Previsão de energia elétrica

Clareza. Precisão. Confiança.

Sempre que precisar de previsão — a Itron tem os produtos, serviços e experiência para você ter sucesso.

Analytics Forecasting Revenue Assurance

Inteligência empresarial de previsão e resultados

Conhecimento de líder do setor. Software inovador. Serviços que fornecem previsão a curto, médio e longo prazo, a Itron tem a experiência e as soluções necessárias para orientar a estratégia e as operações de negócios.  

maximize operations

Maximizar as operações (Curto prazo)

Com a previsão de curto prazo (5 minutos – 10 dias), você pode melhorar a rede e operações de distribuição e aprimorar a comercialização de energia

increase revenue

Melhorar o desempenho financeiro (Médio prazo)

Com a previsão de médio prazo (1 - 3 anos), é possível obter insights claros das previsões de venda, previsões de receita e análise de variância

enhance planning

Aprimorar o planejamento (Longo prazo)

Com a previsão de longo prazo (5-20 anos), é possível melhorar a visibilidade e planejar para uma variedade de atividades de previsão de carga de energia horária e em pico.

The Future of Operational Forecasting has Landed in Australia

Learn more about a forecasting framework and the concept of Dynamic Operating Envelopes supporting a new market mechanism Australia is evaluating for growing and managing distribution energy resources (DER), particularly solar PV generation and battery storage.

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Estimated Impact of COVID-19 Restrictions on California Water Consumption

California is experiencing a severe drought and in response, Governor Newsom issued an Executive Order calling on Californians to voluntarily reduce their water usage by 15% compared to 2020 levels. Did COVID-19 restrictions lead to a net increase in water consumption? What impact does this have on this new Executive Order? Read more in this white paper and recent article from Water Online.

Water Online Article

White Paper
FaaS Demo

Forecast as a Service

From short-term operations and power procurement to long-term capacity planning, rely on the forecasting team that works with system operators and utilities around the world to deliver accurate and reliable forecasts scalable to your needs. Watch a short demo about Itron’s Forecast as a Service (FaaS) offering and let us deliver updated forecasts to you as frequently as you need them.

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DTE Interview screenshot

DTE Energy

Improving Forecasting Accuracy with AMI Data. DTE changed the conversation from what was actually happening to what’s going to happen in the future by incorporating real-time AMI data.

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man in interview

Itron Forecasting Services: Insights from Industry Experts

Since the 1970s, Itron has built expertise in all aspects of forecasting, ranging from the very short term to the very long term. Our solutions are backed by a team of industry experts with a deep experience in forecasting and best practices. Adding in AMI data allows us to see how the world works.

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A Deep Dive on Support Vector Regression

Support Vector Regression (SVR) is unlike most regression methods. SVR comes out of the data science field as an offshoot of Support Vector Machines (SVM). Read more about how SVR stacks up when it is applied to time-series prediction problems, like modeling daily energy use.

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Related Use Cases

Electricity
COVID19 and Load Forecasting

COVID-19 and Load Forecasting

There are unprecedented load forecasting effects due to the COVID-19 pandemic. On March 26, Itron's forecasting team discussed how to model the load shifts due to COVID-19 mandates. The recorded video is available to view and the team is also providing regular updates on the latest trends.

Electricity
Reducing the Potential for Generation Redispatch

Reducing the Potential for Generation Redispatch

This white paper presents a framework for improving day-ahead and intraday consumption forecasts in the face of existing COVID-19 lockdown mitigation policies, as well as when the lockdown policies are relaxed to allow for a re-opening of Europe’s economies.

Electricity
Toward an Optimal Combined Load Forecast for System Operations

Toward an Optimal Combined Load Forecast for System Operations

This white paper reviews of some of the research and data science literature on combining forecasts and includes recommendations on how to develop an optimal ensemble forecast for operational load forecasting.

Electricity Gas
person engaging with graphical visuals

Short-term Forecasting Services

From short-term operations and power procurement to long-term capacity planning, rely on the Itron forecasting team that works with system operators and utilities around the world to deliver accurate and reliable forecasts scalable to your needs.

Electricity
person in suit touching point on graph

Financial Analysis with Smart Meter Data

Learn how you can unlock the power and value of interval data to improve utility processes in the areas of financial analysis, load research, forecasting and planning as well as provide efficient, reliable and flexible aggregation.

Electricity
Analytics Short Term Load Forecasting

Short-term Load Forecast Modeling

Learn techniques for building within-day and day-ahead load forecasting models that system operators and energy traders rely on for scheduling, dispatching and procuring generation to meet demand with this practitioner’s guide.

Electricity
solar panels and windmills against blue sky

Forecast Framework for DERs

Distributed energy resource forecasts are critical to the real-time load forecasts that system operators require. Explore the Integrated Energy Forecasting Framework (IEFF) and how this concept has been extended to long-term load forecasting.

Electricity
Analytics Machine Learning

Load Forecasting with Machine Learning

Take an in-depth look into the impact of machine learning on load forecasting and discover what’s real and what’s just hype.

Electricity
colleagues in meeting and shaking hands

Additional Forecasting Consulting Services

Software solutions backed by a team of industry experts, providing services such as: forecast process reviews and updates, rate case support, staff supplementation, forecast outsourcing, subscription services and training.

Explorar produtos e serviços relacionados

man sitting at computer graph screens

Sistema de previsão automatizado: MetrixIDR

O padrão para uma previsão de curto prazo precisa, confiável, dimensionável e flexível, usada pelos maiores operadores do sistema do mundo e funciona como mecanismo de back-office para a oferta da Previsão como um serviço da Itron.

colleagues gathered around laptop with analytics

Modelagem estatística: MetrixND

Este poderoso pacote de estatísticas, com um histórico de 20 anos de desempenho e sucesso, é criado especificamente para solucionar os desafios da previsão de energia associados com a modelagem estatística.

woman pointing to computer

Modelagem no formato de carga: MetrixLT

Um poderoso conjunto de ferramentas para criação de previsões baseadas em carga e previsões de demanda de pico, ao mesmo tempo que torna os dados horários fáceis de se visualizar, analisar e calibrar.

man thinking at computer

Banco de dados de série cronológica financeiro: Forecast Manager

Otimiza, centraliza e simplifica os processos de previsão como essa base de dados com séries cronológicas para SQL Server ou Oracle. Partir dessa base de recursos de modelagem do MetrixND oferece uma solução de previsão robusta.

career woman working at the computer

Sistema de pesquisa de carga (Load Research System - LRS)

Pesquisa de carga e dados AMI são os dados de entrada principais para os processos de previsão mais robustos. O LRS suporta todos os métodos de criação e expansão de amostras aceitas, oferecendo uma percepção valiosa sobre como os seus clientes usam a energia.

colleagues working at the computer

Encontros e workshops de previsão

Por mais de 20 anos, a Itron tem treinado centenas de analistas em previsão de consumo de energia. Consulte porque a nossa combinação de palestras sobre exemplos do mundo real, demonstração de técnicas de modelagem e exercícios práticos é uma receita confirmada para um aprendizado bem-sucedido.

Resources

Forecasting and Load Research YouTube Library

Watch the Videos

Forecasting Workshops & Meetings

View Workshop Calendar

Forecasting Blog

Blog

Energy Forecasting Services

Read Brochure