Electronics, Free Full-Text

Computer games have been regarded as an important field of artificial intelligence (AI) for a long time. The AlphaZero structure has been successful in the game of Go, beating the top professional human players and becoming the baseline method in computer games. However, the AlphaZero training process requires tremendous computing resources, imposing additional difficulties for the AlphaZero-based AI. In this paper, we propose NoGoZero+ to improve the AlphaZero process and apply it to a game similar to Go, NoGo. NoGoZero+ employs several innovative features to improve training speed and performance, and most improvement strategies can be transferred to other nonspecific areas. This paper compares it with the original AlphaZero process, and results show that NoGoZero+ increases the training speed to about six times that of the original AlphaZero process. Moreover, in the experiment, our agent beat the original AlphaZero agent with a score of 81:19 after only being trained by 20,000 self-play games’ data (small in quantity compared with 120,000 self-play games’ data consumed by the original AlphaZero). The NoGo game program based on NoGoZero+ was the runner-up in the 2020 China Computer Game Championship (CCGC) with limited resources, defeating many AlphaZero-based programs. Our code, pretrained models, and self-play datasets are publicly available. The ultimate goal of this paper is to provide exploratory insights and mature auxiliary tools to enable AI researchers and computer-game communities to study, test, and improve these promising state-of-the-art methods at a much lower cost of computing resources.

Universal Electronics Hits Sustainability Milestones in Time for Earth Day

Household Hazardous Waste Collection, Electronics Recycling and Residential Shredding Event - Town of Perinton

Electronics - Free Books at EBD

Antelope Audio Orion Studio Synergy Core - Perfect Circuit

SIMBA Announces Power Electronics Public Beta Release - New Industry Products

Shopping Cart Full Of Electronics Shopping Cart Full Of Electronics Computer Vacuum Cleaner Refrigerator Microwave Stove Column Stock Illustration - Download Image Now - iStock

Customizable assembly of free-standing integrated electronics for wearables by phase separation - ScienceDirect

Free Shred Day and Electronics Recycling Saturday at PCT Federal Credit Union

Nexar Adds Industry Demand Index to Electronic Design to Delivery Index (EDDI) Report

Color Full Vector Hd PNG Images, Cute Simple Household Electronics Icons Full Of Colors, Cute Icons, Simple Icons, Electronics Icons PNG Image For Free Download

ANTELOPE AUDIO ZEN GO SYNERGY CORE 4X8 USB-C AUDIO INTERFACE