8549844.

R. Rusdi, “Kombinasi Fuzzy C-Means dan TOPSIS untuk Pemilihan Beasiswa Peningkatan Prestasi Akademik (PPA) di Universitas Sriwijaya,” Thesis, Jurusan Teknik Informatika, Fakultas Ilmu Komputer, Universitas Sriwijaya, 2019.

C. Bai, D. Dhavale, and J. Sarkis, “Integrating Fuzzy C-Means and TOPSIS for performance evaluation: An application and comparative analysis,” Expert Syst. Appl., vol. 41, no. 9, pp. 4186–4196, 2014, doi: 10.1016/j.eswa.2013.12.037.

N. Puspitasari, R. Rosmasari, and S. Stefanie, “Penentuan Prioritas Perbaikan Jalan Menggunakan Fuzzy C-Means : Studi Kasus Perbaikan Jalan Di Kota Samarinda,” J. Teknol. dan Sist. Komput., vol. 5, no. 1, p. 7, 2017, doi: 10.14710/jtsiskom.5.1.2017.7-14.

D. R. Sari, A. P. Windarto, D. Hartama, and S. Solikhun, “Decision Support System for Thesis Graduation Recommendation Using AHP-TOPSIS Method,” J. Teknol. dan Sist. Komput., vol. 6, no. 1, pp. 1–6, 2018, doi: 10.14710/jtsiskom.6.1.2018.1-6.

S. Hidayat, R. Rismayati, M. Tajuddin, and N. L. P. Merawati, “Segmentation of university customers loyalty based on RFM analysis using fuzzy c-means clustering,” J. Teknol. dan Sist. Komput., vol. 8, no. 2, pp. 133–139, 2020, doi: 10.14710/jtsiskom.8.2.2020.133-139.

D. S. Zaenab, Y. Farida, D. C. R. Novitasari, A. Lubab, and D. Yuliati, “The Implementation of Multi Criteria Decision Making (MCDM) for the Evaluation of Sustainable Regional Development in East Java by Using the Fuzzy C-Means Method and Technique for Order Preference By Similarity To Ideal Solution (TOPSIS),” in Proceedings of the Built Environment, Science and Technology International Conference (BEST ICON 2018), 2018, pp. 281–288. doi: 10.5220/0008906402810288.

R. S. Sucharitha and S. Lee, “Application of clustering analysis for investigation of food accessibility,” Procedia Manuf., vol. 39, no. 2019, pp. 1809–1816, 2019, doi: 10.1016/j.promfg.2020.01.258.

E. D. Anggita, A. Hoyyi, and A. Rusgiyono, “Analisis Structural Equation Modelling Pendekatan Partial Least Square Dan Pengelompokan Dengan Finite Mixture Pls (Fimix-Pls) (Studi Kasus: Kemiskinan Rumah Tangga Di Indonesia 2017),” J. Gaussian, vol. 8, no. 1, pp. 35–45, 2019, doi: 10.14710/j.gauss.v8i1.26620.

J. C. Doelman, E. Stehfest, A. Tabeau, and H. van Meijl, “Making the Paris agreement climate targets consistent with food security objectives,” Glob. Food Sec., vol. 23, no. April, pp. 93–103, 2019, doi: 10.1016/j.gfs.2019.04.003.

Badan Ketahanan Pangan Kementerian Pertanian, “Indeks Ketahanan Pangan Indonesia 2019,” IKP, 2019. https://geo.mapid.io/lite/5f637673b0a2990f028c2690/5f697d3585537532def6eefb/view

M. Ren, Z. Wang, and G. Yang, “A Self-Adaptive Weighted Fuzzy c-Means for Mixed-Type Data,” Int. J. Comput. Intell. Appl., vol. 19, no. 04, 2020, doi: https://doi.org/10.1142/S1469026820500303.

K. L. Vanisri, B. S. M. Gargi, K. Deepika, and J. N. Rao, “A Modern Optimized Fuzzy C-Means Clustering Using Machine Learning For Data Clustering,” Int. J. Adv. Sci. Technol., vol. 29, no. 5, pp. 9417–9428, 2020.

K. V. Rajkumar, A. Yesubabu, and K. Subrahmanyam, “Fuzzy clustering and Fuzzy C-Means partition cluster analysis and validation studies on a subset of CiteScore dataset,” Int. J. Electr. Comput. Eng., vol. 9, no. 4, pp. 2760–2770, 2019, doi: 10.11591/ijece.v9i4.pp2760-2770.

J. Li, Y. Horiguchi, and T. Sawaragi, “Cluster Size-Constrained Fuzzy C-Means with Density Center Searching,” Int. J. Fuzzy Log. Intell. Syst., vol. 20, no. 4, pp. 346–357, 2020, doi: 10.5391/IJFIS.2020.20.4.346.

W. Gunawan, A. Zainal Arifin, U. Rosidin, and N. Kadaritna, “Spatial Condition in Intuitionistic Fuzzy C-Means Clustering for Segmentation of Teeth in Dental Panoramic Radiographs,” IJCCS (Indonesian J. Comput. Cybern. Syst., vol. 13, no. 4, p. 369, 2019, doi: 10.22146/ijccs.48699.

V. Balioti, C. Tzimopoulos, and C. Evangelides, “Multi-Criteria Decision Making Using TOPSISS Method Under Fuzzy Environment. Application in Spillway Selection,” Proceedings, vol. 2, no. 637, pp. 1–8, 2018.

S. A. Chandra, E. Winarko, and S. Priyanta, “Adwords Keyword Set Selection Decision Support System Using AHP and TOPSIS Method,” IJCCS (Indonesian J. Comput. Cybern. Syst., vol. 14, no. 2, p. 135, 2020, doi: 10.22146/ijccs.50731.

J. Rosenfeld and Y. De Smet, “An extension of PROMETHEE to hierarchical multicriteria clustering,” Int. J. Multicriteria Decis. Mak., vol. 8, no. 2, 2020.

N. Syuryadi, D. Martianto, and D. Sukandar, “Pengembangan Metode Evaluasi Komitmen Ketahanan Pangan Dan Gizi Pemerintah Daerah Provinsi Di Indonesia,” Amerta Nutr., vol. 4, no. 2, p. 140, 2020, doi: 10.20473/amnt.v4i2.2020.140-146.



DOI: https://doi.org/10.22146/ijccs.82297

Article Metrics

Abstract views : 561 | views : 382

Refbacks

  • There are currently no refbacks.




Copyright (c) 2023 IJCCS (Indonesian Journal of Computing and Cybernetics Systems)

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.



Copyright of :
IJCCS (Indonesian Journal of Computing and Cybernetics Systems)
ISSN 1978-1520 (print); ISSN 2460-7258 (online)
is a scientific journal the results of Computing
and Cybernetics Systems
A publication of IndoCEISS.
Gedung S1 Ruang 416 FMIPA UGM, Sekip Utara, Yogyakarta 55281
Fax: +62274 555133
email:ijccs.mipa@ugm.ac.id | http://jurnal.ugm.ac.id/ijccs



View My Stats1
View My Stats2