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Last updated on Dec 25, 2024
  1. All
  2. Telecommunications
  3. Telecommunication Services

Your network is struggling under unpredictable loads. How do you forecast peak usage times effectively?

When your network faces unpredictable loads, effective forecasting is key to maintaining smooth operations. Here's how you can get ahead:

  • Analyze historical data: Review past traffic patterns to identify trends and recurring peak times.

  • Implement real-time monitoring: Use tools to track current usage and anticipate spikes before they happen.

  • Engage predictive analytics: Leverage AI \(Artificial Intelligence\) to forecast future usage based on historical and real-time data.

What techniques have worked for you in forecasting network usage?

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Telecommunication Services

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Last updated on Dec 25, 2024
  1. All
  2. Telecommunications
  3. Telecommunication Services

Your network is struggling under unpredictable loads. How do you forecast peak usage times effectively?

When your network faces unpredictable loads, effective forecasting is key to maintaining smooth operations. Here's how you can get ahead:

  • Analyze historical data: Review past traffic patterns to identify trends and recurring peak times.

  • Implement real-time monitoring: Use tools to track current usage and anticipate spikes before they happen.

  • Engage predictive analytics: Leverage AI \(Artificial Intelligence\) to forecast future usage based on historical and real-time data.

What techniques have worked for you in forecasting network usage?

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Help others by sharing more (125 characters min.)
16 answers
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    alok pathak

    IT Support Engineer Smart City

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    1. Use VPNs to optimized traffic flow 2. Use broadband accelerator's to boost signal speed. 3. Use wireless repeater's to boost reception Etc..

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    Kevin Magno

    Technical and Customer Service Representative | BS Information Technology | Tech-Savvy | Mobile Banker | Communications Advocate |

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    Forecasting peak usage is an iterative process. Start small by focusing on understanding your traffic history and current behavior. Once you’ve built a foundation of data insights, expand into automation, predictive analytics, and scaling strategies. A combination of real-time monitoring and proactive planning tailored to your specific network needs will help you stay ahead of unpredictable loads.

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    1
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    Rakesh Kumar (R.K.) Bhatnagar

    Retd. ADVISOR (Technology), DOT, India and now International Telecom Regulatory Consultant

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    One has to plan for special events also. Cricket matches, football matches, sporting events, marathons, racing events, weekly markets, political rallies, marriage functions or other similar activities also give rise to higher traffic peaks.

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    Pankaj Kumar

    Solutions Architect

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    Always ensure that before live load to be deployed on network, volumetrics and frequency must be checked thoroughly and handle mechanism must be available ready. Analyze the load details from given sources and develop a plan to ensure full proof delivery.Incase there is lack or unsurety, list down the load handling capacity of network and try to deploy less amount of handling capacity load on it.Have parallel systems(sometimes ring) or else high capacity elements must be deployed in most part of network for load balance. Monitor the network at regular scheduled time intervals and develop a complete roadmap to tackle the load for future. Always do health check at regular intervals for faster network handle.

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    1
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    Scheila Gonzalez

    Analista de operações

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    I use statistical analysis (ARIMA, LSTM), continuous monitoring, load simulation (iPerf), and optimization with CDNs and traffic balancing to predict and mitigate network peak usage.

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    1
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    Ammar Al Tobi

    Sr.project Enginner

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    Real time monitoring & alerts - Data-dog : great for realtime monitoring with AI based anomaly detection. - Prometheus & Grafana : open source monitoring stack for metrics collection and visualization. - New Relic : full stack observability with AI - driven insights

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    Mario Copete

    TEC-Telecommunications + Development/Deployment

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    Analyze Historical Data: Identify trends and recurring peaks using tools like SolarWinds or PRTG. Real-Time Monitoring: Track usage with tools like Zabbix or Datadog to catch spikes early. Predictive Analytics: Use AI (e.g., TensorFlow, Cisco DNA) to forecast traffic based on historical and real-time data. Segment Traffic: Break down traffic by type (e.g., video, VoIP) to prioritize resources. Simulate Scenarios: Test network behavior under stress with tools like GNS3. Leverage Cloud Auto-Scaling: Use AWS or Azure to dynamically allocate resources. Engage Users: Communicate with teams to anticipate events causing traffic spikes. Combining these techniques ensures proactive planning and stable network performance.

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    Claudio Giovani

    Coordenador I Supervisor de Manutenção | Telecomunicações I Infraestrutura| Implantação | Analista de Manutenção I Elétrica I Preventiva I Corretiva I Gestão I Facilites I

    • Report contribution

    Feedback dos Usuários: Colete feedback dos usuários para entender melhor suas necessidades e padrões de comportamento, pois isso pode ajudar na previsão do tráfego durante determinados períodos.

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    Marco Aurélio Coqueti

    Gestor de Serviços de TI | Coordenador Suporte e Infraestrutura | Segurança da Informação | Projetos de Implementação | Suporte Help Desk

    • Report contribution

    Um projeto bem estruturado é fundamental para evitar problemas previsíveis e garantir a eficiência em qualquer iniciativa. No entanto, a verdadeira excelência está em ir além da estrutura: a implementação de ferramentas de observabilidade é essencial para transformar a gestão de projetos de reativa para proativa. Com essas soluções, é possível antecipar cenários específicos, tomar decisões baseadas em dados e garantir uma operação mais resiliente e eficaz. A observabilidade não é apenas um diferencial, mas uma necessidade estratégica para quem busca inovação e resultados consistentes."

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