#SensAE
@Cmastication @delawen see, this is why I started hating the term #InternetofThings #IoT — the focus on #Internet led to unnecessarily #Cloud reliant architectures and subscription businesses; the focus on Things ignored the human element, the interactions, the energy required and the stories told. Sensor Analytics Ecosystems #SensAE would never had caused the hologram to leave… No… Yeah, you were right, the whole thing just sounds wrong 🫨
This article exhibits #graphTech required to advance #LLM #GPT beyond mere chatterboxes, randomly spewing plausible (or not) responses. Here by adding #context through #KnowledgeGraphs While this is still low on both the sensor analytics ecosystems #SensAE maturity model and Dr. Pearl’s Ladder, it is a nice step in our evolving computational statistics
https://thejournalofmhealth.com/using-graph-technology-to-leverage-chatgpt-like-tools/
#IoT #ML #AI #connection #communication #contextualization #collaboration #causation #conceptualization #cognition
Taking publicly available #Satlas data, the Allen Institute is using #GPT to artificially enhance the resolution of the images to identify renewable energy projects and changes in tree canopy over time. While this may be useful, as always with #LLM & GPT, beware inaccuracies and false information.
https://www.theverge.com/2023/8/31/23852823/ai-generated-images-map-renewable-energy-trees-allen-institute-satlas
#IoT #GlobalWarming #ClimateChange #SensAE #SensorAnalyticsEcosystems #ComputationalStatistics #ML
@aral @czds yeah, they were both forked from b2/cafelog. We were on #b2evolution since 2005. The database structure changed significantly over time, especially with v6. We leaned heavily into the multi-blog, multi-author structure of b2evolution with Clarise and I both contributing to our #TeleInterActiveLifestyle #DataArchon and #SensAE #IoT blogs as well as having our own personal blogs.
Thanks for the offer of the script.
One reason that I prefer sensor analytics ecosystems #SensAE over the Internet of Things is that the type of connection and even the communications media don’t matter. The decisions and impact on the ecosystem and inhabitants are what matter. Look at a forest, chemical sensors and signals are used to transmit actionable information to other members of the ecosystem. We have much to learn and apply to our own ecosystems
@timnitGebru @Iris that’s worth reading. Thank you for sharing. Our maturity model for sensor analytics ecosystems #SensAE [#IoT adjacent] was developed 10 years ago, and continues to evolve [components] connection, communication, contextualization, collaboration, causation, conceptualization, cognition through interchange of information, ideas and energy among humans and things sharing the ecosystem. This paper may invalidate our goals. Oh, well
I also need to be researching and writing more about multi-modal #causal #DigitalTwins in these contexts, especially with the advent of liquid neural networks #LNN within the realm of truly #Bayesian neural networks using empirical Bayes and weighted Bayesian variables for a priori similarity of engineering and technical parameters expressed as directed acyclic graphs #DAG within the digital twins of the #SensAE and interactions/dependencies of neighboring sensor analytics ecosystems
I truly need to get our #blogs back up, first by deciding what to do with #b2evolution no longer being maintained. I need to expand our #IoT to #SensAE maturity model from [component], connection, communication, contextualization, collaboration, causation and cognition to adding the missing step between #causation and #cognition which is #conceptualization to realize valuable sensor analytics ecosystems (SensAE) such as #teleinteractive #microgrids and #SmartRegions
How will we continue to model ever evolving techniques? How might we include them in and #SystemArchitecture #SystemsArchitecture and the concepts of sensor analytics ecosystems #SensAE and other ecosystems, especially in digital twins and #causal #DigitalTwins #CDT
@thingrex which is why I prefer #SensorAnalyticsEcosystems #SensAE rather than #InternetOfThings #IoT — the focus should be on the interchange of information, ideas, identities and energy throughout and among complex systems, and the things and people within those ecosystems #Cloud #Core #Fog #Edge are useful concepts but can lead to useless technologies, bad business models and bricked devices. Evolution follow connection, communication, contextualization, collaboration, causation, cognition
Sensors, Vol. 23, Pages 6251: Microfabrication Process Development for a Polymer-Based Lab-on-Chip Concept Applied in Attenuated Total Reflection Fourier Transform Infrared Spectroelectrochemistry — Lab-on-a-Chip devices provide sensor analytics ecosystems with far more complex in situ analytics and understanding of the immediate environment and reactions than sensors alone; think ventilation controls reacting to toxins or viruses #IoT #SensAE #sensors #LoC https://www.mdpi.com/1424-8220/23/14/6251
Like many in tech, I am fascinated by the Apple #VisionPro and #VisionOS I have been awaiting this announcement since Apple started acquiring #AR companies, especially Metaio — acquired in 2015 May. Though there are #VR aspects to the Vision Pro, I feel it is the first true mixed/extended reality headset #MR #XR and this makes it important to #internetofthings #IoT #SensorAnalyticsEcosystems #SensAE Here’s a thread 🧵 1/7
@RuthMalan thank you. This looks like a “must read”. Our #InternetOfThings #IoT [though we prefer sensor analytics ecosystems #SensAE to focus on what’s important rather than type of connection, Cloud and the things] goes connection, communication, contextualization, collaboration, causation and cognition. We now need to consider constraints and coherence.
Push #ML to the #Edge in #IoT personal information is kept at wearables/devices collecting #health data, aggregating, orchestrating and analyzing data where needed throughout sensor analytics ecosystems #SensAE #P4Health
“To help with early detection, researchers in the UK are proposing a phalanx of #iot devices, #ai , and #cloudcomputing to provide real-time alerts when someone is experiencing a suspected cardiovascular emergency.” — @czds
While still in the research phase, this ultrasound system on a patch #USoP is an important advancement for deep-tissue cardiac monitoring, both at a medical facility, and with machine learning #ML adjustments for movement, while going about one’s normal activities. #Wearables #IoMT #InternetOfThings #IoT bring #TeleMedicine #mHealth to underserved populations around the globe to make #healthcare Sensor Analytics Ecosystems #SensAE more broadly available.
April had both #IoTDay and #EarthDay #IoTDay2023 had the theme #TechForGood and this fits nicely with #EarthDay2023 @czds and I have planted trees for previous EarthDay celebrations, and the deer broke down the enclosures and shredded them. So this year we had a panel discussion on sensor analytics ecosystems #SensAE “Regional Safety, Security and Sustainability” and that fits nicely for #IoT Day. Watch the recording at: https://vimeo.com/816077969 1/4
@czds there is no #AI and while the #ML used in this monitoring may be useful, our old friends at MyLively discovered that elders don’t like to be monitored no matter how unobtrusive. I doubt this has changed. #IoT #Healthcare #Eldercare #sensor #sensorAnalyticsEcosystems #SensAE
This year #IoTDay2023 #IoTDay theme #IoTforGood Sotiris Karagiannis, Shyam Varan Nath, Rob Tiffany [in spirit], Marios Zacharias and Dave Bartlett spoke with @czds and me about #safety and #sustainability bringing #Security to #SmartRegions #IoT sensor analytics ecosystems #SensAE Read more about this and listen to the linked recording on Vimeo https://iotday.org/events/2023/recording-regional-safety-sustainability-and-security/
For #IoTDay #IoTDay2023 the theme was #IoTforGood. Dave Bartlett, Marios Zacharias, Rob Tiffany [in spirit], Shyam Varan Nath and Sotiris Karagiannis joined @czds and me to discuss Regional #Safety #Sustainability and #Security #SensAE Here’s a recording of the panel https://vimeo.com/816077969
In 10 minutes at 5am UTC, 8am in Greece, 1pm in The Philippines on Sunday, April 9 #IoTDay which is midnight CDT and 10pm PDT on Saturday, April 8 Join us to hear about regional safety, sustainability, and security. #IoTDay #IoT #SensAE https://iotday.org/events/2023/iot-day-regional-safety-sustainability-and-security/
In ≤ 5 hours at 5am UTC, 8am in Greece, 1pm in The Philippines on Sunday, April 9 #IoTDay which is midnight CDT and 10pm PDT on Saturday, April 8 Join us to hear about regional safety, sustainability, and security. #BSFS #SmartRegion #SmartCity #Ag4 #V2X #mobility #VRU #IoTDay #IoT #SensAE https://iotday.org/events/2023/iot-day-regional-safety-sustainability-and-security/
#IoTDay is coming. Please join me, as I speak with Dave Bartlett, Chief Technology Officer of SpokeSafety, Marios Zacharias, Senior R&D Project Manager at Space Hellas, Rob Tiffany, Top Voice at Digital Insight, Shyam Varan Nath, Cloud, IoT & Digital Twins Expert at Deloitte, and Sotiris Karagiannis, Chief Innovation Officer of Space Hellas #IoT #renewables #V2X #VRU #Ag4 #BSFS #DigitalTwins #SensAE #safety #sustainability #security #IoTPL #IoTCL ATTN: @czds
https://iotday.org/events/2023/iot-day-regional-safety-sustainability-and-security/
We often talk about #SmartCities, but this focuses on technologies. We need to focus on people. Cities don’t exist in isolation. We need to take a #regional perspective. #IoTDay is coming. #IoT #Ag4 #BSFS #renewables #V2X #VRU #Ag4 #BSFS #DigitalTwins #SensAE #safety #sustainability #security #IoTPL #IoTCL
https://iotday.org/events/2023/iot-day-regional-safety-sustainability-and-security/
@dangillmor which is why the old, centralized thinking doesn’t work. TeleInterActive #Microgrids that share information and energy as sensor analytics ecosystems #SensAE responding to changes in renewable generation, storage and consumption through #IoT concepts and causal #DigitalTwins are required for solar, photovoltaic, wind, tidal and geothermal heat pumps, at every building, over every parking lot and along every roadway and railway #sustainability
It’s true … privacy is dead. With @czds and as always thinking about how privacy, transparency, security and convenience apply to #IoT #IIoT #SensorAnalyticsEcosystem #SensAE #DigitalTwins especially causal digital twins #CDT #IoTPL #IoTCL
From @czds Robots let ChatGPT touch the real world thanks to Microsoft #ioT
⬅️ given #ChatGPT propensity to hallucinate, lie, and get belligerent about defending its falsehoods, controlling #robots via Microsoft Azure #IoT #IIoT as an alternative #SensorAnalyticsEcosystem #SensAE is scary #IoTPL #IoTCL https://IoTcommunity.NET/
While @czds and I were preheating the oven and shaping the bread [Moon’n’Stars] pictured below, our watches buzzed with a notice from the range that there was a problem. The screen on the range showed an error code. Second try passed. Smart Diagnostics showed that the “heater” failed but all else, including “etc” passed.#IoT #IIoT #SensorAnalyticsEcosystem #SensAE not even much of a monitoring #DigitalTwins let alone causal digital twin #CDT #SmartHome #IoTPL #IoTCL
This use of #IoT #IIoT in industrial #SensorAnalyticsEcosystem #SensAE shows that #DigitalTwins and eventually causal digital twins #CDT have the power to reduce attacks as attack surfaces increase — #IoTPL #IoTCL
https://3dprinting.com/news/digital-twin-used-to-detect-cybersecurity-risks-in-3d-printer/
A neighbor asked us to take a video of their roof using [ @czds ] Clarise’s drone, Ronzi. The deer were quite interested. I think they were hoping for a food delivery. #IoT #IIoT #SmartHome #SensorAnalyticsEcosystem #SensAE #IoTPL #IoTCL
Indeed, and interestingly, in speaking to practicing and research physicians, they are still determining how to interpret these near continuous streams of data that they have never had before #IoT #IIoT #Healthcare #SensAE #DigitalTwins #IoTPL #IoTCL
https://medicalxpress.com/news/2021-03-digital-twins-proactive-personalized-medicine.amp
Event Streams Are Nothing Without Action https://dzone.com/articles/event-streams-are-nothing-without-action #IoT #IIoT causal #DigitalTwins #CDT within #SensorAnalyticsEcosystem #SensAE are key to proper actions taken #IoTPL #IoTCL https://IoTcommunity.NET/
Using electrochemical stimulation in treating Alzheimer’s disease guided by a neurological #DigitalTwin #IoT #IIoT #SensorAnalyticsEcosystem #SensAE #IoTPL #IoTCL
Anyone interested in causal #DigitalTwins #CDT may find this presentation by Dr. P.G. Madhavan interesting
https://m.youtube.com/watch?v=TvFY7STTtTk&feature=youtu.be
The full potential of #DigitalTwins is achieved through layered multiple model types representing all aspects of the circular nature inherent to #SensorAnalyticsEcosystem #SensAE model types include deterministic, stochastic, Bayesian, graph and causal. The digital twins must connect and interact as do the physical twins, considering the physical, social and business processes as a flow of identities, energy, conversations, ideas, ideals and information
All of these considerations, privacy, transparency, security and convenience, and “publicly” as Leonard’s original point highlighted, and “confidentiality” as another commenter mentioned, must be in the architecture, specifications and architectural framework, implemented in the design, and assured through quality testing. #IoT #IIoT #SensorAnalyticsEcosystem #SensAE #IoTPL #IoTCL
The above was my comment on this LinkedIN post by Leonard Lee.
#IoT #IIoT #SensorAnalyticsEcosystem #SensAE #IoTPL #IoTCL
https://www.linkedin.com/posts/leonard-lee-nextcurve_privacyfirst-activity-7021715902438006785-9fY8
Privacy, transparency, security and convenience must also be understood in the cultural, regulatory, economic, political and environmental regime in which the individuals, things and organizations exist. We must also recognize that everyone is an individual, not a demographic. Once, it was pointed out that the person we were talking with and their spouse had very similar backgrounds but very different views. #IoT #IIoT #SensorAnalyticsEcosystem #SensAE #IoTPL #IoTCL
Security is about protecting both the data and the choices made at all stages of collection, transport, storage/erasures and use of any data. Convenience is overarching; it must be convenient for an individual or thing to make those choices, to discover those goals, and to understand the protections. #IoT #IIoT #SensorAnalyticsEcosystem #SensAE #IoTPL #IoTCL
Privacy is about choice: the person or thing generating the data must be able to choose what and how those data are used and when — this might change over time. Transparency is about the organization, platform, app or thing providing an honest and open view into their goals for any data that might be collected. #IoT #IIoT #SensorAnalyticsEcosystem #SensAE #IoTPL #IoTCL