PROSIDING Judul Makalah (Artikel) : Hybrid of Particle

(1)

LEMBAR

HASIL PENILAIAN SEJAWAT SEBIDANG ATAU PEER REVIEW KARYA ILMIAH : PROSIDING

Judul Makalah (Artikel) : Hybrid of Particle Swarm and Levenberg Marquardt Optimization in Neural Network Model for Rainfall Prediction

Jumlah Penulis : 3 Orang Penulis ke : 3

Nama Penulis : Budi Warsito, Rukun Santoso, Hasbi Yasin

Identitas Makalah

a. Nama Prosiding : Journal of Physics: Conference Series

b. Nomor ISSN : 1742-6596

c. Volume, No, Bulan, Tahun : Vol. 1351 Conference 1, November 2019

d. Penerbit : IOP Publishing

e. DOI artikel (jika ada) : https://doi.org/10.1088/1742-6596/1351/1/012089 f. Alamat web : https://iopscience.iop.org/article/10.1088/1742-

6596/1351/1/012089

g. Indexing : Scopus

Kategori Publikasi Makalah : Prosiding Internasional Terindeks Scopus (beri pada kategori yang tepat) Prosiding Internasional

Prosiding Nasional Hasil Penilaian Peer Review :

Komponen Yang Dinilai

Nilai Reviewer

Nilai Rata-rata Reviewer I Reviewer II

a. Kelengkapan unsur isi buku (10%) 2,5 2,5 2,50

b. Ruang lingkup dan kedalaman pembahasan (30%)

7,75 8 7,88

c. Kecukupan dan kemutahiran data/informasi dan metodologi (30%)

8,0 8 8,00

d. Kelengkapan unsur dan kualitas penerbit (30%)

8,5 8 8,25

Total = (100%) 26,75 26,5 26,63

Semarang, 16 Juni 2020 Reviewer 2

Dr. Rukun Santoso, M.Si.

NIP. 19650225 199201 1 001 Unit kerja :

Departemen Statistika Undip

Reviewer 1

Prof. Drs. Mustafid, M.Eng., Ph.D.

NIP. 19550528 198003 1 002 Unit kerja :

Departemen Statistika Undip



(2)

Identitas Makalah a. Nama Prosiding b. Nomor ISSN

c. Volume, No, Bulan, Tahun d. Penerbit

e. DOI artikel (ika ada)

f.

Alamat web

g. Indexing

Kategori Publikasi

Makalah

^:

(beri /pada _kategoriyang tepat)

Journal of Physics: Conference ^Series 1742-6596

Vol. ¹³⁵I Conference 1, November 2Al9 IOP Publishing

htlps:/idoi.orgi I 0.I 088/ I 742-6596/ 135 li l/012089

https : //iopsc ience.iop.ors/arti cl e/ 1 0. I 08 81 1 742- 65961t35111fi12089

Scopus

f4

Prosidinglntemasional Terindeks Scopus

| |

^Prosidinglnternasional

7

ProsictiLrg Nasional Hasil Penilaian Peer Review :

Komponen Yang Dinilai

Nilai Maksimal Prosiding

:

₃₀

Nilai Akhir

Yang Diperoleh fnternasional

Terindeks ScoDus

Internasional Nasional

a.

Kelengkapan unsur isi buku

fi0%l ^J

)\

b.

Ruang lingkup dan kedalaman

pembahasan $0%\ ⁹

7,75

c.

Kecukupan dan kemutahiran datalinformasi dan metodologi

(30!%\

9

8,0

d. Kelengkapan unsur dan

kualitas ^penerbit(30%\ ⁹

8.5

Total

:

_(100%) ₃₀ ^26,75

Kontribusi Pengusul (PenulisAnggota) = 40"/"x26,7512 = 5,35

Komentar Peer Review:

a.

Kelengkapan dan kesesuaian unsur: Baik, sesuai dengan sistematika artikel ilmiah ^hasilpenelitian. Artikel ditulis dengan Bahasa Inggris cukup baik. Kelengkapan unsur hanya fokus pada metode dan hasil penelitian.

b.

^Ruang^lingkup^dankedalaman pembahasan: Baik, materi artikel

berhubungan dengan teori statistika. Kedalaman

pembahasan

Prof. Drs. Mustafid, M.Eng., Ph.D.

kurang,penulisan teori dan metodologi secara scientific

kurang.

NIP. 19550528 198003 1 002

c.

^Kecukupan^dankemutahiran datalinformasi dan metodologi: Baik, hasil penelitian berhubungan dengn penerapan teori statistika. Artikel

menggunakan 9 rujukan, dengan 4 rujukan lebih dari 10

tahun

Unit kerja:

terakhir. Departemen Statistika Undip

d.

Kelengkapan unsur dan kualitas penerbit: Artikel disampaikan

pada

^JabatanFungsional:

o'Universitas Riau Intemational Conference on Science

and

Guru Besar Environment (TRICSE-2019) * tahun 2019 dipublikasikan pada IOP

tahun 2019, terindeks

di

^SCOPUS^nilai^SJR²⁰¹⁸= 0,22, quartile ranking _Q3.Kualitas terbitan baik.

e.

^IndikasiPlagiasi: Tidak ada.

f.

Kesesuaian bidang ihnu: Statistika.

Semarang, Reviewer ¹

(-t

I

Tnlmln

(3)

LEMBAR

HASIL PENILAIAN SEJAWAT SEBIDANG ATAU PEER REVIEW KARYA ILMIAH : PROSIDING

Judul Makalah (Artikel) : Hybrid of Particle Swarm and Levenberg Marquardt Optimization in Neural Network Model for Rainfall Prediction

Jumlah Penulis : 3 Orang Penulis ke : 3

Nama Penulis : Budi Warsito, Rukun Santoso, Hasbi Yasin

Identitas Makalah

a. Nama Prosiding : Journal of Physics: Conference Series

b. Nomor ISSN : 1742-6596

c. Volume, No, Bulan, Tahun : Vol. 1351 Conference 1, November 2019

d. Penerbit : IOP Publishing

e. DOI artikel (jika ada) : https://doi.org/10.1088/1742-6596/1351/1/012089 f. Alamat web : https://iopscience.iop.org/article/10.1088/1742-

6596/1351/1/012089

g. Indexing : Scopus

Kategori Publikasi Makalah : Prosiding Internasional Terindeks Scopus (beri pada kategori yang tepat) Prosiding Internasional

Prosiding Nasional Hasil Penilaian Peer Review :

Komponen Yang Dinilai

Nilai Maksimal Prosiding = 30

Nilai Akhir Yang Diperoleh Internasional

Terindeks

Scopus Internasional Nasional a. Kelengkapan unsur isi buku

(10%) 3 2,5

b. Ruang lingkup dan kedalaman

pembahasan (30%) 9 8

c. Kecukupan dan kemutahiran data/informasi dan metodologi (30%)

9 8

d. Kelengkapan unsur dan

kualitas penerbit (30%) 9 8

Total = (100%) 30 26,5

Kontribusi Pengusul

(Penulis Anggota) (40%×26,5)/2=5,3

Komentar Peer Review:

a. Kelengkapan dan kesesuaian unsur:

Baik, tidak ada kata kunci

b. Ruang lingkup dan kedalaman pembahasan:

Cukup baik, penerapan metode pada data sekunder, hanya pada kawasan yang sempit

c. Kecukupan dan kemutahiran data/informasi dan metodologi:

Cukup baik, persamaan tidak ditulis dengan mathtype tetapi gambar d. Kelengkapan unsur dan kualitas penerbit:

Cukup baik e. Indikasi Plagiasi:

Tidak ditemukan

f. Kesesuaian bidang ilmu:

Sesuai, model matematika/statistika

Semarang, Reviewer 2

Dr. Rukun Santoso, M.Si.

NIP. 19650225 199201 1 001

Unit kerja:

Departemen Statistika Undip Jabatan Fungsional:

Lektor Kepala



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Page 1 of 3 https://www.scopus.com/record/display.uri?eid=2-s2.0-8507828792…s&sl=18&s=AU-ID%2854915555400%29&relpos=1&citeCnt=0&searchTerm=

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Hybrid of Particle Swarm and Levenberg Marquardt Optimization in Neural Network Model for Rainfall Prediction (Conference Paper) (Open Access)

, ,

Department of Statistics, Faculty of Science and Mathematics, Diponegoro University, Semarang, Indonesia Magister Program of Information System, School of Postgraduate Studies, Diponegoro University, Semarang, Indonesia

Abstract

Neural network model has undergone many modifications from the original model through the development of network architecture and optimization methods. By default, the gradient-based optimization method is a method used to find network weights. But some of the weaknesses and limitations of these methods inspired many researchers to try to use other methods. Non-gradient based heuristic method is a reasonable choice considering the learning algorithm in artificial neural networks is inspired by the characteristics of creatures so that optimization methods that also mimic life patterns in nature will be appropriate. One disadvantage of the heurisic method is the length of the iteration process. In this paper, a method which combines heuristic optimization methods and gradient- based methods is applied, namely particle swarm optimization (PSO) and Levenberg Marquardt. The weight obtained from the PSO method becomes the initial weight for the Levenberg Marquardt method. The proposed procedure is applied to the rainfall data in Cokrotulung Klaten. The results showed that this procedure succeeded in providing better predictions than the Levenberg Marquardt method. © Published under licence by IOP Publishing Ltd.

SciVal Topic Prominence

Topic:

Prominence percentile: 96.326

Indexed keywords

Engineering controlled terms:

Iterative methods Network architecture Neural networks Particle swarm optimization (PSO) Rain

Engineering uncontrolled terms

Gradient-based method Gradient-based optimization method Heuristic optimization method Levenberg Marquardt optimizations Levenberg-Marquardt Levenberg-Marquardt method Neural network model Rainfall prediction

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Journal of Physics: Conference Series

Volume 1351, Issue 1, 18 December 2019, Article number 012089

Universitas Riau International Conference on Science and Environment 2019, URICSE 2019;

Grand Suka HotelPekanbaru; Indonesia; 10 September 2019 through ; Code 156693

Warsito, B.â,b & Santoso, R.â Yasin, H.â ) Save all to author list

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URICSE

Journal of Physics: Conference Series 1351 (2019) 011001

IOP Publishing doi:10.1088/1742-6596/1351/1/011001

1

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Preface

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URICSE

1

PREFACE

On behalf of the Committee, I would like to thank you for your participation in the Universitas Riau International Conference on Science and Environment 2019 (URICSE- 2019) which has been held at the Grand Suka Hotel Pekanbaru, RIAU, Indonesia, September 10, 2019. This URICSE-2019 is organized by the Institute of Research and Community Services Universitas Riau. The main purpose of these conferences is the dissemination of the best research results from academics, researchers, professors, practitioners, observers, and students in both Science and Environment research. This conference is expected to become a forum to discuss strategic issues in related fields. The conference is expected to build cooperation between academics, researchers and institutions at both national and international levels. I would like to express my sincere appreciation to all the participants, supporting organizations and all the committee members who have made URICSE-2019 successful.

With these strong supports, we are sure URICSE-2019 will be beneficial to all the participants, and you enjoy in Pekanbaru, Riau the homeland of Melayu.

We are looking forward to meeting you in the next URICSE-2020. Thank you

Nur Islami, Ph.D Chair of the Conference

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Organizing Committee

(15)

URICSE

1

Organizing Committee

Patron

Prof. Dr. Ir. Aras Mulyadi, DEA General Advisor

Prof. Dr. M. Nur Mustafa, M.Pd Prof. Dr. Sujianto, M.Si

Prof. Dr. Iwantono, M.Phil Prof. Dr. Syaiful Bahri, M.Sc Event Advisor

Prof. Dr. Almasdi Syahza, SE., MP

Conference Chair Dr. Nur Islami Secretary Dr. Roza Linda Treasurer

Briliant Asmit, SP., MSM Secretariat

Dr. Neni Hermita Proceeding

Dr. Fitmawati, M. Si Hospitality

Dr. Dahnil Syah

Event and Documentary Dr. Novitri

Dr. Muhammad Syafii Alfuzanni, SE

Reviewer Coordinator Dr. Evelyn

(16)

Editors

(17)

URICSE

1

Editors

Prof. Dr. Saktioto

Department of Physics, Universitas Riau, Indonesia

Jl. HR. Soebrantas, Universitas Riau, Pekanbaru, 28293, Indonesia [email protected]

Prof. Dr. Titania Tjandrawati Nugroho,

Department of Chemistry, Universitas Riau, Indonesia

Assc. Prof. Dr. Samsudin Taib,

Geology Department, University of Malaya, Malaysia

Jalan Universiti, 50603 Kuala Lumpur, Wilayah Persekutuan Kuala Lumpur, Malaysia [email protected]

Dr Evelyn

Chemical Engineering, Universitas Riau, Indonesia

Dr. Roza Linda

Chemistry Education, Universitas Riau, Indonesia

Dr. Fitmawati

Biology Department, Universitas Riau, Indonesia

Dr. Neni Hermita

FKIP, Universitas Riau, Indonesia

Dr. Novitri

Dr. Dahnilsyah

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View all abstracts

Preface

Papers

2019

Previous issue Next issue

Universitas Riau International Conference on Science and Environment (URICSE-2019) 10 September 2019, Grand Suka Hotel, Pekanbaru, Indonesia

Accepted papers received: 26 September 2019 Published online: 18 December 2019

 

011001 OPEN ACCESS

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Organizing Committee

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Peer review statement

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Suliyanah, N Suprapto, H Mubarok, A S Adam and T Sunarti View article PDF

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Pre-Service Physics Teachers' Experiences of Being Member of Photo Voice Project

T Sunarti, H Mubarok, Suliyanah, A S Adam and N Suprapto View article PDF

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Essential Factors Influencing Preparation of Physics Laboratory in New Curriculum:

Photo Voice Study

N Suprapto, Suliyanah, T Sunarti, A S Adam and H Mubarok View article PDF

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Designing Prototype Learning Media for Circular Motion Uniform Based on Arduino Uno Microcontroller

Azizahwati Azizahwati, Hendar Sudrajat, Fahrun Hidayat and Muhammad Ridho View article PDF

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Development of Microcontroller-Based Straight Motion Experiment Devices

Elyana, Azizahwati, Nur Islami and M. Rahmad View article PDF View abstract

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(28)

Improving Mathematical Communication Skills of SMP Students Through Contextual Learning

N M Hutapea, S Saragih and Sakur

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Language and Ecology in Ecolinguistics Perspective : A Case Study on Tunjuk Ajar Language in Riau, Indonesia

Jismulatif and Dahnilsyah

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The Development of Learning Module Environmentally Friendly Technologies Based Creative the Problem Solving

Fenny Suhartiwi, Nur Islami, Fakhruddin and Yennita View article PDF View abstract

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Identifying Students' Scientific Communication Skills on Vertebrata Organs

M Alpusari, E A Mulyani, Z H Putra, A Widyanthi and N Hermita View article PDF

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Ecological Knowledge of Elementary School Students Through the Use of Ecoliteracy Teaching Materials in Curriculum 2013

E Noviana, O Kurniaman, N Salwa, N Hermita, N Afendi, Z Zufriady, Munjiatun and M Misliati View article PDF

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A Study of Prospective Primary School Teachers' Alternatif Conception in Heat and Temperature

N Hermita, M Alpusari, E Noviana, O Kurniaman, A Widyanthi and A Suhandi View article PDF

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(29)

Critical Thinking Skills of Fifth Grade Elementary School Students in Bandung City on the Topic of Water Cycle in Natural Science Subjects

E Syaodih, L Kurniawati, H Handayani, D Setiawan, I Suhendra and N Hermita View article PDF

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RADEC: An Alternative Learning Of Higher Order Thinking Skills (HOTs) Students Of Elementary School on Water Cycle

H Handayani, W Sopandi, E Syaodih, I Suhendra and N Hermita View article PDF

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Improving Science Learning Outcomes of Elementary Students by Using Interactive Multimedia on Human Order Materials

M Qistina, N Hermita, M Alpusari, E Noviana, Z Antosa, G Witri, M. Munjiatun and A Indarni View article PDF

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Improvement of Elementary School Critical Thinking Skills Through the POE Learning Model (Predict-Observe-Explain) on Natural Resource Material

N Hermita, R Dewi, M Alpusari, E Noviana, O Kurniaman, Z Antosa, I K Sari, E A Mulyani, E Elvina and E D Putra

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Mixed Reality Application as a Learning System of Motion Systems using Pyramid Hologram Technology

IA Gafur, Zulfarina and Yustina

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Evolutionary Study of Binary Star Beta Lyr

Singgih Prana Putra and Aprilia

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Development of Video with Discovery Learning Models as a Reference for Teachers in Implementation Curriculum 2013

S Salam, Y Roza, Maimunah and S N Siregar View article PDF View abstract

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Impact of the Feeding With the Black Soldier Fly (Hermetia Illucens) on Egg Physical Quality, Egg Chemical Quality and Lipid Metabolism of Laying Hens

Andri Cahya Irawan, Dewi Apri Astuti, I Wayan Teguh Wibawan and Widya Hermana View article PDF

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Simulation Effect of Crack Depth and Crack Location on Cylindrical Pressure Vessel

Dodik Kusmartono and Gesang Nugroho

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Vibration Analysis For Reducing Excessive Vibration Level on Gas Turbine Generator (GTG) 100 MW in Cogeneration Power Plant

Matsaid Budi Reksono and I Made Miasa

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Improving Mathematic Students' Learning Process and Achievement Through Discovery Learning Model at MAN 2 Model Pekanbaru

H Humairah, T Solfitri, Armis and D Permana View article PDF View abstract

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Application Seasonal Autoregressive Integrated Moving Average to Forecast the Number of East Kalimantan Hotspots

S Wahyuningsih, R Goejantoro, M Siringoringo, A R Saputra and S Aminah View article PDF

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Identification of Adverse Event Patterns in Loperamide Using FP-Growth Algorithm

Alwis Nazir, Herlina, Yusra, Siska Kurnia Gusti and Roza Linda View article PDF

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On the character table of non-split extension 2 .S

Faryad Ali

6 8

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Environment

Antibacterial Potential of Chitosan Extracted from Rama Shrimp (Thalassina Anomala) Carapace

Tjipto Leksono, S Mus and Z Annisa

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Hybrid of Particle Swarm and Levenberg Marquardt Optimization in Neural Network Model for Rainfall Prediction

Budi Warsito, Rukun Santoso and Hasbi Yasin View article PDF View abstract

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The Influence Surface Modification of CNT Using Surfactant to Formation of Composite

Desi Heltina, Adel Fisli, Praswasti PDK Wulan and Slamet View article PDF View abstract

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Increasing the Comfortable Feel for Pregnant Women Through the Endorphin Massage

Rista Hartati, Ary Oktora Sri Rahayu, Fajar Sari Tanberika and Annisa Permata Islami View article PDF

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The Direction Concept of Leading Tourism Development of Amay Jayapura Beach Based on the Community Aspirations Results

Boby Rahman

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Identification of Subsurface Water Flow Using Gradient Horizontal Gravity Data in Tanjung Priok and Koja, North Jakarta

Gita Puspa Ayu, M. Syamsu Rosid and Fajar Bahari Kusuma View article PDF

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Application of Geoelectrical Resistivity Methods for Mapping of Seawater Intrusion

Nurul Azizah, Nadya Hari Pratiwi, Annisa Permata Islami and Nur Islami View article PDF

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(32)

The Effect of Sun Light Intensity on the Growth of Azolla Nicrophylla and its Symbiont Anabeana Azollae in Brackish Water

Irwan Effendi, Aditya Pranata and Feliatra

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Growth and Pepper Yields (Capsicum annuum L.) by Giving a Formulation of Biological Fertilizer of Cellulolytic Bacteria Based on Organic Liquid Waste

Hapsoh, I R Dini, D Salbiah and dan Kusmiati View article PDF View abstract

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Effects of Chronic Exposure to Particulate Air Pollution on Cardiovascular System: An Experimental Study Using Mice Models

A K Fauzie and G V Venkataramana

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The Impact of Making Canal Blocking on Growth Red Chili Plant Production (Capsicum Annuum L.)

Hapsoh, Wawan, I R Dini and B Okendri

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Potential Antibacterial Activity of Endophytic Fungi Penicillium sp. and Trichoderma sp.

Derived From Mangrove Ceriops Tagal (Perr.) C.B.Robb and Bruguiera sp

Yuli Haryani, Rahmiwati Hilma, Noviza Delfira, Tetty Martalinda, Fifi Puspita, Amelia Friska, Dita Juwita, Analdi Farniga and Fri Ardi

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Graphene Nanosheets (GNs) Addition on the Palm Oil Fuel Ash (POFA) Based Geopolymer with KOH Activator

Amun Amri, Yola Bertilsya Hendri, Zultiniar, Eri Malindo and M Mahbubur Rahman View article PDF

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(33)

Bioplastic Properties of Sago-PVA Starch with Glycerol and Sorbitol Plasticizers

SW Lusiana, D Putri, Ida Z Nurazizah and Bahruddin View article PDF View abstract

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Zeolite Na-P1 Derived from Palm Oil Mill Fly Ash: Synthesis and Characterization

V Davina, P S Utama, E Saputra and S Bahri View article PDF View abstract

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Effect of Time Fermentation and Saccharomyces Cerevisiae Concentration for Bioethanol Production from Empty Fruit Bunch

Josua Sugandi Siregar, Adrianto Ahmad and Said Zul Amraini View article PDF

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The Effects of Zn/Natural Zeolite Ratio and Adsorbent Calcination on H s Adsorption in Biogas on the Processing of Palm Oil Mill Effluent (Pome)

Freddy Manullang, Adrianto Ahmad and David Andrio

2

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The Perception of the Pekanbaru City Resident on Household Pesticides

Agus Sutikno, Aslim Rasyad, Bintal Amin and dan Radit Mahatma View article PDF

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Between Natural Tourism, the Booming of Laskar Pelangi Film, and the Image of

Environmental Damage: Measuring the Perception of Regional Tourist on Bangka Belitung Tourism

I Ibrahim, N Zukhri and R Rendy

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Climate Change: How is the Adaptation of Public Health Services? Case Studies in the City of Padang

Putri Nilam Sari, Defriman Djafri and Aria Gusti View article PDF View abstract

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Current Situation of Wastewater Treatment Plant for Sewage in Batam City

Yusra Aulia Sari and Mulia Pamadi