What’s Control theory? This story focuses largely on emphasizing the importance of control theory and its application on complex systems through dimensionality reduction, machine learning, and dynamical systems modeling[1]. First, I will cover a primer about control theory and its connectedness to the so-called ‘Data science.’ The very purpose of an effective control…

The automotive sector is on the verge of changes as new regulations, technologies, and consumer preferences transform its products and business models. Traditional OEMs and emerging start-ups are spending more to address these trends: since 2010, intrigued investors have pumped $280 billion into innovative automotive hardware and software solutions. …

HCCI is the ultimate combustion method for achieving both CO2 reduction and clean exhaust using auto-ignition of gasoline, as in a diesel engine. Nissan is developing this technology for commercial use. The system features lower-temperature combustion compared to ordinary gasoline engines, resulting in nearly no NOx emissions. It offers the…

I will keep this story short and crisp so that even a novice reader gets an idea of what goes behind a self-driving car. So let’s dive straight into it. What’s a PID and why we need it? It’s a control algorithm that lets your system follow the desired command—…

For OEMs, trying to balance the various demands placed on global powertrain development has never been difficult. All major global automotive markets have increasingly stringent legislation focused on controlling carbon dioxide (CO2) emissions and exhaust gas emissions — such as particulates and nitric oxide (NOx) — and improving fuel economy…

In the automobiles the whole control system is designed as one single unit. The control algorithms are highly specialized and complex in contrast with typical PID loops in many conventional industrial PLC controllers. There are a lot of nonlinear controls combining feedback and feed-forward algorithms. The engine RPM control algorithm…

Recent trends in information technologies such as AI and its subset, ML, Computer Vision, IoT, Cloud Technologies, and Mobility are expanding innovation in the safe, connected and autonomous vehicles industry. The industry is in an increasing momentum, with a compound annual growth rate (CAGR) expected to be higher than 10%…

Data has never been more available, everyone’s talking about data. Data is the key to unlock insights and time and again it is proved that organizations that are data/information-driven end up being more profitable in their business. The open data movement has also evolved, and more businesses and organizations are…

The ever-increasing use of IoT, social media, and the rise of Industry 4.0 has led to discussions in organizations to value the need for real-time data storage infrastructure. The basic concept of data lake implies that we can store data in any form, without having to structure the data as…