OCTOBER 2022CIOAPPLICATIONS.COM 19in the market are often subpar. Conversely, our platform--built with digital twin technology--verifies scenarios for tens of thousands of situations with minimal resources. We have also launched MORAI SIM Cloud, which provides a simulation environment that enhances accessibility and convenience for users regardless of their PC specifications and location. It is a Software as a Service (SaaS) model of the existing MORAI autonomous driving simulator that allows users to perform countless simulation tests in the cloud without the process of installing any software onto local computers. In addition, the cloud-based method increases test efficiency as it enables users to run a large number of simulation tests, simultaneously, with a single computer. Simulation Solutions Benefitting Clients Our road scenarios in the simulation are extracted from the data accumulated from real-road tests and operations, creating realistic scenarios. The simulation platform creates road scenarios by leveraging the data. It tries to simulate almost all situations that autonomous vehicles can encounter on real roads. Our road environment generation automatically streamlines high-definition map data into 3D road, further building digital twins of road networks. Based on the actual traffic situation data set, test scenarios are created in compliance with international safety standards such as ISO and ASM (OPNE X format). The graphical user interface (GUI) further generates numerous realistic scenarios that help verify vehicles for complex and diverse scenarios like weather, traffic, obstacles, and trajectories. Most importantly, our simulator is compatible with other simulators, allowing clients to drive co-simulation. Scripting Intriguing Instances of Client SuccessWe built a simulation environment using HD map data and kinetic data (surrounding vehicles and pedestrians) that a Korean IT giant had collected for its autonomous driving test beds from Pangyo and Sangam areas. Using the digitally replicated environment, the company repeatedly conducted various virtual environment testing to advance its autonomous driving system and to mount the system on its autonomous driving robot platform. By utilizing MORAI's autonomous vehicle simulation platform as a verification tool, they were able to dramatically accelerate the initial development process of its autonomous driving system and improve its overall quality.Distinct Features of MORAIUsually, a simulator needs high-performance computers (HPC) because it eats up a lot of memory, graphics and everything. But our Saas based simulation service is based on cloud services, like AWS, Azure, NaverCloud, Google Cloud which can be accessible to anybody and any place in the world by obtaining an ID and a password.Inside Korea, numerous universities are teaching simulation directly or indirectly. And our simulator is used most across the nation. Everybody who's learning simulation in Korea has experience with our simulator. We created a SaaS model, and any university or professor can contact us to create an educational curriculum without buying expensive high performing computers. "Safety", "Scalability" and "Efficiency"are the three key benefits our simulator provides. Our test scenarios enhance scalability by running multiple systems in parallel, to test more within a given time. The vehicle models are built to scale and are dimensionally identical to real vehicles. We design the sensors with specifications that support movement similar to a real vehicle. The actual vehicle behavior test data supports urban air mobility (UAM), as well as sedans, SUVs, and commercial vehicles. We also support a mixed reality testing method that utilizes the accuracy of Vehicle-in-the-Loop (VIL) systems and the safety provided by simulation. The automatic labeling of sensor data and virtual datasets enable the automatic creation of user-specific datasets. Through our servers, distributed computing of sensors and vehicles is made possible, enabling speedy simulations. We provide tests at a much lower cost than conventional methods. In the long term, we are looking to invest further in research and development by leveraging MORAI's expertise and planning to mature our models to the point that they can be adopted as the industry standard. With our platform, clients and partners can test autonomous ships, underwater submarines, UAVs, and UAMs
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