Implementation of ATLAS Distributed Computing monitoring dashboards using InfluxDB and Grafana by Beermann Thomas, Alekseev Aleksandr, Baberis Dario, Crépé-Renaudin Sabine, Elmsheuser Johannes, Glushkov Ivan, Svatos Michal, Vartapetian Armen, Vokac Petr, Wolters Helmut

“…A new infrastructure has been provided by CERN, based on InfluxDB as the data store and Grafana as the display environment. …”
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Architecture of electrical equipment health and monitoring (EHM) system based on influxDB platform by Nong, Chunkai

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Matrix Profile-Based Approach to Industrial Sensor Data Analysis Inside RDBMS by Mikhail Zymbler, Elena Ivanova

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Introducing Polyglot-Based Data-Flow Awareness to Time-Series Data Stores by Carlos Garcia Calatrava, Yolanda Becerra, Fernando M. Cucchietti

“…After implementing our approach into the database, we observe a global speed up, solving queries up to 12 times faster than MongoDB’s recently launched Time-series capability, as well as generally outperforming InfluxDB, the most popular time-series database. Our polyglot-based data-flow aware solution can ingest data more than two times faster than MongoDB, InfluxDB, and NagareDB’s original implementation, while using the same disk space as InfluxDB, and half of the requested by MongoDB.…”
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Assertive, Selective, Scalable IoT-Based Warning System by Ion-Dorinel Filip, Cristian-Mihai Iliescu, Florin Pop

“…We currently have protocols such as MQTT, AMQP, CoAP, and databases such as InfluxDB. They are built to support a multitude of data from an IoT system and scale very well with the system. …”
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Evolution of monitoring, accounting and alerting services at INFN-CNAF Tier-1 by Dal Pra Stefano, Falabella Antonio, Fattibene Enrico, Cincinelli Gianluca, Magnani Matteo, De Cristofaro Tiziano, Ruini Martin

“…By 2015, a task force has been organized with the purpose of defining and deploying a common infrastructure (based on Sensu, InfluxDB and Grafana) to be exploited by the different CNAF depart-ments. …”
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Factory Monitoring for the 21st Century by Dost Jeffrey, Fajardo Edgar, Bockelman Brian, Hernández-Cano Leonardo, Hung Caitlin, Kashyap Naveen, Würthwein Frank, Zvada Marian

“…Moreover with the new availability of industry open source storage and graphing packages an opportunity remains open.This work presents the changes made to the factory monitoring to leverage different technologies: Elasticsearch, RabbitMQ, Grafana, and InfluxDB to provide a centralized view of the status and work of several GlideinWMS factories located in different continents around the globe.…”
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The evolution of the ALICE O2 monitoring system by Wegrzynek Adam, Vino Gioacchino

“…In addition, Telegraf provides operating system sensors, InfluxDB is used as a time-series database, Grafana as a visualisation tool. …”
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WLCG Dashboards with Unified Monitoring by Andrade Pedro, Aimar Alberto, Brundu Simone, Garrido Bear Borja, Menendez Borge Gonzalo, Magnoni Luca, Lima Nicolau Diogo, Tsvetkov Nikolay

“…This is the result of the migration from several old in-house developed monitoring tools into a common monitoring infrastructure based on open source technologies such as Collectd, Flume, Kafka, Spark, InfluxDB, Grafana and others. This new infrastructure relies on CERN IT services (OpenStack, Puppet, Gitlab, DBOD, etc) and covers the full range of monitoring tasks: metrics and logs collection, alarms generation, data validation and transport, data enrichment and aggregation (where applicable), dashboards visualisation, reports generation, etc. …”
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Evaluation of a new visualization and analytics solution for slow control data for large scale experiments by Sargsyan Laura, Martins Filipe

“…The proposed solution leverages the new virtualization, data analytics and visualization technologies such as InfluxDB time-series database for faster access large scale data, Grafana to visualize time-series data and an OpenShift container platform to automate build, deployment, and management of application. …”
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Development of visual dashboard for river monitoring system by Ahmad, Yasser Asrul, Gunawan, Teddy Surya, Mohd. Rasidi Al Munir, Muhd. Hisyamuddin, Md. Yusoff, Nelidya, Kartiwi, Mira, Mansor, Hasmah

“…The data is then stored in the cloud database InfluxDB for future use. The data can be set to be automatically deleted every 1 hour, 1 day, 1 month, or at other time intervals. …”

Developing a monitoring system for Cloud-based distributed data-centers by Elia Domenico, Vino Gioacchino, Donvito Giacinto, Antonacci Marica

“…Different kind of databases have been considered in order to satisfy multiple requirements: Hadoop Distributed File System, Neo4j, InfluxDB and Elasticsearch. Grafana and Kibana are used to show data in a dedicated dashboards. …”
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SOLUCIÓN WEB PARA EL PROCESAMIENTO DE LOS PARÁMETROS DE LA SEÑAL DIGITAL by Marité Barrios Martínez, Ana Ivis Mena Valdés

“…Se puede mencionar la metodología de desarrollo de software SXP y marco de trabajo Angular, con lenguaje de programación TypeScript y base de datos influxDB. La aplicación web en cuestión mostrará, los datos recopilados a través de sensores, en gráficos, los cuales facilitarán la posterior toma de decisiones de los usuarios finales. …”
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Mobile IoT cloud-based health monitoring dashboard application for the elderly by Abdul Kadir, Ahmad Dziaul Islam, Mohd. Alias, Mohamad Razin Naim, Mohd. Dzaki, Dzahir Rashidi, Azizan, Azizul, Md. Din, Norashidah

“…Data gathered from these sensors are dispatched wirelessly to the Raspberry Pi gateway and are later stored in a cloud database called InfluxDB. A mobile application is built using the Flutter framework for mobile data visualization purposes. …”

Proactive automatic up-scaling for Kubernetes by D. Gutman, O. Syrota

“…Solution is implemented as Java-based application which uses time-series database (InfluxDB in this case) to understand microservice load. …”
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Design and Implementation of an Open-Source SCADA System for a Community Solar-Powered Reverse Osmosis System by Sheikh Usman Uddin, Mirza Jabbar Aziz Baig, Mohammad Tariq Iqbal

“…The Node-Red programming and dashboard tool, Grafana for data analytics, and InfluxDB for database management run on the main terminal unit having Debian operating system. …”
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Research on key technologies of multi-element monitoring data integration in intelligent mine by LI Guomin, ZHANG Ao, HE Yaoyi, GAO Wen, HUANG Zongliu

“…Through comparative analysis, InfluxDB is more suitable for real-time storage of coal mine monitoring data, and MySQL Community is more suitable for data storage with low real-time requirements. …”
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The Use of the MQTT Protocol in Measurement, Monitoring and Control Systems as Part of the Implementation of Energy Management Systems by Anna Manowska, Artur Wycisk, Andrzej Nowrot, Joachim Pielot

“…An innovative approach to the use of database systems dedicated to time series on the example of InfluxDB and data visualization in the Grafana environment was also presented. …”
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NagareDB: A Resource-Efficient Document-Oriented Time-Series Database by Carlos Garcia Calatrava, Yolanda Becerra Fontal, Fernando M. Cucchietti, Carla Diví Cuesta

“…Concretely, NagareDB is able to outperform MongoDB recommended implementation up to 4.7 times, when retrieving data, while also offering a stream-ingestion up to 35% faster than InfluxDB, the most popular Time-Series database. Moreover, by relaxing some requirements, NagareDB is able to reduce the disk space usage up to 40%.…”
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IoT-based wireless data acquisition and control system for photovoltaic module performance analysis by M.A. Abu Radia, M.K. El Nimr, A.S. Atlam

“…By using free and open-source software packages including MQTT Mosquitto Broker, InfluxDB, Node-RED, and Grafana, the system can collect, store, and visualize data, offering an effective means of studying a PV system performance from anywhere. …”
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