Proceedings of the 2nd International Conference on Neural Networks and Machine Learning 2023 (ICNNML 2023)

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29 articles
Proceedings Article

Peer-Review Statements

Ika Hesti Agustin
All the articles in this proceedings volume have been presented at the Second International Conference on Neural Networks and Machine Learning 2022 during 7th-8th November 2023 in University of Jember, Indonesia. These articles have been peer reviewed by the members of the Scientific Committee and approved...
Proceedings Article

Control Design of HESS (Hybridization Energy Storage System) Based on Fuzzy Logic Control

Andika Widiarso, Azmi Saleh, Triwahju Hardianto
Renewable energy-based electricity generation may fluctuates frequently, resulting in unmet demand. Energy storage can be used to solve such problem though each kind of energy storage have their own weaknesses hence hybridization of more than one type energy storage system (ESS) was created. Hybridization...
Proceedings Article

Prioritization of Oro Kopi Gayo Company Performance Measurement Indicators Using the Extent Analysis Method on Fuzzy Analytical Hierarchy Process

Budi Irwansyah, Yenny Suzana, Najirah Umar, Yuliana Mose, Juhendrifansyah
This research aims to determine the prioritization of factors of green innovation in coffee company performance measurement indicators under uncertainty conditions. Using the extent analysis method on Fuzzy Analytical Hierarchy Process, this paper evaluates green technological innovation criteria, green...
Proceedings Article

Drug Sales Forecasting Using Single Exponential Smoothing (Case Study: NDM Pharmacy)

Muhammad ‘Ariful Furqon, Erik Razasyah Fahlefi, Nelly Oktavia Adiwijaya
NDM Pharmacy is a pharmaceutical retail establishment. A production production plan is vital to operational management, especially concerning inventory availability. Presently, NDM Pharmacy needs help accurately forecasting future inventory levels, particularly for three distinct categories of pharmaceuticals....
Proceedings Article

Computing VL Status Index of Composite Graphs

A. S. Maragadam, Suvarna, V. Lokesha, Nirupadi K., I. H. Agustin
In this study, we delve into the versatile application of the Neighborhood M-Polynomial (NM) in predicting a wide array of material characteristics. Our research investigates the capability of the neighborhood M-polynomial to discern neighborhood degree sum-based topological indices when analyzing synthetic...
Proceedings Article

Topological Aspects of Synthetic Polymers through NM Polynomials

Sushmitha Jain, A. S. Maragadam, V. Lokesha, Dafik
In this study, we delve into the versatile application of the Neighborhood M-Polynomial (NM) in predicting a wide array of material characteristics. Our research investigates the capability of the neighborhood M-polynomial to discern neighborhood degree sum-based topological indices when analyzing synthetic...
Proceedings Article

Reliability Testing of Single Channel Co-Occurrence Matrix Texture Feature Extraction for Avocado Leaf Classification

Dwiretno Istiyadi Swasono, Achmad Maududie, Niki Putri Hadi Pradani
There are quite a lot of superior types of avocado that are known to the public today. However, it isn't easy to differentiate one type from another based on the leaves. These can cause errors in variety selection, which can cause losses. Machine learning methods can help recognize avocado types...
Proceedings Article

Depression Early Warning System Based on Social Media Using Multinomial Naïve Bayes Algorithm

Achmad Maududie, Putri Armaini, Priza Pandunata
Community mental health is a serious challenge that must be encountered by a country. The results of the I-NAMHS (Indonesia-National Adolescent Mental Health Survey) show that one in three teenagers in Indonesia has mental health problems, while one in twenty teenagers in Indonesia has had a mental disorder...
Proceedings Article

A Technique for Tourism Visitor Feedback Collection Based on Google Maps Reviews Using Text-Mining

Achmad Maududie, Aula Fajrun Khalilurahman, Priza Pandunata
Jember Regency has enormous tourism potential which has the potential to be developed into a potential superior area. However, developing this potential is not easy considering that feedback on satisfaction with the services provided at tourist locations is also not easy to obtain. This research aims...
Proceedings Article

Analyzing the Level of Depression of Twitter Users Using Machine Learning

Putri Armaini, Achmad Maududie, Priza Pandunata
Depression is a psychological disorder characterized by changes in an individual's feelings, thoughts, and behaviors. According to the American Psychological Association (APA), those who regularly check their smartphones tend to experience higher levels of stress compared to individuals who spend...
Proceedings Article

Specialty Coffees Classification Utilizes Feature Selection and Machine Learning

Nelly Oktavia Adiwijaya, Riyanarto Sarno
An important factor that influences the price of coffee bean commodities is their quality. Specialty coffee beans are the quality of coffee beans with the highest price. Determining the quality of specialty coffee beans is determined through a long and complicated series of physical tests and cupping...
Proceedings Article

Enhancing Students’ Learning Outcomes Through Simulator Program: A Case Study of using Swansoft CNC Simulator Software in Vocational Education

Tri Ma’rufiati, Yuyun Estriyanto, Siswandari
This research aim to describe the student’s learning outcome enhancement on using Swansoft simulator software to explain non-conventional CNC technology topic in the vocational high schools. Skills for vocational students are absolutely mandatory. CNC become a complex topic to be learned as mechanical...
Proceedings Article

Graph Neural Networks in Intermittent Time-Series Forecasting

Mikhael Belmiro, Finny Oktariani
Forecasting in the presence of intermittence is a challenging task. Several classic statistical approaches such as ARIMA is not directly applicable to such problem due to the stationary assumption ARIMA has. Fortunately, several methods such as Croston and ADIDA were devised to handle forecasting in...
Proceedings Article

NMTCM Polynomial Analysis in the Study of Anticancer Drugs

A. S. Maragadam, Sushmitha Jain, V. Lokesha, Dafik, I. H. Agustin
Topological coindices serve as numerical descriptors that capture the structural intricacies of a molecular graph. These indices offer valuable insights into the spatial arrangement of atoms and bonds within a molecule, shedding light on its connectivity and overall structural relationships. In the context...
Proceedings Article

On b-Coloring of Some Graphs

A. Z. Magfiroh, Dafik, A. I. Kristiana, I. H. Agustin, I. N. Maylisa, I. L. Mursyidah
Let G = ( V , E ) be a graph with vertex set V and edge set E. A proper k ...
Proceedings Article

On Rainbow Antimagic Coloring of Graphs

M. I. N. Annadhifi, Dafik, A. I. Kristiana, E. Y. Kurniawati, R. Nisviasari, E. S. W. Jannah
Let G be a simple graph. For a bijective function f : V ( G ) → { 1 , 2 ...
Proceedings Article

A Class of Hamiltonian Cubic Planar Graphs: a Brief Exploration of Their Properties

Michael T. Muzheve
We study properties of a class of 2-connected bipartite planar cubic graphs G db obtained by operating on connected plane graphs with minimum degree two. We show that ...
Proceedings Article

On (ad)-hyperedge Antimagic Labeling of Certain Classes of Hypergraphs: A New Notion

Dafik, Excelsa Suli Wildhatul Jannah, Ika Hesti Agustin, Swaminathan Venkatraman, Indah Lutfiyatul Mursyidah, Ridho Alfarisi, Rafiantika Megahnia Prihandini
By a hypergraph G , we mean a generalization of a graph G in which an edge can join any number of vertices. In an ordinary graph, an edge connects exactly two vertices, but in hypergraph, an edge or hyperedge may connect more than two vertices. Let ...
Proceedings Article

Stochastic Frontier Approach on Technical Efficiency of Rice Farming in Jember

Intan Kartika Setyawati, Ahmad Zainuddin, Illia Seldon Magfiroh, Rena Yunita Rahman, Luh Putu Suciati
In 2022, the rice harvest area will reach around 118.49 thousand hectares with production of 607.37 thousand tons of GKG. The production of rice, if converted, would total 350.71 thousand tons in 2022. The rice harvest area in Jember Regency is expected to be approximately 118.49 hectares in 2022; this...
Proceedings Article

Analysis and Design of Adulteration Dairy Milk System

Mohammad Zarkasi, Diah Ayu Retnani Wulandari, Saiful Bukhori, Yudha Alif Auliya, Tio Dharmawan
Detection of milk adulteration can be done in several ways. The simplest and fastest one can be done without any tools, but the accuracy is limited since each milk cow produces is different in color. Furthermore, obtaining effective results requires a lot of effort and time; also, the observed milk cannot...
Proceedings Article

Re-Design the Coffee Peeling Machine by Combining the Pulper and Huller Functions to Improve the Welfare of Coffee Farmers in Bondowoso Regency, Indonesia

Danang Yudistiro, Mahros Darsin, Dwi Djumhariyanto, Robertoes Koekoeh Koentjoro Wibowo, Hari Arbiantara Basuki, Triana Lindriati, Mochamad Rifki Syahriza, Rachman Sugianto, Muhammad Ilham Al Ghiffari Syarif, Ahmad Muhajir ‘Azizi
Indonesia, renowned for its vast natural resources and strategic position in global trade, draws an influx of international traders. This dynamic cultural exchange has historically enriched Indonesia’s heritage. Coffee, a cornerstone of Indonesia’s export economy beyond oil and gas, possesses untapped...
Proceedings Article

Assessing the Impact of Packaging with Health Warning Labels on Cigarette Consumption within Academic Communities

Joni Murti Mulyo Aji, Bagas Yanuar Kafabi
This study investigates the response of educated consumers within a university campus setting to health warning labels (HWLs) on cigarette packaging in Indo-nesia. The research aims to assess consumer perceptions of these labels and quantify changes in cigarette consumption before and after their implementation....
Proceedings Article

A Comprehensive Evaluation of Irrigation Performance and Factors Influencing IPAIR Payment: A Case Study in East Java, Indonesia

Ahmad Asrofi, M. Rondhi
Irrigation is an activity of flowing, regulating, and controlling water on a farmer's land based on a certain quantity and period. However, the management of irrigation performance has not been optimal, causing various impacts, especially the imbalance in IPAIR payments. So this study focuses on...
Proceedings Article

Agronomic Characteristics of F1 Rice from Crossing Aromatic Rice with Local Rice Varieties

Wahyu Indra Duwi Fanata, Ummi Sholikhah, Tri Ratnasari, Ahmad Ilham Tanzil, Tri Handoyo
The aroma of pandanus is the hallmark of aromatic rice, which is typically more expensive than regular non-aromatic rice. However, low-productivity cultivars yield the majority of fragrant rice. Thus, breeding aromatic rice is vital for developing new high-yield aromatic rice varieties. In this work,...
Proceedings Article

Patterns of Local Socio-Economic Oyster Mushroom Commodities

Djoko Soejono, Rachmat Udhi Prabowo, Ariq Dewi Maharani, Dimas Bastara Zahrosa, Soetriono
Regency Lumajang from aspect biophysical have potency prospective agriculture _ in its future development specifically development regional economy. Dimensions frequent social _ neglected in approach growth economics, in fact get place strategic for the Development process. The development has occurs...
Proceedings Article

Characteristics of Myrmecodiapendans Instant Powder Produced by Foam Mat Drying

Sih Yuwanti, Andreas Kurniawan
Myrmecodiapendans is a plant species known for its rich bioactive compounds, traditionally used as herbal remedies for various diseases. Recently, Myrmecodiapendans instant powder was developed using the foam mat drying method, where egg white was used as a foaming agent and maltodextrin as a stabilizer....
Proceedings Article

Kinetic Model of Ulva sp Protein Extraction using Ultrasound-Assisted Osmotic Shock Method

Boy Arief Fachri, Bekti Palupi, Istiqomah Rahmawati, Meta Fitri Rizkiana, Helda Wika Amini, Nurul Hidayati
Ulva Sp is a type of macroalgae that contains 13-26% protein. This works is to study kinetic of Ulva sp protein extraction using Ultrasound-Assisted Osmotic Shock Method. The ulva sp powder and Na-Sulfate-ethanol solution in a ratio of 1:10 (g/mL) were fed into a set of extractor unit in a presence of...
Proceedings Article

Urbanisation, Paddy Field Conversion and its Impact on Rice Production in Indonesia: A Synthesis of Panel Data 2015–2019

Muhammad Ali Yafi, M. Rondhi
Agricultural land conversion is a threat to the fulfilment of food needs. Conversion of agricultural land has increased along with the increase in the fulfilment of human needs for both housing and industry. This study focuses on the growth rate of conversion of paddy fields in Indonesia, the factors...
Proceedings Article

Marketing Strategy of OSE Robusta Coffee-Argopuro Mountain, Jember District

Nita Kuswardhani, Ratnawati
Marketing is becoming a crucial aspect for agricultural businesses because there is a marketing planning process and implementation of the conception, pricing, determination process, product, promotion, place or distribution, and social and managerial approach. Competition in coffee causes robusta coffee...