artificial intelligence and data

Overview

In the utilization of mobility data, as the amount of data such as vehicle driving data (fleet data) and sensor data (camera, LiDAR, GNSS/IMU) increases and the processing content becomes more sophisticated, large-capacity and high-definition time series Remote collection of data and video images, and a data analysis platform using AI are required. It is difficult for AI to maintain the same accuracy in actual operation, and management requires a huge amount of man-hours and effort. In order to maintain high estimation accuracy of AI, it is necessary to have a system that can manage and operate data and AI so that data can be continuously collected even during operation and AI can be constantly retrained.

Macnica provides a variety of services tailored to customers' use cases by using the Macnica Mobility Data Platform (Macnica Mobility Data Platform), a platform that monitors, relearns, and updates the accuracy of AI models and maintains AI with high accuracy, while ensuring real-time and reliability of data collection and accumulation. The execution environment of the AI model can be proposed in a hybrid configuration that can be selected from either the cloud or the edge according to the usage environment.

 

Macnica Mobility Data Platform (Macnica Mobility Data Platform) Overview Diagram
Macnica Mobility Data Platform (Macnica Mobility Data Platform) Overview

feature

High-speed mobility data platform

By acquiring, transmitting, and integrating a huge variety of different types of data, such as high-precision sensor data, high-frequency time-series data such as control data, and media data such as videos, images, and voices, from the edge to the cloud. High-speed mobility data platform that connects seamlessly

Perpetual evolution of AI

A comprehensive platform that supports the continuous evolution of AI models and realizes real-time operation by combining high-precision, high-performance data collection functions with Re:Alize * 's comprehensive AI development, operation, and improvement processes. provide

Hybrid AI execution environment

The AI execution environment is a hybrid configuration that allows customers to choose either edge or cloud according to their use case.

*Re:Alize: An AI service that uses Macnica 's AI knowledge and know-how to modularize each phase from implementation to operation, enabling AI technology verification to start of operation in a short period of time, and also supporting ongoing maintenance and operation after implementation.
Click here for details https://www.macnica.ai/realize.html

Features of Macnica Mobility Data Platform

process

Requirement definition
・Data content ・Real-time performance
・Data synchronization ・Data analysis

trial operation
・Data acquisition, analysis ・AI development, verification
・Problem extraction, countermeasures

Actual operation
・Data operation ・AI operation
・Acquisition and analysis of operational data

Operation evaluation
・Effect verification ・Data expansion
・AI improvement