scholarly journals Developing an automatic identification and early warning and monitoring web based system of fall army worm based on machine learning in developing countries

2019 ◽  
Vol 3 (1) ◽  
pp. 13-20
Author(s):  
Francis Chulu ◽  
Jackson Phiri ◽  
Mayumbo Nyirenda ◽  
Monica M. Kabemba ◽  
Phillip Nkunika ◽  
...  
Keyword(s):  
Machine Learning ◽  
Data Collection ◽  
Negative Impact ◽  
Automatic Identification ◽  
Web Based ◽  
Collection Process ◽  
Data Collection Process ◽  
World Food Security ◽  
Army Worm ◽  
The Web

To combat the fall Army worm (FAW-Spodoptera frugiperda) pest which has a negative impact on world food security, there is need to come up with methods that can be used alongside conventional methods of spraying. Therefore this paper proposes a machine learning based system for automatic identification and monitoring of Fall Army worm Moths. The system will aim to address challenges that are associated with trap based FAW monitoring such as manual data collection as the system will automate the data collection process. The study will aim to automate the data collection process by developing a machine learning algorithm for FAW moth identification. The study will develop web and mobile applications integrated with Geographic information system (GIS) technology in addition to trap automation. The tools developed in this study will aim to improve the accuracy and efficiency of FAW monitoring by reducing the aspect of human intervention. At the time of writing this paper, only the web based tool prototype has been developed, therefore this paper mostly focuses on the design of the web based tool. The paper also provides a brief quantification of the chosen machine learning technique to be used in the study.

scholarly journals Enhanced public transport management employing AI and anonymous data collection

2019 ◽  
Vol 292 ◽  
pp. 03006
Author(s):  
Marius Minea ◽  
Cătălin Dumitescu
Keyword(s):  
Machine Learning ◽  
Data Collection ◽  
Public Transport ◽  
Demand Management ◽  
Collection Process ◽  
Data Collection Process ◽  
Simple Economic ◽  
Transport Management

The paper proposes a simple, economic and expandable solution for enhancing the data collection process used in public transport and transport demand management. A non-intrusive and anonymous method is employed to collect an estimative number of passengers in vehicles and public transport stops, along with other, relevant data. Machine learning and specific algorithms are used to improve the data collection process. No specific infrastructure equipment is required.

scholarly journals A Web-Based Application to Improve Data Collection in an Interventional Study Targeting Childhood Obesity: Pre-Post Analysis (Preprint)

2018 ◽  
Author(s):  
Meagan M Hanbury ◽  
Banafsheh Sadeghi ◽  
Iraklis Erik Tseregounis ◽  
Rosa Gomez-Camacho ◽  
Rosa D Manzo ◽  
...  
Keyword(s):  
Data Collection ◽  
Data Management ◽  
Secondary Data ◽  
Healthy Children ◽  
Community Based ◽  
Time Efficiency ◽  
Web Based ◽  
Collection Process ◽  
Data Collection Process ◽  
The Impact

BACKGROUND Although participatory action research (PAR) studies have proliferated in recent years, the development of technological resources to manage these types of projects has not kept pace. Few studies show how Web-based applications can be used to efficiently manage the data collection process. OBJECTIVE This study described the development, use, and impact of a Web-based application to facilitate data management in Niños Sanos, Familia Sana (Healthy Children, Healthy Family), an interventional multifaceted PAR field study. METHODS We described the transformation of the data management process and evaluated the impact of the application in terms of time efficiency of data collection and engagement of community-based data collectors. We defined time efficiency as the total number of days it took to collect 3 main surveys, per year of data collection. The engagement of data collectors was assessed based on qualitative reports. RESULTS The amount of time it took to perform a round of data collection was reduced after implementation of the field team application (between 382 and 383 days and 198 and 233 days). Secondary data were also collected in a tighter time frame around collection of the primary outcome, and communication among data collectors, the field staff, and the research team was streamlined. In focus groups, community-based data collectors reported feeling more empowered and engaged in the data collection process after implementation of the application. CONCLUSIONS A Web-based management application was successful in improving data collection time efficiency and engagement among data collectors.

Pemanfaatan Sistem Informasi Sebagai Alat Untuk Pendataan Masyarakat Di Pasuruan

2020 ◽  
Vol 2 (3) ◽  
pp. 145-150
Author(s):  
Syaifuddin Syaifuddin ◽  
Wildan Suharso
Keyword(s):  
Information System ◽  
Data Collection ◽  
Human Resources ◽  
Regional Government ◽  
Community Based ◽  
Collection Process ◽  
Data Collection Process ◽  
Service Activity ◽  
Development Plans ◽  
Collection Time

Pendataan yang bersifat manual menjadikan permasalahan pada proses dilakukannya pendataan, hal ini juga terjadi pada Dinas Pendidikan dan Kebudayaan Kota Pasuruan dimana pendataan masih bersifat manual dengan keterbatasan jumlah Sumber Daya Manusia (SDM) yang ditugaskan untuk melakukan pendataan, oleh karena itu pada kegiatan pengabdian ini dilakukan pelatihan sistem informasi untuk meningkatkan waktu pendataan dan mengurangi kompleksitas dalam proses pendataan pada pegawai di Dinas Pendidikan dan Kebudayaan Kota Pasuruan. Pelatihan sistem informasi yang dimaksud adalah sistem informasi pendataan berbasis masyarakat, yang berisikan data dasar yang diperlukan oleh Pemerintah Daerah dalam rangka penyusunan rencana pembangunan. Data informasi tidak akan memberikan manfaat jika tidak dijadikan sebagai bahan acuan dalam penyusunan rencana pembangunan sehingga pelatihan dan pendampingan perlu dilakukan untuk tercapainya tujuan.Kata Kunci : Sistem Informasi, Berbasis Masyarakat, PendataanABSTRACT Manual data collection causes problems in the data collection process, this also occurs in the Pasuruan City Education and Culture Office where data collection is still manual with a limited number of Human Resources (HR) assigned to collect data, therefore this service activity is carried out information system training to increase data collection time and reduce complexity in the data collection process for employees at the Pasuruan City Education and Culture Office. The information system training referred to is a community-based data collection information system, which contains basic data required by the Regional Government in the framework of formulating development plans. Information data will not provide benefits if it is not used as a reference in the preparation of development plans so that training and assistance are needed to achieve the goals.Keywords : Information System, Community Based, Data Collection 

The MID5 Dataset, 2011–2014: Procedures, coding rules, and description

2021 ◽  
pp. 073889422199574
Author(s):  
Glenn Palmer ◽  
Roseanne W McManus ◽  
Vito D’Orazio ◽  
Michael R Kenwick ◽  
Mikaela Karstens ◽  
...  
Keyword(s):  
Data Collection ◽  
Descriptive Statistics ◽  
Collection Process ◽  
Data Collection Process ◽  
Interstate Conflicts ◽  
Coding Manual ◽  
Militarized Interstate Dispute ◽  
Coding Rules

This article introduces the latest iteration of the most widely used dataset on interstate conflicts, the Militarized Interstate Dispute (MID) 5 dataset. We begin by outlining the data collection process used in the MID5 project. Next, we discuss some of the most challenging cases that we coded and some updates to the coding manual that resulted. Finally, we provide descriptive statistics for the new years of the MID data.

scholarly journals SIKEPUL: Sistem Informasi Untuk Administrasi Transaksi Jual Beli Pengepul Rongsokan Menggunakan Metode Waterfall

2021 ◽  
Vol 3 (2) ◽  
pp. 103-114
Author(s):  
Ika Dewi Rozaurrohmah ◽  
Lutfi Syafirullah ◽  
Oman Somantri
Keyword(s):  
Information System ◽  
Data Collection ◽  
Administrative Data ◽  
Existing Problems ◽  
Collection Process ◽  
Data Collection Process ◽  
Communication Errors ◽  
Transaction Activities

Currently collector businessmen are experiencing problems, namely the absence of data collection for suppliers and collapsed transaction activities. In addition, the administrative data collection process is still carried out manually by the admin, , one of which is using notes when making junk transactions and when partners make payments to collectors, there are often communication errors in junk transactions between suppliers and partners often occur. In order to overcome the existing problems, this research proposes the development of a collector administration information system named SIKEPUL using the laravel framework. The method in developing the system used is the waterfall method. The results showed that the SIKEPUL information system could solve the problems faced. The overall results of the questionnaire for 30 respondents were that 20% said it was very good, 52% said it was good, and 28% said it was enough for this system. 

scholarly journals Wedding Organizer Order Management

2014 ◽  
Vol 5 (2) ◽  
pp. 839
Author(s):  
Desi Maya Kristin ◽  
Yuliana Lisanti
Keyword(s):  
Information System ◽  
Data Collection ◽  
System Analysis ◽  
Qualitative Interviews ◽  
Literature Study ◽  
Design Data ◽  
Web Based ◽  
Analysis And Design ◽  
Order Management ◽  
The Web

This information system is used as a solution that can help to meet the requirements of the couples. The research methods are data collection, analysis and design. Data collection method implemented by surveys including interviews with 58 clients, 15 vendors, and 12 WO (Wedding Organizer) and by literature study that includes books and journal related. Object oriented is used as the method for system analysis and design. The result is a web based information system that connects vendors and clients in one online place. The web based application can be used to book the reception hall, catering food for guests, entertainments, bridal, car loan, prewed and receptions photos. The benefits of the web based applications are user can costumize or choose the packages, check the price information and get reports related to Wedding Organizer Order Management business process. The results of the qualitative interviews to 58 clients who already used the applications is the client get shorter time compare to clients who manage their own wedding reception.

scholarly journals Enhancement of Data Collection Performance in Wireless Sensor Networks Based on Path-Constrained Mobile Sink

2021 ◽  
Vol 14 (1) ◽  
pp. 400-409
Author(s):  
Mohamed Borham ◽  
◽  
Ghada Khoriba ◽  
Mostafa-Sami Mostafa ◽  
◽  
...  
Keyword(s):  
Wireless Sensor Networks ◽  
Energy Consumption ◽  
Sensor Networks ◽  
Data Collection ◽  
Routing Protocol ◽  
Maximum Amount ◽  
Wireless Sensor ◽  
Collection Process ◽  
Data Collection Process ◽  
Energy Limitation

Due to the energy limitation in Wireless Sensor Networks (WSNs), most researches related to data collection in WSNs focus on how to collect the maximum amount of data from the network with minimizing the energy consumption as much as possible. Many types of research that are related to data collection are proposed to overcome this issue by using mobility with path constrained as Maximum Amount Shortest Path routing Protocol (MASP) and zone-based algorithms. Recently, Zone-based Energy-Aware Data Collection Protocol (ZEAL) and Enhanced ZEAL have been presented to reduce energy consumption and provide an acceptable data delivery rate. However, the time spent on data collection operations should be taken into account, especially concerning real-time systems, as time is the most critical factor for these systems' performance. In this paper, a routing protocol is proposed to improve the time needed for the data collection process considering less energy consumption. The presented protocol uses a novel path with a communication time-slot assignment algorithm to reduce the count of cycles that are needed for the data collection process with reduction of 50% of the number of cycles needed for other protocols. Therefore, the time and energy needed for data collection are reduced by approximately 25%and 6% respectively, which prolongs the network lifetime. The proposed protocol is called Energy-Time Aware Data Collection Protocol (ETCL).

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