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Proven Impact

Landslides under control with early action

Hyperlocal forecasting and operational alerts anticipate landslide risk windows in Petrópolis, guiding teams and cutting impact and cost.

Ícone de marcador de localização

Up to 12h

lead time
Ícone de marcador de localização

94%

accuracy

Ícone de marcador de localização

10,313

events analyzed

Ícone de marcador de localização

94%

accuracy

Ícone de marcador de localização

10,313

events analyzed

Montagem de fotos com o brasão da Prefeitura de Petrópolis no centro. A imagem da direita mostra uma equipe da Defesa Civil em um workshop, de costas, interagindo em grupo. A imagem da esquerda mostra cinco funcionários, incluindo dois homens com coletes da Defesa Civil, posando para uma foto em um ambiente de escritório.
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Operational Challenge

Hillside storms: decide earlier

Intense hillside rainfall. With a hiperlocal forecast and AI alerts by community and critical windows, we’re ready to act.

Introduction

Petrópolis is our R&D living lab (funded by FAPERJ) against landslides. Combining hyperlocal forecasting, radar, rain gauges and AI, we turn rainfall and susceptibility into community-level alerts in Petrópolis so teams act before the event.

Challenge

Orographic rain and intense downpours trigger flash floods and landslides on slopes and valley floors. City teams receive generic, late forecasts that don’t support timely decisions. Achieving community-level granularity remains a daily challenge for civil protection.

Solution

A 1-km WRF forecast plus rain sensors and susceptibility maps feed an AI model that anticipates risk through an operational dashboard. With >94% accuracy, we deliver community-specific alerts that drive pre-positioning and preventive road closures.

monitoramento petropolis scaled e1759262243607
1726868888987
Gil Kempers

Director of Emergency Management for the City of Petrópolis

"Cittua is a technology platform that uses artificial intelligence to generate more accurate information, enabling Petrópolis to issue rain warnings and alerts to local residents and visitors. The entire process is managed via geolocation through the mobile app, aiming for prevention and, consequently, saving lives."

Equipe da Defesa Civil de Petrópolis em uma sessão de trabalho. Eles estão em uma sala envidraçada e bem iluminada, sentados em mesas de madeira e usando coletes azuis de identificação enquanto trabalham em laptops e cadernos. Ao fundo, quadros brancos estão dispostos em uma parede de tijolos aparentes.

Introduction

Petrópolis is our R&D living lab (funded by FAPERJ) against landslides. Combining hyperlocal forecasting, radar, rain gauges and AI, we turn rainfall and susceptibility into community-level alerts in Petrópolis so teams act before the event.

Challenge

Orographic rain and intense downpours trigger flash floods and landslides on slopes and valley floors. City teams receive generic, late forecasts that don’t support timely decisions. Achieving community-level granularity remains a daily challenge for civil protection.

Solution

A 1-km WRF forecast plus rain sensors and susceptibility maps feed an AI model that anticipates risk through an operational dashboard. With >94% accuracy, we deliver community-specific alerts that drive pre-positioning and preventive road closures.

monitoramento petropolis scaled e1759262243607
1726868888987
Gil Kempers

Director of Emergency Management for the City of Petrópolis

"Cittua is a technology platform that uses artificial intelligence to generate more accurate information, enabling Petrópolis to issue rain warnings and alerts to local residents and visitors. The entire process is managed via geolocation through the mobile app, aiming for prevention and, consequently, saving lives."

Equipe da Defesa Civil de Petrópolis em uma sessão de trabalho. Eles estão em uma sala envidraçada e bem iluminada, sentados em mesas de madeira e usando coletes azuis de identificação enquanto trabalham em laptops e cadernos. Ao fundo, quadros brancos estão dispostos em uma parede de tijolos aparentes.

Landslides under control in Petrópolis

94% accuracy: 1km prediction + AI, local boundaries, and alerts provide the basis for preventive actions.

Petrópolis is our “living lab” for landslide R&D, supported by FAPERJ. The city faces intense rainfall on steep slopes and valley floors, demanding practical lead time, territorial granularity and plain operational language. Cittua built a pipeline that turns risk into decision, blending data science with field routines to reduce human and financial impact.

Our methodology fuses a 1-km WRF forecast, rain sensors monitoring and susceptibility maps (geology, slope, soil, vegetation) into an AI model trained on the local incident inventory. The pipeline ingests data continuously, applies forecast bias-correction and computes community-level risk. Using operational thresholds (e.g., 50–60 mm/6h), we issue a dashboard and proactive alerts in critical windows, with checklists that standardize response.

Uma mulher com óculos e blusa preta, de pé ao centro, apresenta e aponta para dois grandes quadros brancos cheios de post-its coloridos e diagramas, indicando um planejamento ou brainstorm. Ela está em uma sala envidraçada, com uma equipe de pessoas (algumas usando coletes de Defesa Civil) sentadas em mesas de madeira, atentas e trabalhando em laptops. A luz natural entra pelas janelas no teto e nas laterais.

Results show robustness and real-world value: 10,313 events (2015–2024) underpinned training/validation, and the top classifier achieved ~94% accuracy. In assisted operations, we typically deliver 3-12 hours of lead time for intense rain with landslide potential, enabling resilience actions such as pre-positioning and preventive closures at sensitive spots. In operational snapshots, alerts guided decisions before the rainfall peak, cutting reactive responses and false positives and improving time-to-action.

Beyond tech, our edge is decision language: a simple dashboard with neighborhood-level risk, severity tiers and objective recommendations (“when to act, where, and with what”). FAPERJ’s support was decisive to move applied research into field testing. Next steps: scale to full operational use across the Serra region, deepen community integration, and evolve short-term forecast keeping the focus on what matters most: anticipate risk and protect lives.

Faça como Teresópolis: antecipe, alerte, proteja.

Lado a lado com a Defesa Civil: oficinas práticas, simulações e alertas hiperlocais no plano de contingência operacional da cidade. Previsão que Salva Vidas. Dados que viram decisão. Mais tempo para agir, mais segurança para a sua cidade.

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