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OPTIMIZATION OF PARAMETERS IN MEWMV AND MEWMA CONTROL CHARTS FOR CLEAN WATER QUALITY CONTROL AT PP KRAKATAU TIRTA GRESIK

BAREKENG: Jurnal Ilmu Matematika dan Terapan · Vol. 20 No. 1 (2025) · hlm. 0729–0742

DOI
10.30598/barekengvol20iss1pp0729-0742
ISSN
2615-3017, 1978-7227
Terbit
2025-11-24
Penerbit
PATTIMURA UNIVERSITY
Bahasa
eng
Lisensi
creativecommons.org/licenses/by-sa/4.0

Abstrak

Water is a vital resource whose quality directly affects public health. In Gresik Regency, water treatment processes must be closely monitored, particularly during production. PT PP Krakatau Tirta, a key provider of clean water in the region, plays a strategic role in treating raw water from the heavily polluted Bengawan Solo River. Ensuring that the treated water consistently meets health standards is crucial, highlighting the need for an effective process. This study aims to evaluate the clean water production process and assess the process capability in maintaining the quality of water produced by PT PP Krakatau Tirta Gresik. Laboratory data on key parameters, including pH, dissolved iron, and total dissolved solids, were collected daily from November 25, 2022, to May 31, 2023. These mandatory indicators were analyzed using Multivariate Exponentially Weighted Moving Variance (MEWMV) and Moving Average (MEWMA) control charts to assess process performance. A key contribution of this research lies in optimizing smoothing parameters to enhance control chart performance. Sixteen combinations of (ω,λ) were tested for MEWMV, with the optimal configuration found at (λ = 0.4) and (ω = 0.4), indicating that process variability is statistically stable. For MEWMA, nine values of λ were evaluated, and the optimal weight (λ=0.9) was identified as optimal, yielding a stable process mean after removing two out-of-control points. PT PP Krakatau Tirta, which plays a strategic role in treating raw water from the polluted Bengawan Solo River, was selected as a case study to evaluate the effectiveness of advanced monitoring methods. The results indicate that its clean water production process is well-controlled and capable, with water quality consistently meeting health and safety standards.

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  • UIN Sunan Ampel Surabaya
  • Badan Pusat Statistik
  • Politeknik Elektronika Negeri Surabaya
  • Meteorological, Climatological, And Geophysical Agency
  • Universiti Teknologi MARA
  • Institut Agama Islam Negeri Kendari
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Tampilkan sebagai tabel
Rekan penulisOrganisasiArtikel bersama
Dian Candra Rini NovitasariUIN Sunan Ampel Surabaya7
Yuniar FaridaUIN Sunan Ampel Surabaya6
Wika Dianita UtamiUIN Sunan Ampel Surabaya5
Abdulloh HamidUIN Sunan Ampel Surabaya4
Putroue Keumala IntanUIN Sunan Ampel Surabaya3
Muhammad ImronUIN Sunan Ampel Surabaya2
Yahya Vigo Tri SaputraUIN Sunan Ampel Surabaya2
Syamil Waris Dien MuhammadUIN Sunan Ampel Surabaya2
Yanuwar ReinaldiUIN Sunan Ampel Surabaya2
Yayan Luthfi KhoirinaUIN Sunan Ampel Surabaya2
Unix Izyah ArfiantiUIN Sunan Ampel Surabaya1
Nanang WidodoAfiliasi tidak diketahui1
Halimatus Sa’dyahPoliteknik Elektronika Negeri Surabaya1
Nilna AlmumtazahUIN Sunan Ampel Surabaya1
Muhammad Sahrul KiromiUIN Sunan Ampel Surabaya1
Ilmiatul MardiyahUIN Sunan Ampel Surabaya1
Dewi SulistiyawatiBadan Pusat Statistik1
Diah Devi PramestiUIN Sunan Ampel Surabaya1
Fajar SetiawanMeteorological, Climatological, And Geophysical Agency1
Ida PurwantiUIN Sunan Ampel Surabaya1
Firman ArmunantoBadan Pusat Statistik1
Diva Ayu SNMUIN Sunan Ampel Surabaya1
Jauharotul InayahUIN Sunan Ampel Surabaya1
Eka Eliyana SUIN Sunan Ampel Surabaya1
Fadjar SuhaeriBadan Pusat Statistik1
Achmad Teguh WibowoUIN Sunan Ampel Surabaya1
Mayandah FarmitaUIN Sunan Ampel Surabaya1
Shafa Fitria Aqilah KhansaUIN Sunan Ampel Surabaya1
Shukor Sanim Mohd FauziUniversiti Teknologi MARA1
Maunah SetyawatiUIN Sunan Ampel Surabaya1
Jeneiro MaulanaAfiliasi tidak diketahui1
Achmad Fachril Yusuf AbabilUIN Sunan Ampel Surabaya1
Silvie Afifatuz ZulfahUIN Sunan Ampel Surabaya1
Abd. Rachman AssegafUIN Sunan Ampel Surabaya1
Ery Fuji RisnawatiUIN Sunan Ampel Surabaya1
Siti Aulia AisyahInstitut Agama Islam Negeri Kendari1

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Sumber metadata: OAI-PMH (metadata jurnal) https://ojs3.unpatti.ac.id/index.php/barekeng/oai, pertama di-harvest 5 Nov 2026, terakhir terlihat 8 Nov 2026.
Metadata asli (oai_dc)
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	<dc:title xml:lang="en-US">OPTIMIZATION OF PARAMETERS IN MEWMV AND MEWMA CONTROL CHARTS FOR CLEAN WATER QUALITY CONTROL AT PP KRAKATAU TIRTA GRESIK</dc:title>
	<dc:creator>Hafiyusholeh, Moh.</dc:creator>
	<dc:creator>Khaulasari, Hani</dc:creator>
	<dc:creator>Firmansyah, Fery</dc:creator>
	<dc:creator>Ulinnuha, Nurissaidah</dc:creator>
	<dc:description xml:lang="en-US">Water is a vital resource whose quality directly affects public health. In Gresik Regency, water treatment processes must be closely monitored, particularly during production. PT PP Krakatau Tirta, a key provider of clean water in the region, plays a strategic role in treating raw water from the heavily polluted Bengawan Solo River. Ensuring that the treated water consistently meets health standards is crucial, highlighting the need for an effective process. This study aims to evaluate the clean water production process and assess the process capability in maintaining the quality of water produced by PT PP Krakatau Tirta Gresik. Laboratory data on key parameters, including pH, dissolved iron, and total dissolved solids, were collected daily from November 25, 2022, to May 31, 2023. These mandatory indicators were analyzed using Multivariate Exponentially Weighted Moving Variance (MEWMV) and Moving Average (MEWMA) control charts to assess process performance. A key contribution of this research lies in optimizing smoothing parameters to enhance control chart performance. Sixteen combinations of (ω,λ) were tested for MEWMV, with the optimal configuration found at (λ = 0.4) and (ω = 0.4), indicating that process variability is statistically stable. For MEWMA, nine values of λ were evaluated, and the optimal weight (λ=0.9) was identified as optimal, yielding a stable process mean after removing two out-of-control points. &amp;nbsp;PT PP Krakatau Tirta, which plays a strategic role in treating raw water from the polluted Bengawan Solo River, was selected as a case study to evaluate the effectiveness of advanced monitoring methods. The results indicate that its clean water production process is well-controlled and capable, with water quality consistently meeting health and safety standards.</dc:description>
	<dc:publisher xml:lang="en-US">PATTIMURA UNIVERSITY</dc:publisher>
	<dc:date>2025-11-24</dc:date>
	<dc:type>info:eu-repo/semantics/article</dc:type>
	<dc:type>info:eu-repo/semantics/publishedVersion</dc:type>
	<dc:format>application/pdf</dc:format>
	<dc:identifier>https://ojs3.unpatti.ac.id/index.php/barekeng/article/view/18914</dc:identifier>
	<dc:identifier>10.30598/barekengvol20iss1pp0729-0742</dc:identifier>
	<dc:source xml:lang="en-US">BAREKENG: Jurnal Ilmu Matematika dan Terapan; Vol 20 No 1 (2026): BAREKENG: Journal of Mathematics and Its Application; 0729-0742</dc:source>
	<dc:source>2615-3017</dc:source>
	<dc:source>1978-7227</dc:source>
	<dc:source>10.30598/barekengvol20iss1year2026</dc:source>
	<dc:language>eng</dc:language>
	<dc:relation>https://ojs3.unpatti.ac.id/index.php/barekeng/article/view/18914/11772</dc:relation>
	<dc:rights xml:lang="en-US">Copyright (c) 2025 Moh. Hafiyusholeh, Hani Khaulasari, Fery Firmansyah, Nurissaidah Ulinnuha</dc:rights>
	<dc:rights xml:lang="en-US">http://creativecommons.org/licenses/by-sa/4.0</dc:rights>
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