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故障予測

障害予測を活用したリスクに応じたダイナミックな価格設定（英語）

Risk-based dynamic pricing leveraging failure prediction Equipment-as-a-service (EaaS) is gaining popularity in industries as it provides the customers with high flexibility and scalability and allows a service provider to optimize operations so that both the service provider and the customers be...
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hitachi-rd @ 研究開発
Industrial AI BlogAI＆データサイエンスデジタルサービスプラットフォーム故障予測

Generative adversarial networksを用いた故障予測技術（英語）

Generative adversarial networks for prognostics failure prediction One of the main objectives of predictive maintenance is to predict and identify failures in equipment. This is typically done by monitoring the equipment and searching for any failure patterns. With the increased use of IoT device...
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hitachi-rd @ 研究開発
Industrial AI BlogAI＆データサイエンスデジタルサービスプラットフォーム故障予測

複数のデバイスに跨る故障予測（英語）

Failure prediction for multiple connected devices Failure prediction is an important problem in industry and has been studied over decades in various areas. Generally, majority of equipment and industrial components deteriorate after running for a period of time. The failures among multiple devic...
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hitachi-rd @ 研究開発
Industrial AI BlogAI＆データサイエンス産業故障予測

深層強化学習による機器ヘルス指標の学習（英語）

Equipment Health Indicator Learning using Deep Reinforcement Learning One of the important objectives in industrial operations is to minimize unexpected equipment failure. Unexpected downtime due to equipment failure can be very expensive for example, an unexpected failure of a mining truck in th...
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hitachi-rd @ 研究開発
Industrial AI BlogAI＆データサイエンス産業故障予測

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