Aspects of the present disclosure provide an environmental probe configured to be at least partially inserted into the ground at a location and to provide defensible space monitoring and maintenance for a home or other structure. The environmental probe may include one or more environmental sensors configured to perform various environmental measurements to generate environmental measurement data. The environmental probe (e.g., a processor of the environmental probe) may compare the environmental measurement data to one or more thresholds to determine an alert state associated with the location. The environmental probe may include one or more wireless interfaces configured to enable communication with a remote device, such as a smart hub device or other environmental probes. The environmental probe may transmit an indicator of the alert state to the remote device to enable performance of one or more operations based on the alert state.

Tools for fire monitoring are presented. One method includes an operation for accessing values of features for monitoring a fire in a region. The features include satellite images at a first resolution, vegetation information, and weather data. Further, each satellite image includes first cells associated with the geographical region and the first resolution defines a first size of each first cell. The method further includes generating a map of the geographical region comprising a plurality of second cells having a second size, which is smaller than the first size. Additionally, the method includes operations for estimating, using a machine-learning model, probability values for the second cells in the map based on the features, each probability value indicating if the second cell contains an active fire, and for updating the map based on the probability values for the second cells. The map is presented in a user interface.

A fire mitigation and/or public safety event detection device has a housing having a cavity and a plurality of varying sensors coupled within the cavity of the housing, and/or coupled to, or somehow connected or interfaced with the housing. The device and/or system further has a processor configured to determine, based upon outputs from the sensors, whether there is a fire/wildfire event or a public safety event or associated conditions. The processor is further configured to transmit data indicative of the sensors and alerts related to the fire event and/or the public safety event and/or associated conditions to one or more computing device(s) of utility personnel, authorized third parties, and/or first responders. An aggregated deployment of such fire mitigation and public safety event detection devices serves to create a web or network, thereby serving as a watchdog system within the associated deployment area(s).

Aspects of the present disclosure provide an environmental probe configured to be at least partially inserted into the ground at a location and to provide defensible space monitoring and maintenance for a home or other structure. The environmental probe may include one or more environmental sensors configured to perform various environmental measurements to generate environmental measurement data. The environmental probe (e.g., a processor of the environmental probe) may compare the environmental measurement data to one or more thresholds to determine an alert state associated with the location. The environmental probe may include one or more wireless interfaces configured to enable communication with a remote device, such as a smart hub device or other environmental probes. The environmental probe may transmit an indicator of the alert state to the remote device to enable performance of one or more operations based on the alert state.

A system and method are disclosed that allow for early detection and management of wildfires. According to various aspects and embodiments of the invention the system and method rapidly and economically detect and help manage and contain, control, suppress the progress of wildfires.

Tools for fire monitoring are presented. One method includes an operation for accessing values of features for monitoring a fire in a region. The features include satellite images at a first resolution, vegetation information, and weather data. Further, each satellite image includes first cells associated with the geographical region and the first resolution defines a first size of each first cell. The method further includes generating a map of the geographical region comprising a plurality of second cells having a second size, which is smaller than the first size. Additionally, the method includes operations for estimating, using a machine-learning model, probability values for the second cells in the map based on the features, each probability value indicating if the second cell contains an active fire, and for updating the map based on the probability values for the second cells. The map is presented in a user interface.

Various embodiments include a carbon monoxide (CO) detection device and methods for operating a FDS or CO detection device to detect carbon monoxide and communicate information regarding CO detection events to a remote server via communication network. Various embodiments include receiving information from one or more CO sensors configured to detect CO, determining whether the information from the one or more CO sensors satisfies one or more threshold criteria indicative of fire event or CO detection, generating a CO warning message comprising a fire and/or CO alarm object in response to determining that the information received from the one or more CO sensors satisfy one or more threshold criteria indicative of CO detection, and sending the generated CO warning message to a remote server via a communication network.

Various embodiments include a fire detection system (FDS) device and methods for operating an FDS device to detect a potential fire and communicate information regarding fire detection events to a central fire detection system via a wireless communication network. Various embodiments include receiving information from one or more sensors configured to detect an indication of a possible fire, determining whether information received from the one or more sensors satisfy one or more threshold criteria indicative of a fire event, generating a fire warning message comprising a fire alarm object in response to determining that the information received from the one or more sensors satisfy one or more threshold criteria indicative of a fire event, and sending the generated fire warning message to a remote server via a communication network.

Methods, systems, and computer programs are presented for providing a user interface for fire management. One method includes an operation for estimating, by a fire management system, a fire state in a region and a forecast of an evolution of a fire at multiple times. The fire management program provides a user interface presenting fire information based on the estimated fire state and the forecast. The user interface includes a map of the region, a graphical representation of the fire information, and a time bar for selecting a time for the fire information. Additionally, the method includes an operation for receiving, via the user interface, a selection of the time for the fire information. The selected time is one of a past time, a present time, or a future time. The fire management program presents in the user interface the fire information for the selected time.

A method and system for determining an area of fire and estimating progression of a fire in the determined area of fire. The method for determining the area of fire includes receiving sensor data from a plurality of sensor modules and determining the area of fire based on relative locations of the sensor modules with respect to each other. The method for estimating progression of a fire includes receiving first and second sensor data from at least one sensor module and devising a plurality of fire scenarios for each of the sensor data. The method further includes determining a likelihood of each of the plurality of fire scenarios to identify a potential combination of fire scenarios to estimate the progression of the fire.