The Framework for Rapid Graphics Application Development: The Multi-scale Problem Visualization

Machine learning is widely used in many fields such as healthcare, finance, education, and automation. But developing a machine learning system usually takes a lot of time and effort. Tasks like understanding the problem,collecting data, cleaning data, and preparing datasets are done manually and individually; these tasks also requires technical knowledge. Hence, it makes machine learning difficult for non-technical users to develop and use, and it also it slows down the development process. This paper introduces a Rapid Application Development (Software Development) framework that helps simplify and speed up the early stages of machine learning development. The system enables users to specify their requirements in the form of a simple, natural language prompt. A Small Language Model (SLM) is used to extract important keywords from the prompt. These keywords are then passed to collect the relevant data from websites and public APIs. The collected data is then checked, cleaned, and stored. By following the Rapid Application Development principles, the proposed system reduces manual work, saves time, and provides a modular and scalable solution. The RAD ML framework makes machine learning model development easier, faster, and more accessible to students, researchers, and real-world applications.

Rapid Application Development (RAD) has been proposed by some as the latest ‘silver bullet‘ to address the software crisis, while others have likened it to ‘old wine in new bottles’, suggesting that it doesn’t really provide anything new in terms of tools or techniques. Researchers have noted that while much has been written on the subject, there is a paucity of empirical research on the concept in practice. This paper discusses the rationale behind the emergence of RAD and the fundamental principles underpinning it. The findings of a preliminary study which investigated the RAD phenomenon in practice are presented. Briefly, the study findings focus on the profile of RAD usage, suitability criteria for using RAD on development projects, and how RAD is used to deliver its mission of faster development, within budget and without sacrificing system quality.

The development of the internet of things has penetrated in several lines, including in agriculture. To respond to the development of this IoT requires rapid technological adaptation as well. To build a system quickly, one can utilize the Rapid Application Development (RAD) method. RAD is a model that allows non-experts to benefit from high-performance computing, while allowing expert programmers to take full advantage of the underlying hardware. This enables rapid prototyping, retargeting, and reuse of existing software, while allowing hardware-specific optimization if needed. The RAD system emphasizes the fast development cycle that is designed and high-quality results from other methods such as waterfall, agile, scrum and others. The system was built using the minimum NodeMCU system with the help of a soil moisture sensor. The use of the RAD method in building an IoT-based agricultural irrigation system gives good results in testing all functions and equipment controls. The average delay level on testing IoT devices is around 4.6 seconds so that the RAD method can be used as a reference in the construction of an IoT-based system.

Layanan warga di tingkat kelurahan memiliki peran vital dalam meningkatkan kualitas hidup masyarakat. Desa Harjatani, seperti banyak kelurahan lainnya, menghadapi tantangan keterbatasan sumber daya manusia, prosedur birokrasi yang kompleks, dan kurangnya transparansi. Penelitian ini bertujuan mengatasi permasalahan tersebut melalui pengembangan sistem informasi layanan masyarakat berbasis web dengan model Rapid Application Development (RAD). Dengan pendekatan RAD yang iteratif dan berorientasi pengguna, waktu pengembangan sistem informasi dapat dipersingkat. Tinjauan pustaka membahas konsep pelayanan publik, metode pengembangan perangkat lunak, dan model RAD. Metode penelitian melibatkan tahapan dari Requirements Planning hingga Construction, dengan penekanan pada interaksi intensif dengan pengguna dan adaptasi fleksibel terhadap perubahan. Penelitian ini berpotensi menjadi panduan bagi pengembangan website sistem informasi layanan masyarakat di Desa Harjatani, dengan tujuan meningkatkan efisiensi pelayanan dan kepuasan masyarakat.Kata kunci: Sistem Informasi, Layanan Masyarakat, RAD, Web

In recent years, the number and scope of events in the Asia and Middle East / North Africa region has increased significantly. Events are one of the things that attracts the attention of foreign tourists to come to visit a country as a tourist destination. Refers toMinister of Tourism Regulation Number 2 Year 2017on Guidelines for Venues for Meetings, Incentive Trips, Conventions and Exhibitions, explains that criteria and indicators are needed to increase the competitiveness of venues for meetings, incentive trips, conventions and exhibitions at the regional and global levels. This is done to increase the number of visits, length of stay, and expenditures for domestic and foreign tourists. Therefore, visual indicators or data are needed that can present the location of the event and a list of events in DKI Jakarta. From these problems, this study aims to produce a web-based spatial information system for the distribution of tourism industry events to map event locations in DKI Jakarta. The methodology used in collecting this data is the method of observation, interviews, and literature studies. While the system development methodology uses PHP and MySQL with the Rapid Application Development (RAD) approach and uses the Unified Modeling Language (UML) which is a tool for system description and design, as well as the Google Maps API for digital maps. The results of this study are in the form of a spatial information system that can display a map of the distribution of event locations in DKI Jakarta based on event data and event categories at the DKI Jakarta Tourism and Creative Economy Department. While the system development methodology uses PHP and MySQL with the Rapid Application Development (RAD) approach and uses the Unified Modeling Language (UML) which is a tool for describing and designing systems, as well as the Google Maps API for digital maps. The results of this study are in the form of a spatial information system that can display a map of the distribution of event locations in DKI Jakarta based on event data and event categories at the DKI Jakarta Tourism and Creative Economy Department. While the system development methodology uses PHP and MySQL with the Rapid Application Development (RAD) approach and uses the Unified Modeling Language (UML) which is a tool for describing and designing systems, as well as the Google Maps API for digital maps. The results of this study are in the form of a spatial information system that can display a map of the distribution of event locations in DKI Jakarta based on event data and event categories in the DKI Jakarta Tourism and Creative Economy Department.

Computer technology that is increasingly developing has created a situation that demands everything to be computerized. Science from technology has also changed the way of life of most Indonesians. The presence of information and communication technology affects the technology applied in information systems, especially the input and output mechanisms. One of them is at the Clinic which requires computer technology in its operations. The design of this website also uses 3 stages of Rapid Application Development (RAD) system design, the result of which is a website for a medical record information system. In order for clinical activities to run smoothly at the Clinic, an information system using the Rapid Application Development (RAD) method is needed because the software development process model is classified as an incremental technique and emphasizes short, short, and fast development cycles. Medical record system testing will be tested using Blackbox Testing and User Acceptance Test (UAT) testing.

Rapid Application Development (RAD) is a methodology used to develop software. This method is able to reduce time to develop software. This becomes consideration in order to choose the Rapid Application Development as a methodology to develop Dutatani Website. Dutatani is a portal and a part of Integrated Agriculture Information System (IAIS). IAIS is an agriculture information system that has some subsystems that are connected and linked to each other. It also has an integrated database. In particular, Dutatani is able to manage user, manage content, and manage link in the IAIS. This website will be a link to other applications in the IAIS. This article especially discusses the development of the Dutatani Website using Rapid Application Development that is implemented by combining iterative development and system prototyping. There are some phases in the development using the RAD: planning, analysis, main design specific design, implementation and testing, and integrating prototype. This system was developed by a team which consists five members. The implementation of this prototyping technique was done by dividing five people into two groups in which each group had different responsibilities to different module/functions. This website had been developed within 150 days. Thus, in implementing the RAD, it is important for the team leader to monitor continuously. Monitoring is a useful technique to ensure the productivity and performance of each members in order to gain optimal development process.

Lembaga Penelitian dan Pengabdian Masyarakat (LPPM) UPN “Veteran” Jawa Timur plays an active role in organizing research and community service activities. One of its main programs is the Kuliah Kerja Nyata (KKN). Currently, the management of KKN activities lacks a system that supports the business processes involved. The registration and submission of outputs are still done using Google Forms, and there is no system for digitizing certificates. Therefore, the "Sistem Informasi KKN (SISKA)" was developed using the Rapid Application Development (RAD) approach. The goal of developing the Sistem Informasi KKN (SISKA) is to streamline the administrative processes that previously consumed significant time and human resources, allowing a greater focus on the core aspects of the KKN program. This system benefits LPPM UPN "Veteran" Jawa Timur, field supervisors, and students. The User Acceptance Test (UAT) results showed a score of 84.375%, indicating that users strongly agree that the KKN information system meets their needs.

R/sup 2/AD, a flexible robotics application development environment, combines powerful graphical display features with tools that support the rapid development of application programs. The graphical interface allows researchers to monitor the system state variables during the dynamic execution of robot programs. This feature enhances the researcher's efficiency in interpreting experimental results. Rapid development is supported by a virtual machine through the use of software engineering principles and object-oriented techniques. In addition to these features, the user is able to emulate a wide variety of robot computational paradigms. This allows experimentation with, and comparison of, various computational techniques (e.g., hierarchical versus heterarchical control process topologies). The utility of the R/sup 2/AD virtual machine is demonstrated through applications currently under development. >

Several difficulties commonly arise during the software development process. Among them are the lengthy technical process of developing a system, the limited number and technical capabilities of human resources, the possibility of bugs and errors during the testing and implementation phase, dynamic and frequently changing user requirements, and the need for a system that supports multi-platforms. Rapid application development (RAD) is the software development life cycle (SDLC) that emphasizes the production of a prototype in a short amount of time (30-90 days). This study discovered that implementing a model-driven architecture (MDA) approach into the RAD method can accelerate the model design and prototyping stages. The goal is to accelerate the SDLC process. It took roughly five weeks to construct the system by applying all of the RAD stages. This time frame does not include iteration and the cutover procedure. During the prototype test, there were no errors with the create, read, update, and delete (CRUD) procedure. It was demonstrated that automatic transformation in MDA can shorten the RAD phases for designing the model and developing an early prototype, reduce code errors in standard processes like CRUD, and construct a system that supports multi-platform.

As technology develops, information systems become very important in institutions. Information systems support the delivery of information quickly and accurately. The system is a reference at the Persada Islamic Boarding School Ahmad Dahlan University to develop an information delivery system using applications integrated. Manual systems cause the information to be less relevant, requiring an integrated and comprehensive system that can effectively and efficiently deliver information to students. The application developed using Enterprise Resource Planning (ERP) and Rapid Application Development (RAD) methods. The application of these methods requires two main steps, including determining ERP and RAD for implementation. The process for obtaining an ERP method requires steps such as Material Requirement Planning, Close-Loop, and Manufacturing Resource Planning, and Enterprise Resource Planning. The RAD method requires steps such as Requirement Planning, RAD Design Workshop, and Implementation. Application testing used black-box and alpha testing. Each of these tests obtained an accuracy of 95% and 97.7%. Thus, this application can be implemented in Persada very well on mobile and desktop platforms. Besides, the app used information broadcasting to users in real-time for any information in Persada.

Penelitian ini bertujuan untuk membuat sebuah sistem informasi pengelolaan keuangan di Yayasan Al-Hasna yang bergerak dalam dunia pendidikan. Yayasan ini menaungi lembaga pendidikan tingkat dasar dan pendidikaan informal. Lembaga pendidikan formalnya adalah TKIT dan SDIT sedangkan pendidikan informalnya adalah Kelompok Bermain dan Taman Pendidikan Al-qur’an. Sistem yang dibuat digunakan untuk mengelola semua lembaga pendidikan yang ada menjadi satu. Metode pengembangan sistem yang digunakan adalah metode Rapid Application Development (RAD). Untuk desain database menggunakan normalisasi dan Entity Relationship Diagram (ERD). Langkah desain yang pertama adalah desain konseptual dengan menggunakan Diagram Konteks. Langkah yang kedua adalah desain logik, yaitu desain yang bertujuan menyiapkan struktur-struktur data yang diperlukan dan terbaik untuk diimplementasikan. Sedang langkah yang terakhir adalah desain fisik, yaitu melakukan implementasi model logik ke dalam bahasa pemrograman Microsoft Visual Foxpro 9 sehingga diperoleh sistem yang diinginkan. Hasil dari penelitian ini adalah sebuah sistem informasi untuk mengolah data keuangan untuk Yayasan Al-Hasna yang mengelola semua data pembayan dari siswa. Hasil dari sistem ini adalah laporan-laporan dari pembayaran siswa, baik rekapitulasi secara keseluruhan maupun setiap item pembayaran. Sistem ini juga menghasilkan laporan tentang data siswa. Kata Kunci: Sistem Informasi Keuangan Sekolah, RAD, Yayasan Al-Hasna

The RPL assessment process at Kampar Polytechnic is still done manually, so the data received by related parties is not well organised and difficult to store efficiently. This condition causes a lack of time efficiency and decreased work productivity. To overcome these problems, the solution offered is the development of a website-based information system. This system aims to simplify data collection, management, storage, and distribution, so as to produce more structured information and support online decision making. This research uses the Rapid Application Development (RAD) method with the Laravel framework in system development. The results showed that the past learning recognition information system has been well integrated. Based on the results of black box testing, the system achieved 100% success rate, which indicates that this system is capable and can improve the smoothness of the assessment process in RPL.

As a result of the ongoing humanitarian crisis in Venezuela, the country has seen a mass exodus of persons into neighbouring Caribbean Small Island Developing States, SIDS, such as Trinidad and Tobago and Curaçao. These SIDS do not have the infrastructure or local policies to implement a traditional refugee camp within their shores. Findings have shown the many disadvantages to existing or traditional refugee camp settlements. However, as forced migrants continue to pour into these Caribbean states, a technological framework is necessary to capture, manage and connect forced migrants to food and shelter using Geographical Information System, GIS, enabled web technology. Thus, the Geospatially Distributed e-Refugee Camp, GDEC, framework aims to define a burden-sharing model between non-profitable organizations and the government utilizing a free and open source software approach to foster citizen participation and rapid development. The framework is developed using well-defined and tested software development methodologies – Lean Startup Methodology and Rapid Application Development. It analyzes existing technologies used by the UNHCR to represent migration and related GIS data on the web. GDEC is a digitized spatial representation, using a service oriented architecture, of forced migrants housed across the island, the volunteers, safe zones and other relevant stakeholders within the system. This camp, though electronic and distributed, adheres to the standards set by the UNHCR and Sphere for refugee camp settlements. The framework will allow SIDS to roll out a software solution rapidly to meet the urgency of the refugee problem.

Job Placement Center is a job application system using the internet as a media that connects between job seekers, information about a job with companies / agencies that need labor. This study aims to design an online recruitment system using a rapid application development (RAD) model in which the system is perceived to be more effective and efficient than conventional recruitment media such as newspapers, advertisements, and so on. All companies / institutions that need workers can share information related to a job in accordance with certain criteria, such as position / age, age, achievement index, gender, and so on. This information can be accessed by alumni and students of Subang State Polytechnic. Employment providers can get all information related to the curriculum vitae of the candidates so that they can get the best candidates. Keywords: Information System , Rapid Application Development, Recruitment