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PROGRAM BOOK 201 6 1zth International Conference on Mathematics, Statistics, and their Applications (lcMsA 201 6) 4 - 6 October 2016 Syiah Kuala University , lndonesia

"in c0rtjr:nctior to The 6th Annual lnternational Confersnce fihe 6th AIC) al Syiah Kuala Unrversity, Banda Aceh,"

{rmr-gr-I- i.r, r ... l(-hlSA 20 I b AIC-ICMSA 2016 Committees

Advisory Committees: prof. Dr. Ir. Samsul Rizal, M.Eng, syiah Kuala university - Dr. Hizir, Syiah Kuala University - Indonesia Prof. Dr. Ir. Hasanuddin, M'S', Syiah Kuala University - Indonesia

Organizing Committees Chairman: Dr. Syaifullah Muhammad, M. Eng Secretary: Dr. Nasrul Arahman, MT Vice Chairman: drh. Triva Murtina Lubis, MP Prof. Dr. Samadi, M. Sc Dr. Rini OKavia, M.Si Treasuier: Dr, Chenny Seftarita, SE, M' Si'

International Scientific Committeel prof.Dr. Herman Mawenkang, Universitas Sumatera Utara, Indonesia Prof.Dr. Dato'Rosihan Ali, Universiti Sains Malaysia, Malaysia prof.Dr. Anton Abdul Basah Kamil, Universiti sains Malaysia, Malaysia Dr. Hizir Sofyan, Syiah Kuala University, Indonesia Prof, Dr. Saib Suwilo, Universitas Sumatera Utara, Indonesia Dr. Tarmizi Usman, Syiah Kuala University, Indonesia Prof. Dr. Engku lvtuhammad Nazri Engku Abu Bakar, Universiti Utara Malaysia, Malaysia Dr. Suhaida binti Abdullah, Universiti Utara Malaysia, Malaysia Assoc.Prof.Dr. Putipong Bookkamana, chiang Mai University, Thailand Thailand Assoc.prof.Dr.suraponi Auwatanamongkol, frational Institute of Development Administration, Asst.Prof.Dr. Winai Bhodisuwan, Kasetsart University, Thailand Thailand Assoc.prof. praiboon Pantaragphong, King Mongkut institute of Technology Lakrabang,

Local Technical Program Committee (TPC): Dra. SalmawatY, M.Sc Dr. Said Munzir, S.Si., M.Eng.Sc. Dr. Muzailin, S.Si, M'Sc. Dr. Tarmizi, M.Sc Dr. Siti Rusdiana, M' Eng Dr. Taufik F. Abidin, M. Tech Dr. Saiful Mahdi, M. Sc. Dr. Zurnila Marli Kesuma, M. Si' Dr. Rahmah Johar, S.Pd.,M'Pd Drs. M. Ikhsan, M.Pd Prof. Dr. Marwan, M. Si. Taufiq Iskandar, M. Si' Ridha Ferdiana, M. Sc. Mahyus lhsan, M. Si. Muslim Amiren, M. Info Tech Hafnani, M. Si. Syarifah Meurah Yuni, M.Si Radhiah, M. Sc. Mahmudi M.Si. Nunung Mardatilla, S.T. Muhammad Chandra Gunawan, A.Md Devi FirmansYah, S' Si, Furqan Nur, S. Si.

Page 1 ot25 Editor: Dr. Salmawaty, M. Sc.

Reviewers: Dr. M. Shabri Abd. Majid, Syiah Kuala University, Indonesia Dr. Suhaida Abdullah, Univerisiti Utara Malaysia, Malaysia Dr. Taufik Abidin, Syiah Kuala University, Indonesia Ms. Hafnani Ahmad, Syiah Kuala University, Indonesia Mr. Saiful Amri, Syiah Kuala University, Indonesia Dr. Salmawaty Arif, Syiah Kuala University, Indonesia Dr. Fitri Arnia, Syiah Kuala Unlversity, Indonesia Prof. Hasmawati Basir, , Indonesia Prof. Edy Tri Baskoro, Bandung Institute of Technology, Indonesia Dr. Winai Bodhisuwan, Kasetsart University, Thailand Prof. Edi Cahyono, , Indonesia Dr. Yosza Dasril, Universiti Teknikal Malaysia Melaka, Malaysia Dr. Rianto Djojosugito, Society of Actuaries of Indonesia, Indonesia Dr. Engku Muhammad Nazri Engku Abu Bakar, Universiti Utara Malaysia, Malaysia Dr. GanFatt, of Singapore, Singapore Dr. Taufiq A. Gani, Syiah Kuala University, Indonesia Mr. Agah Garnadi, Institut Pertanian Bogor, Indonesia Dr. Muhammad Ikhsan, Syiah Kuala University, Indonesia Prof. Seok-Oh Jeong, Seoul National University, Korea Dr. Rahmah Johar, Syiah Kuala University, Indonesia Dr. Zurnila Marli Kesuma, Syiah Kuala University, Indonesia Dr. Tiffany Kolba, Valparaiso University, USA Dr. Wuryansari Kusumawinahyu, , Indonesia Dr. Son Kuswadi, Politeknik Elektronika Negeri Surabaya, Indonesia Dr. Saiful Mahdi, Syiah Kuala University, Indonesia Dr. Miftahuddin Miftahuddin, Syiah Kuala University, Indonesia Dr. Intan Muchtadi-Alamsyah, Institut Teknologi Bandung, Indonesia Dr. Said Munzir, Syiah Kuala University, Indonesia Dr. I Wayan Mustika, Universitas Gadjah Mada, Indonesia Dr. Nizamuddin Nizamuddin, Syiah Kuala University, Indonesia Dr. Endar Nugrahani, Bogor Institute of Agriculture, Indonesia Prof. Toto Nusantara, Universitas Negeri Malang, Indonesia Dr. Rini Oktavia, Syiah Kuala University, Indonesia Dr. Dedy Prastyo, Institut Teknologi Sepuluh Nopember, Indonesia Prof. Lara Pudwell, Valparaiso University, USA Dr. Purhadi Purhadi, sepuluh Nopember Institute of rechnology, Indonesia Dr. santi Purnami, sepuluh Nopember Institute of rechnology , Indonesia Prof. Dr. Marwan Ramli, Syiah Kuala University, Indonesia Prof. Dedi Rosadi, , Indonesia Dr. Rizky Rosjanuardi, Universitas pendidikan Indonesia, Indonesia Dr. Siti Rusdiana, Syiah Kuala University, Indonesia Dr. Masimin Sanmurja, Syiah Kuala University, Indonesia Dr. Hizir Sofyan, Syiah Kuala University, Indonesia Prof. Alejandra Sorto, Texas State University, USA Dr.Muhammad Subianto, Syiah Kuala University, Indonesia Dr. Novriana Sumarti, Institut Teknologi Bandung, Indonesia Prof. Agus Suryanto, Brawijaya University, Indonesia Dr. Intan Syahrini, Syiah Kuala University, Indonesia Prof. Tulus Tulus, University of North Sumatera, Indonesia Dr. Muksin Umar, Syiah Kuala University, Indonesia Prof. Alexander White, Texas State University, USA Prof. Basuki widodo, sepuluh Nopember Institute of rechnology, Indonesia Prof. Widowati Widowati, , Indonesia Dr. Zulhan, Bandung Institute of Technology, Indonesia

Page 2 of 25 CONTENTS

Page 1. AIC-ICMSA 2016 Committees 1 2. Contents 3 3. welcome speech from the Rector of syiah Kuara University 4 4. Welcome message from the Chairman 5 5. Welcome note from ICMSA 2016 TpC 6 6. Keynote and profile Invited Speakers 7 7. Technical program L2

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Page 3 of 25 x$ffi= I[e 6olnnual lnternational Gonleronce lflGt olsyiah !(uala Uniuercity in conjunction with fi*or"i Ihe 12fr Intelnational Gonlerence on ilathematics, Statstics anil I[eir {rmffiY Tir* lt* Ifl*{S} }6lri:

Main Secretariat: LPPM Unsyiah. Biro Lama KPA Unsyiah Lt. 2. Website : ntuw.aic.unsyiah.ac.id E-mail : [email protected],ac.id Welcome Speech from the Rector

Assalammualaikum Wa Rahmatullahi Wa Barakatuh,

In the Name of Allah, the Most Beneficent, the Most Merciful May the peace, the mercy, and the blessings of Allah be upon you.

Distinguished Participants, Ladies and Gentlemen,

On behalf of Syiah Kuala University, I would like to welcome all of you to The 6th Annual International Conference Syiah Kuala University in conjunction with The 12th International Conference on Mathematics, Statistics and Their Application (ICMSA), 2016. I sincerely hope this conference is inspiring and also the one to be anticipated in the next years to come. The organizing committee is committed to make this conference a success with its ready applications not only to the university but also to the government. No matter how much we can accomplish by ourselves, whether it be research or development, it is never sufficient in this world of knowledge. Therefore, the focal drive of this conference is to exchange ideas, and by participating in this exchange, it is hoped that all parties who may benefit from the conference can apply it in managing activities in their areas. It is pleasing to note that the agenda of this conference covers a wide range of interesting topics related to life sciences, sciences and engineering, social sciences, and special topics on mathematics and statistics sciences.

Last but not the least, my deepest gratitude goes to the Organizing Committee, institutions, and companies who have directly and indirectly suppofted the well-running of this seminar. The committee has organized a vibrant scientific program and is working hard to present highly respected and internationally notorious speakers to lead it. Although we try our finest to be professional, on behalf of the Rectorof Syiah Kuala University, please accept oursincere apologies should there be inconveniences that occur before, during, or after the event.

I wish you a very productive conference with exciting and encouraging discussions and exchange of knowledge so that together we can anticipate a future of groundbreaking sciences, technologies and education. May God bless us all with good health to make this event a successful and enjoyable one!

Thank you.

Prof. Dr. Ir. Samsul Rizal, M.Eng Rector of Syiah Kuala University

Page 4 ot 25 f,t*!**l rfiffi= rhe 6slnnual lntema$onal Gonference tllGl olsyiah l(uala uniuersity in conjunction with if,u$IL rhe l2u lnternati0na! Gonlerence on t[atfiomatics, statistiGs anil rheir {muffiT {#*}tt&tr Xlr*3".1 lnnlications tlGil$l TlM lleffiU5--*,;t116

Main Secretariat: LPPM Unsyiah. Biro Lama KpA Unsyiah Lt. 2. Webslte : urwv.r.aic.unsyiah.ac.id E-mail : ai.Oaic.unsyiah.ac.id

Message from the Chairman Assalammualaikum Wr. Wb.

Honorable Guests, Presenters, and participants,

As the Chairperson of the Organizing Committee, I take the privilege to warmly welcome our distinguished speakers and delegates who have come from all over Indonesia and overseas to our conference today. we are indeed honored to have you here with us.

The Annual International Conference (AIC) conference is a forum of information distribution, scientific discussion of literature, research, innovative and sustainable technology, industry product, etc. The AIC activity has been carried out regularly by Unsyiah since 2017'. This yeai, the university will host The 6th Annual International confeience lnfcy in conjunction with The 12th International Conference on Mathematics, Statistics and Their Application (ICMSA).

Furthermore, in this yearThe AIC program will also deliver an Innovation Expo and Industrial Forum event. With many research activities that are conducted today on the global extent, it is important to share them to promote integrity in research at an inteinational level. Accordingly, about 150 papers will be presented in this event, including those in the fields of Sciences and Engineering, Life Sciences, Social Sciences, and ICMSA topics. Therefore, to all participants, I would like to thank you for your valuable contributions to this conference.

I am also happy to inform that the committee is foftunate to have five keynote and invited speakers from Australia, Canada, Thailand, Malaysia and Indonesia, who have supported us from the very beginning with their capabilities to try and personally come and meet you all here at the conference. At this juncture, I would like to take the opportunity to thank everyone who has made this event happen. It is a great pleasure for me to be a part of the organizing committee to coordinate such a remarkable conference. It does not only function as a [latform to bring us who are academicians, researchers, students and others in sharing our research and experiences, but it also bridge us to further share ideas, concerns anl constructive examples that we gain from this conference to build our society.

Finally, I hope that all participants will have memorable moments through this conference. The weather in Banda Aceh at the moment is at its best, so we hope that fou enioy your stay in Banda Aceh.

Thank you. Sincerely,

Chairman of Committee Dr. Syaifullah Muhammad, M. Eng

Page 5 of 25 IreiI t Ihe 6nAnnual lnteruati0nal GontGlGncc tilGl 0l Syi0n fiuala Uniuorsity in conjunction with C*ortJ Ihe 12ti lntornational Gonlerence 0n IllatnGmatiGs, Statistics and IItGil drrufrT l:Exli-r.tt fr ltjil{ Stt&}-d Tl:* l}e lillt$i tilltir

Main Secretariat: LPPM Unsyiah. Biro Lama KPA Unsyiah Lt. 2. Website : www.aic.unsy!ah.ac.id E-mail : aicGaic,unsyiah.ac.rd

Welcome note from ICMSA 2016 TPC

Assalammualaikum Wa Rahmatullahi Wa Barakatuh,

Keynote and invited speakers, presenters, and participants of ICMSA 20L6,

It is a great pleasure to welcome you to the 12th International Conference on Mathematics, Statistics, and Their Applications. On behalf of the Head Department of Mathematics, Faculty of Mathematics and Natural Science of Syiah Kuala University, we would like to express our sincere gratitude for your participation and contribution to AIC Unsyiah -ICMSA 20t6. Without your participation and contribution, AIC Unsyiah-ICMSA 2016 will not be an event to exchange knowledge and research as we intended.

The 12th International Conference on Mathematics, Statistics and Their Applications (ICMSA) is a series of conferences initiated by the Indonesia-Malaysia-Thailand Growth Triangle (IMT- GT) formed in 1993 by the governments of Indonesia, Malaysia, and Thailand to accelerate economic development in the region. Since its first event in 2005, ICMSA has been held 11 times in various places in Indonesia, Malaysia, and Thailand. The 12th ICMSA conference is jointly hosted by the Depaftment of Mathematics and The Board of Research and Community Service of Syiah Kuala University in conjunction with The 6th Annual International Conference, a regular international conference hosted by Syiah Kuala University. The 12th ICMSA 2016 is also technically supported by IEEE Indonesia Section that supports the conference management and conference proceedings production. Some selected papers of ICMSA 2016 will be submitted to IEEE Xplore.

As many as 138 researchers in Mathematics, Statistics, Computer Science, Mathematics Education and Applied Mathematics and Statistics contributed as authors in ICMSA 2016. The presenters and participants come from several countries, including Malaysia, Thailand, Philippines, Iran, and Indonesia. We hope that all attendees of ICMSA 2016 will have a great experience not only in meeting with other scholars and discussing research but also in exploring Banda Aceh and the surrounding area and observing the unique culture of Aceh.

Welcome to Banda Aceh and have a great conference!

ICMSA 2016 TPC

Page 6 of 25 Ihe 6olnnual lntomational Gonlerencc lllGl oI$yiah l(uala Uniuctsity rcffi * in conjunction with ,{mffi xMIf,amii Ihe l2n lnternational Gonlerence on tllat[ematiGs, Statistics anil Ineil rtt$itBl**t*\Sx**L&XS*'t&x AnrlicaUons tlcltlslt Th* l?r t5tr{$* ir}t$

Main Secretariat: LPPM Unsyiah. Biro Lama KPA Unsyiah Lt. 2. Website : wwifl .aic.unsyiah.ac.id E-mail : [email protected] Conference Program

Time Room: Main Hall Tuesday, October 4, 2fJ16 O8:OO-O8:45 Ri Registration O8:45-O9:45 OP'. Opening Program Opening by MC & Pray : Izzan Nur Aslam, ST Singing the National Anthem of Indonesia (Indonesia Raya) Welcoming Remark by Conference Chair: Dr. Syaifullah Muhammad, ST, M.Eng Welcoming Remark by Rector of Syiah Kuala Univercity: Prof. Dr. Ir. Samsul Rizal, M'Eng Traditionat D;,naa parformance O9:3O-1O:15 CB: Coffee Break 1O:15-12:3O KS. Keynote Speeches

Keynote Speaker 7: Prof. Shaobin Wang (Cuftin University Bentley, Australia) Keynote Speaker 2: Prof. Peiqiang Yu (Univercity of Sakatchewan, Canada) Keynote Speaker 3: Prof. Edi Tri Baskoro (Institute Technology Bandung, ITB, Indonesia) Plaquatte Handover "'ofl',;z";:i:T. Ftr rar na* rtham Mzrttanz 12:3O-14:OO LB: Lunch Break and Praying Main Hall F-2-O1 VIP 14:OO-15:30 Mathematics 7 Statistics 7 Chair: Chairt Dr. Rini Oktavia, M. Si. Dr. Zurnila Marli Kesuma 15:3O-15:2O Break 15:2O-17:50 Statistics 2 Mathematics 2 Chair: Chair: Prof- Dedi Rosadi Dr. Said Munzir 17:50-19:3O Break 19:3O-22:OO GDt Official Gala Dinner and Darlarmina Aaah A*c Wednesday, October 5, 2(J16 O9:OO-1O:15 53: Sfatistl'cs 3 MEL. Mathemetics Chair: Education 7 Dr. Miftahuddin Chair: Fithriana A R. 1O:15-11:45 S4:, Statistics 4 M3: Mathematics 3 Chair: Chairt Munawar Muchyen, M. Sc. Ridha Ferdiana, M. Sc. 12:OO-14:OO Break 14:OO-15:3O CS-Mathematics and Mathematics & Computer Science Education Dr. Siti Rusdiana, M. Eng Dr. Intan Syahrini, M. si- 15:3O-15:15 ME31 Mathematics MEZI. Mathematics Education 3 Education 2 Dr. Rahmah lohar. M. Si, Radhiah- M- Si- 17:OO-18:OO CC= Closing Ceremony Thursday, October 6, 2016 O9:OO-16:OO PCT: Post Conference Tour

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