Making My Smart Home Smarter: Leveraging Data and Software-Defined Functions
The main cabinet of my smart home, excluding the network

Making My Smart Home Smarter: Leveraging Data and Software-Defined Functions

Welcome to the future of my home automation, where meticulous planning and clever programming converge to create a smart home that goes beyond mere convenience. In this post, I'll delve into the metrics, the current status of my setup, and my plans for the future. Join me on a journey to explore how data and software-defined functions can elevate my smart home experience.

The journey so far…

Six years ago, my wife and I made the decision to purchase a house constructed in the 1950s. The house's condition presented a challenge — it was too well-preserved to justify tearing it down and starting anew, yet not sufficiently suitable for immediate habitation even after some renovations. This led us down the path of undertaking a substantial rehabilitation project for our new home. While this presented challenges, it also provided me with the opportunity to establish a comprehensive smart home system.

In the realm of smart homes, my KNX-based setup stands out with 172 active actuators and sensors, 1.9 km of cable, and an enterprise-grade network supporting more than 50 clients. The focus on internet/cloud independence ensures reliability, with no single point of failure except for power outages. I've successfully reduced electricity consumption through clever presence detection, enhancing comfort with scene-based automations for various household routines. Notably, my low-maintenance, water-saving sprinkler system exemplifies efficiency in maintaining both the house and garden.

One of the patch panels for the network

My plans for the future…

Looking ahead, my smart home journey takes an exciting turn as I plan to enhance comfort features through software-defined automations. Beyond automation, I'm eager to make my smart home even smarter by integrating machine learning.

Software-Defined Automations

Software-defined automations promise a new level of comfort and efficiency. Imagine personalized automations that cater to the unique preferences of each household member. Whether it's adjusting lighting, temperature, or entertainment systems, software-defined functions offer flexibility and customization to meet individual needs.

Machine Learning Integration

The future of my smart home involves harnessing the power of machine learning. A compelling first idea is to augment my regular house airing routine with data analysis. By considering outside and room temperatures, detecting open windows, and leveraging central heating data, machine learning can optimize the timing and duration of house airing. The result? Energy savings and increased comfort through a data-driven, intelligent approach.

What I am expecting…?

Adopting machine learning in a smart home comes with challenges, from ensuring data privacy to continuous learning. However, as technology advances, so does my ability to address these challenges. My plan to navigate these complexities ensures a seamless integration of machine learning, providing a glimpse into the potential of a truly intelligent home.

In the ever-evolving landscape of smart home technology, my journey from a meticulously planned KNX-based system to the integration of machine learning demonstrates the boundless possibilities. As I continue to explore and innovate, I encourage readers to embark on similar ventures, sharing experiences and pushing the boundaries of what a smart home can be. The future is bright, and my smart home is leading the way.


#smarthome #homeautomation #data #machinelearning #automation

Allon R.

CEO at All On

1 年

Hi Sebastian, it's great to see your passion for building a smart home! It's impressive that you started this journey 6 years ago and I'm sure you have learned a lot along the way. Leveraging existing technology for the next evolution of your smart home is a great idea. Keep us updated on your progress, I'm sure many others in the community would love to learn from your experience. Wishing you all the best! #smarthomeenthusiast

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Parul Mittal

Client Partner | Manufacturing Europe

1 年

Incredible.. looks like a cool smart living experience

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Joseph Kuhn

Director of Strategic Accounts | Ex-CIO | MSc, Digital Business

1 年

Good job! Don’t forget security

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Pepijn Joost van Amstel

Sr. Tech Leader | Customer Centric | Business & Executive Coach (ACC)

1 年

I remember day one!!! Lots of fun Sebastian on your smart-living experience and journey, knowing you I am 100% it will be outstanding

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