TLOG2011 Forelesning uke 2 Digitalization Alireza Ashrafian, PhD 11 & 12.01.2024 Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian Hva betyr digitalisering for deg? Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian 2 What is Digitalization? • The process of converting analog information into digital format (digitization), AND the integration of digital technologies into various aspects of human life and business operations. • Use of digital technologies to transform and improve processes, systems, and activities, ultimately leading to more efficient and effective outcomes. • In Lean terms: Less waste, more flexibility, enhanced customer experience • Digital transformation: A cultural shift within organizations to embrace and adapt to new digital practices. Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian 3 Key components of digitalization • Digitization – Data & Data Acqusition by various sensors • Connectivity – Network / Communication / Internet of Thing (IoT) • Digital technologies – AR/VR, 3D Printing, … • Data-Driven Decision Making – Data Analytics, Simulation Modeling, ML & AI • Automation & Robotization – System automation / Process Automation / Robots & Cobots Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian 4 Industry 4.0 – The 4th industrial revolution Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian 5 The Big Elephants in the room Internet of Things (IoT) Artificial Intelligence (AI) Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian Digital Twin (DT) 6 Internet of Things (IoT) All things can be connected! • • • A network of interconnected physical devices, vehicles, appliances, and other objects embedded with sensors, actuators, and software (Cyber Physical System). These devices collect and exchange data, communicate and interact with each other without direct human intervention. Key components: – – Sensors: Inexpensive sensors for sensing anything from everything Wireless Networks: gathering all sorts of information from near or far • – Low powered Long Range Wide Area Network (LoRa WAN): Longer range than RFID (25+ km), low data rate, high velocity, with 10+ years of battery life Big Data & Cloud Computing: Large data structures, data transmission, storage, processing, and sharing with liability and privacy Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian 7 Artificial Intelligence (AI) • Enabling machines to emulate human intelligence to understand, adapt, and make decisions in complex situations. • Key components: – Machine Learning (ML) • – Natural Language Processing (NLP) • • – – • Supervised / Unsupervised / Deep Learning Enable machines to understand and generate human language Chatbots, language translation, ChatGPT Computer Vision • Enable machines to interprete visual data • Image recognition, object detection, facial recognition Expert systems / AI Planning • AI programs for decision-making in specific domains (Narrow AI) • AI programs for generating plans and sequence of actions (used in logistics and robotics) General AI / Generative AI: Approaching the true breadth and depth of human intelligence Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian 8 Digital Twin (DT) • A virtual representation of a physical object, system, or process (digital model or shadow). • It mirrors the real-world counterpart and is updated in real-time with data from sensors and other sources. • Simulation-based DTs provide a way to monitor, simulate, and analyze the performance of physical entities in a virtual environment. • DT for any asset (factory, warehouse, etc.) Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian Digital Twin for the Port of Rotterdam Tracking resources, ship movements, infrastructure, weather, geographical, water depth data .... 9 Simulation-based DT for Complex Logistics Systems Forelesningsnotater TLOG2011 Logistikkteknologi og digitalisering V24 – Alireza Ashrafian 10