Growth rapid computing cloud, especially on academic, government, and service platforms. public, has trigger improvement frequency and complexity Distributed Denial of Service (DDoS) attacks. Intelligent DDoS attacks AI based capable copy pattern Then cross user valid, so that difficult detected and mitigated. The majority approach mitigation moment This nature reactive, no scalable, and tends to sacrifice availability service for authorized users. Research​ This aiming develop architecture proactive and adaptive defense​ For ensure continuity service during attack ongoing. Security model proposed hybrid​ integrating Zero Trust Architecture (ZTA), adaptive bandwidth control, and isolation service container -based. Architecture consists of from three layer Main: (1) ZTA Policy Engine which performs verification identity and assessment behavior through tokens and policies intelligent; (2) Adaptive Bandwidth Load Balancer which automatically dynamic separate and arrange Then cross based on reputation and level trust ; and (3) Containerized Service Cluster which groups request to in different containers For user trusted and not known . Components addition such as blockchain -based smart contracts are used For recording request and verification access , as well as lightweight AI module used for profiling then cross in real-time. Simulation results show that this model succeed increase availability service for user trusted during attack , press false positive rate , as well as optimize allocation source power. Integration of zero trust policies with intelligence Then cross and segmentation service in real-time forming framework effective and scalable defense​ to modern DDoS threats . In conclusion , the study This contributes a robust , adaptive , and modular architectural model for maintain continuity cloud services in condition network at risk .

This study aims to address the challenges and propose solutions for the Optimization of Blockchain-Based Cybersecurity Systems to Enhance Resilience Against Ransomware Attacks using a Systematic Literature Review (SLR) approach. Blockchain is increasingly recognized as a transformative technology in cybersecurity due to its decentralized structure, transparency, and robustness in securing data. Despite these advantages, its widespread adoption is hindered by several challenges, including scalability, interoperability, high energy consumption, and limited access to representative ransomware datasets. This research highlights that integrating blockchain with advanced technologies such as data analytics, machine learning, and Explainable AI (XAI) can significantly enhance its effectiveness in combating ransomware.The findings reveal that Graph Convolutional Neural Networks (GCN) enable real-time detection of ransomware patterns in network traffic with an accuracy of up to 95%. Furthermore, Layer-2 solutions like the Lightning Network and sharding effectively alleviate the load on main blockchains, thereby increasing transaction throughput. Efficient consensus mechanisms, including Proof of Stake (PoS) and Delegated Proof of Stake (DPoS), address energy consumption issues, making blockchain more adaptable to IoT and resource-constrained environments. These approaches have proven successful in enabling early detection, mitigation, and prevention of ransomware in IoT systems, cloud infrastructures, and smart grid networks. The implications of this study underscore the potential of blockchain as a critical component of proactive and adaptive cybersecurity systems. However, overcoming existing challenges requires further development of hybrid frameworks that integrate blockchain with data analytics and machine learning technologies. In addition, efforts should focus on standardizing global security protocols to enhance interoperability and creating robust, diverse ransomware datasets to support more accurate detection systems. Future research should also explore methods to minimize latency and improve blockchain efficiency in real-time cybersecurity applications.

The lack of awareness from Resto visitors in the process of disposing of garbage in its place makes the environment around the Resto polluted at least the awareness of Resto visitors to dispose of garbage in its place is still low. The purpose of this research is to create an automation system for the trash can. The problem that arises for Resto S2 is the lack of effectiveness, especially in the tissue waste section, one of the solutions that can be done for these problems, namely by designing a device in the form of a smart trash can that can open and close automatically, so that Resto visitors do not need to make direct contact with the trash can. Researchers aim to realize the design of the tool, as for the method carried out in this study is to implement the design of a smart trash can in the form of a box that has an input in the form of an ultrasonic sensor, and an output in the form of a servo motor. The results of input and output testing show that the ultrasonic sensor can detect movement in front of the trash can and the servo motor can move the trash can cover, so it can be concluded that the smart trash can work system as a whole can function properly in accordance with the design that has been made.

Of course, a soccer field needs water and the fertility of the field soil so that the grass can grow. The development of science and technology currently has a big influence on getting work done. A pump is a tool used to move liquids (fluids) from one place to another through pipes (channels) by adding energy to the fluid being moved and continuing continuously. Currently, many water pumps still use the manual method, namely using a switch or even just using a plug. Grass will also live if the soil has appropriate humidity, if the soil moisture level is low, the grass will die if there is excess moisture and it will not be able to grow. This problem certainly requires a solution that can help monitor soil moisture as well as control water pumps. By utilizing NodeMCU ESP8266 microcontroller technology as the control center, the YL-69 sensor measures soil moisture values ??and also relays as a replacement for manual switches. To control pump conditions via Blynk.

BUMDES Lantongau is one of the Lantongau Village-Owned Enterprises whose one line of business is to distribute clean water needs in four villages, namely Lantongau Village, Morikana Village, Katukobari Village, and Lakorua Village. In order to facilitate the registration process, meter recording, payment bills, service interruption information, and customer complaints, applications that facilitate all service processes. Therefore, the most suitable application is using an Android-based application, the use of an Android-based application is an option because almost all customers have an Android device, so that services can be directly carried out quickly, easily, effectively and efficiently. With this application, it is easier for the customer and the BUMDES Lantongau in services ranging from customer registration, meter recording, billing payments, customer complaints and information on service disruptions, all can be done through the application. This application is designed using android studio with Research and Development (R&D) development method
 
Keywords: Android Application, Customer Service, BUMDES Lantongau

Mengisi saos ke dalam botol secara manual adalah pekerjaan yang cukup merepotkan. Proses produksi yang seharusnya bisa lebih efektif dan efisien menjadi sedikit terhambat. Keadaan ini menimbulkan kekhawatiran bagi perusahaan yang memerlukan proses produksi secara singkat dan akurat demi memenuhi kebutuhan konsumen agar tepat waktu.
Hal ini membuat perusahaan yang bergerak di bidang F&B bernama JJCOW sedikit mengalami kewalahan. Perusahaan ini bergerak di bidang barbeque home service. Salah satu produk JJCOW yang populer adalah saos signature JJCOW. Kebutuhan konsumen akan produk ini cukup tinggi. Saat ini, JJCOW masih memproduksi saos signature ke dalam botol menggunakan cara manual sehingga membuat proses produksi sedikit terhambat dan memakan waktu yang cukup lama.
Berdasarkan latar belakang di atas, penulis ingin memudahkan proses produksi di JJCOW dengan membuat alat pengisi saos otomatis berbasis Arduino UNO agar lebih efektif dan efisien. Untuk membuat alat ini, komponen yang diperlukan yaitu mikrokontroller Arduino UNO, kabel jumper, breadboard, sensor infrared, relay 1 channel, lcd 16x2, i2c 1206, push button, pompa diafragma 12v 2a, dan adaptor 12v 3a.
Setelah melakukan uji coba, waktu yang diperlukan untuk pengisian satu botol saos sangat sedikit. Untuk pengisian satu botol saos, waktu yang diperlukan tidak sampai 2 detik.

In recent years IoT has developed very rapidly. IoT devices are used to monitor and control physical objects to transform the physical world into intelligent spaces with computing and communication capabilities. Compared to cloud computing, fog computing is used to support latency-sensitive applications at the edge of the network which allows client requests to be processed faster. This study aims to propose a monitoring framework for containerized black box microservices in a fog computing environment to evaluate CPU overhead, as well as to determine the operating status, service characteristics, and dependencies of each container.
This study proposes a monitoring framework to integrate computing resource usage and run-time information from service interactions using a black box approach that seeks to integrate service-level information and computing resource information into the same framework. The proposed framework is limited to observing information monitoring after the server receives a request. This study uses JMeter to simulate user actions, which send requests to the server, and this research assumes the user knows the IP address of the server. For container monitoring methods in fog computing, all are indirect monitoring methods.
The results of this study indicate that the proposed framework can provide operational data for visualization that can help system administrators evaluate the status of running containers using a black box approach. System administrators do not need to understand and modify target microservices to gather service characteristics from containerized microservices. Regarding future research, it is suggested to expand the exploration of modified system information, and that part of the container management tool code can be pre-tried so that the framework proposed in this study can provide real-time quantitative indexes for the load balancing algorithm to help optimize the load balancing algorithm.

Home security system is a term to describe a system of protection for residents in the environment and its surroundings from the interference of crime. A house has been equipped with high technology and can be connected to the security equipment in the house. Home security is made in order to create security, comfort and safety for residents of the house and can maintain the security of the environment without monitoring. Home security can be operated via a microcontroller and a mobile device. Home security in Indonesia is currently classified as very important, this is because the crime rate is increasing every year. The development of home security has been carried out using various existing technologies, such as the nodemcu microcontroller, which is a hardware platform intended to create prototypes of interactive electronic equipment based on flexible and easy-to-use hardware and software.
This research was conducted to produce a simple home security system by utilizing nodemcu technology and a combination of sensors and an ESP32 cam as a medium to be able to run sensors and home security cameras. This research was conducted by conducting a literature study, exploring the technologies used, as well as the concept of mobile-based software development. The next step is to define requirements, analysis, design, and implementation (programming and testing the system that has been built).

PT Amarta Karya Semarang, sebagai salah satu asosiasi yang bergerak di bidang jasa konstruksi ketenagalistrikan, dengan anggota yang tersebar di seluruh Jawa Tengah, dalam pengembangannya masih membutuhkan rencana strategis dan membawa kemajuan bagi asosiasi dan anggota. Oleh karena itu, dalam penulisan ini penulis akan membuat suatu model akta pendaftaran badan usaha berbasis web yang diharapkan dapat menjadi salah satu solusi pengembangan asosiasi itu sendiri.
Sistem Informasi Layanan Anggota yang dikembangkan dengan metode pendekatan pengembangan sistem dengan SDLC (System Development Life Cycle) menghasilkan sebuah aplikasi yang akan menjawab kebutuhan PT Amarta Karya Semarang akan sebuah sistem layanan informasi guna meningkatkan pelayanan yang lebih baik. kepada anggota. Dalam pembuatan sistem ini, penulis menggunakan Macromedia Dreamweaver MX 2004 sebagai media perancangan dan PHP sebagai bahasa pemrograman yang digunakan, serta database MySQL sebagai media penyimpanan.
Hasil perancangan Sistem Informasi Layanan Anggota dapat diakses oleh anggota, asesor, dan tanggung jawab, dimana anggota dapat mengajukan sertifikasi Badan Usaha secara online. Asesor dapat menilai lebih cepat dan persetujuan penanggung jawab dapat dilakukan lebih cepat, sehingga secara keseluruhan proses sertifikasi Badan Usaha dapat dilakukan dengan lebih cepat dan efektif.
Kata kunci : Sistem, Informasi, layanan

Sebagai salah satu upaya kepedulian Lembaga Pengabdian Pada Masyarakat (LP2M), yaitu dengan diselenggarakannya pelatihan pe,mbuatan video di smk swadaya agar dapat meningkatan kinerja pembelajaran di lingkungan SMK SWADAYA SEMARANG  Dengan adanya program pelatihan serta penyuluhan ini diharapkan para Pendidik dapat  memahami dan mengimplementasikan ilmu dan  informasi yang diperoleh untuk mendukung proses pengelolaan organisasi menjadi baik serta berkembang secara pesat. Pemilihan program penyuluhan dan pelatihan dalam pelatihan pembuatan video bagi pendidik guru didasarkan atas kebutuhan serta kerjasama pada kepala smk swadaya mengadakan kunjungan ke tempat usaha pemilik dalam tahapan pra survei. Tekait dengan hal tersebut, Tim PPM Lembaga Pengabdian Masyarakat Universitas STEKOM Semarang memandang perlu pelatihan dan penyuluhan Pendidikan pembuatan video, untuk diselenggarakan