What is Artificial Intelligence & Machine Learning
Fleet Innovation: Artificial Intelligence and Machine Learning
Fleet Innovation Center
What is Artificial Intelligence and Machine Learning
What is Digital Twin Technology?
What is Robotic Process Automation?
What is Strategic Route Planning and Associated Benefits?
What is Same-Day Optimization?
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What is Artificial Intelligence?
Artificial intelligence (AI) refers to the simulation of human intelligence in machines that are programmed to think like humans and mimic their actions. It is characterized by its ability to rationalize and take actions to achieve specific goals. AI can include rules-based expert systems and machine learning, which help solve logistics and supply chain problems.
In this Article...
- What is Artificial Intelligence?
- What is AI-Based Optimization Configuration?
- What is Machine Learning?
- What is Machine Learning for ETA Calculation?
- What is Machine Language-Based Performance Tuning?
- Fleet Resource Center
Source: Investopedia and Descartes
What is AI-Based Optimization Configuration?
Route planning algorithms can yield substantial improvements in productivity and customer service. The Descartes Route Planner AI Advisor simplifies the configuration process using machine learning to derive optimal solutions based on user input, leading to improved outcomes in various business scenarios.
The benefits of AI-based configuration are:
- Configuration unique to the customer
- Streamlines configuration process
- Eliminates guesswork
- Built-in domain expertise
- Evaluates multiple business scenarios
What is Machine Learning?
Machine Learning (ML) focuses on algorithms that improve through experiences, producing models based on training data to make decisions without explicit programming.
Source: Wikipedia
What is Machine Learning for ETA Calculation?
ETA calculations are crucial for efficient route management and customer satisfaction. The Descartes Route Planner utilizes ML to provide accurate real-time ETAs by analyzing a variety of factors affecting delivery.
The benefits of ML-aided ETA calculation are:
- More accurate arrival predictions
- Improved customer experience
- Automated calibration
What is Machine Language-Based Performance Tuning?
ML helps refine operational parameters by analyzing historical data, improving the accuracy of route planning, and addressing variations in driving conditions across factors like truck type and driver efficiency.
The benefits of ML-based performance tuning are:
- Accurate route plans
- Maximize route plan results
- Unique driver and vehicle adaptations
- Reduced maintenance of planning configurations.
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