PredictiveWorks.

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[PredictiveWorks. @Predictiveworks]

SensorBeats and their integrations with Eclipse Ditto and FIWARE context brokers define next generation building blocks for decentralized context recognition, from raw data to knowledge. #ML #AI #IoT #sensors #Fiware #smartcity #data #eclipse

[PredictiveWorks. @Predictiveworks]

PredictiveWorks. streaming modules seamlessly integrate with #FIWARE context brokers, and e.g. move interpreted context & situations to our IgniteGraph, an @ApacheIgnite ® based #graph #database to get linked wit other context to finally reach the #knowledge level. #IoT #ML #AI

[PredictiveWorks. @Predictiveworks]

PredictiveWorks. streaming modules seamlessly integrate with #FIWARE context brokers, and e.g. move interpreted context & situations to our IgniteGraph, an @ApacheIgnite ® based #graph #database to get linked wit other context to finally reach the #knowledge level. #IoT #ML #AI

[PredictiveWorks. @Predictiveworks]

Besides interacting with #Eclipse Ditto in decentralized networks, SensorBeat can also disseminate #NGSI compliant higher level context information to #FIWARE context brokers to aggregate interpreted
context into complex entity situations (or states) and changes of situations.

[PredictiveWorks. @Predictiveworks]

Besides interacting with #Eclipse Ditto in decentralized networks, SensorBeat can also disseminate #NGSI compliant higher level context information to #FIWARE context brokers to aggregate interpreted
context into complex entity situations (or states) and changes of situations.

[PredictiveWorks. @Predictiveworks]

SensorBeats ship with local data storage capabilities, and can be added to, and removed from decentralized "thing networks" without loss of information. #Fiware #IoT #ML #Eclipseditto #sensors #data

[PredictiveWorks. @Predictiveworks]

SensorBeats ship with local data storage capabilities, and can be added to, and removed from decentralized "thing networks" without loss of information. #Fiware #IoT #ML #Eclipseditto #sensors #data

[PredictiveWorks. @Predictiveworks]

SensorBeats can be used standalone, & as pluggable components of decentralized #Eclipse #IoT #Ditto enabled "thing networks". In the latter setup, a #SensorBeat disseminates higher-level context info to Eclipse Ditto, & also acquires context info from other SensorBeats.

[PredictiveWorks. @Predictiveworks]

SensorBeats can be used standalone, & as pluggable components of decentralized #Eclipse #IoT #Ditto enabled "thing networks". In the latter setup, a #SensorBeat disseminates higher-level context info to Eclipse Ditto, & also acquires context info from other SensorBeats.

[PredictiveWorks. @Predictiveworks]

SensorBeats are built to support decentralized context modeling & recognition. Interpreted context is derived by applying configurable deep learning models to sensor-specific readings and also cross-sensor readings.
#IoT #sensors #data #ml #AI #analytics

[PredictiveWorks. @Predictiveworks]

SensorBeats are built to support decentralized context modeling & recognition. Interpreted context is derived by applying configurable deep learning models to sensor-specific readings and also cross-sensor readings.
#IoT #sensors #data #ml #AI #analytics

[PredictiveWorks. @Predictiveworks]

PredictiveWorks. set of SensorBeats supports #LoRaWAN sensors from a variety of different vendors, Dragino Technology Co., Limited, Ellenex, ELSYS, Milesight #IoT, Netvox Technology, Sensedge, and others, & supports raw data acquisition from
Helium, LORIOT and The Things Network.

[PredictiveWorks. @Predictiveworks]

PredictiveWorks. set of SensorBeats supports #LoRaWAN sensors from a variety of different vendors, Dragino Technology Co., Limited, Ellenex, ELSYS, Milesight #IoT, Netvox Technology, Sensedge, and others, & supports raw data acquisition from
Helium, LORIOT and The Things Network.

[PredictiveWorks. @Predictiveworks]

We are proud to announce that PredictiveWorks. now offers, to our best knowledge, the first decentralized & dynamically composable context recognition solution for smart IoT environments.
#IoT #AI #ML #data #sensors

[PredictiveWorks. @Predictiveworks]

We are proud to announce that PredictiveWorks. now offers, to our best knowledge, the first decentralized & dynamically composable context recognition solution for smart IoT environments.
#IoT #AI #ML #data #sensors

[PredictiveWorks. @Predictiveworks]

Centralized approaches have issues like network traffic, limited resilience when being under #cyber attacks. Researchers propose distributed & decentralized #architectures with dynamic composition capabilities. They are often inspired by paradigms like edge & fog computing. #IoT

[PredictiveWorks. @Predictiveworks]

Centralized approaches have issues like network traffic, limited resilience when being under #cyber attacks. Researchers propose distributed & decentralized #architectures with dynamic composition capabilities. They are often inspired by paradigms like edge & fog computing. #IoT

[PredictiveWorks. @Predictiveworks]

#IoT solutions - acquiring context data, recognizing & understanding. Context-aware architectures support almost the same:
Track & collect raw data from sensors, move them to centralized platforms, & apply big data computing to obtain higher-level info from amounts of raw data.

[PredictiveWorks. @Predictiveworks]

#IoT solutions - acquiring context data, recognizing & understanding. Context-aware architectures support almost the same:
Track & collect raw data from sensors, move them to centralized platforms, & apply big data computing to obtain higher-level info from amounts of raw data.

[PredictiveWorks. @Predictiveworks]

This approach enriches information #entities like sensors, devices, gateways, buildings & more with identified attack patterns, malware threat indicators & observables. The result is a cyber threat aware context recognition #architecture & solution for #IoT. #Data #AI #ML

[PredictiveWorks. @Predictiveworks]

PredictiveWorks. integrated OpenCTI as Threat Intelligence Sensor, and enables NGSI-LD compliant cyber context dissemination via MQTT and FIWARE Context brokers. #IoT #threatintelligence #ML #AI #data #smartcity

[PredictiveWorks. @Predictiveworks]

PredictiveWorks. integrated OpenCTI as Threat Intelligence Sensor, and enables NGSI-LD compliant cyber context dissemination via MQTT and FIWARE Context brokers. #IoT #threatintelligence #ML #AI #data #smartcity

[PredictiveWorks. @Predictiveworks]

For 360° cyber resilient situational awareness, this is not enough. Connecting the dots and combining existing #Smart #Data Models and STIX, based on NGSI-LD, is suggested here, to reach a cross-vertical information exchange model for future smart & #cyber resilient
applications.

[PredictiveWorks. @Predictiveworks]

For 360° cyber resilient situational awareness, this is not enough. Connecting the dots and combining existing #Smart #Data Models and STIX, based on NGSI-LD, is suggested here, to reach a cross-vertical information exchange model for future smart & #cyber resilient
applications.

[PredictiveWorks. @Predictiveworks]

Today the #security domain provides all tools for enabling advanced threat sharing. To our best knowledge, this information remains siloed in this vertical.
#Smartcity initiatives often reduce cyber security to authentication, access control or info encryption & integrity. #IoT

[PredictiveWorks. @Predictiveworks]

Today the #security domain provides all tools for enabling advanced threat sharing. To our best knowledge, this information remains siloed in this vertical.
#Smartcity initiatives often reduce cyber security to authentication, access control or info encryption & integrity. #IoT

[PredictiveWorks. @Predictiveworks]

STIX is an existing and globally used OASIS standard for identifying & sharing cyber threat information.
Open-source cyber #threatintelligence platforms like OpenCTI exist to store, organize, visualize & share knowledge about cyber threats. #cybersecurity #cyberattack #fiware

[PredictiveWorks. @Predictiveworks]

STIX is an existing and globally used OASIS standard for identifying & sharing cyber threat information.
Open-source cyber #threatintelligence platforms like OpenCTI exist to store, organize, visualize & share knowledge about cyber threats. #cybersecurity #cyberattack #fiware

[PredictiveWorks. @Predictiveworks]

Sharing threat info is vital for the protection of today's & future distributed (critical) infrastructures like smart cities. It must be the new "normal" in a cyber threat aware environment.
#Opencti #threat #sensors #data #ML #AI #IoT

[PredictiveWorks. @Predictiveworks]

Sharing threat info is vital for the protection of today's & future distributed (critical) infrastructures like smart cities. It must be the new "normal" in a cyber threat aware environment.
#Opencti #threat #sensors #data #ML #AI #IoT

[PredictiveWorks. @Predictiveworks]

In 2015, the first known cyber attack against an #electricalgrid turned off electricity for more than 225.000 customers. Then thousands of #cyber attacks against critical infrastructures have been carried out, &, cyber #threats define the new "normal" in our digitized world.

[PredictiveWorks. @Predictiveworks]

In 2015, the first known cyber attack against an #electricalgrid turned off electricity for more than 225.000 customers. Then thousands of #cyber attacks against critical infrastructures have been carried out, &, cyber #threats define the new "normal" in our digitized world.

[PredictiveWorks. @Predictiveworks]

From a solution provider's perspective, implementing smart solutions on a common information exchange model for operational domains only, neither reduces the number of interfaces to implement nor is a cost-effective and flexible. #iot #smartcities #fiware #cyber #cybersecurity

[PredictiveWorks. @Predictiveworks]

One important building block to make future smart cities resilient, is to share potential & identified cyber threats with all stakeholders as soon as possible.

So, where is the #SmartDataModel for Cyber Threat Intelligence? #IoT #AI #ML #data #threat

[PredictiveWorks. @Predictiveworks]

Besides modeling their dynamic operational behavior, shared information entities also ship with threat behavior. #IoT #smartcity #AI #ML #data #sensors

[PredictiveWorks. @Predictiveworks]

One important building block to make future smart cities resilient, is to share potential & identified cyber threats with all stakeholders as soon as possible.

So, where is the #SmartDataModel for Cyber Threat Intelligence? #IoT #AI #ML #data #threat

[PredictiveWorks. @Predictiveworks]

One important building block to make future smart cities resilient, is to share potential & identified cyber threats with all stakeholders as soon as possible.

So, where is the #SmartDataModel for Cyber Threat Intelligence? #IoT #AI #ML #data #threat

[PredictiveWorks. @Predictiveworks]

A huge range of domains, & standardized information exchange will be more cost-effective & flexible. Smart cities are critical infrastructures, & #cybersecurity is no afterthought. Cyber exerts know, risks cannot be mitigated effectively by relying on perimeter defense measures.