[Case Study] Reduction of Power Consumption through Energy Consumption Forecasting of Air Conditioning Equipment
Building AI prediction models using data that contributes to energy conservation! Efficiently using consumed energy.
We would like to introduce a case where our company achieved a reduction in power consumption through the prediction of energy consumption for air conditioning equipment. We received Excel data containing information on previously measured air conditioning equipment and created a model to predict energy consumption using neural networks. From the model's prediction results, we analyzed the factors and improvement proposals. Based on the created materials, we proposed a report on the current stage of work along with predictions for future energy consumption and improvement suggestions. 【Deliverables】 ■ Cleansed dataset (Excel) ■ Trained model (pickle) ■ Code used for model creation (Python) ■ Document summarizing and discussing prediction results (Excel) ■ Final report summarizing analysis results *For more details, please refer to the PDF document or feel free to contact us.
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**Case Overview** ■Issues - There is no monitoring or measurement of temperature and humidity that contributes to energy-saving operations of air conditioning equipment. - An AI prediction system utilizing such measurement data has not been established, resulting in the inability to achieve energy savings. ■Work Content - Build an AI prediction model using data that contributes to energy savings to use energy consumption efficiently. ■Procedure - Data receipt → Data cleansing → Model building → Result analysis → Document creation and reporting ■Man-hours - 1.5 person-months, Required period: 4 months *For more details, please refer to the PDF document or feel free to contact us.*
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For more details, please refer to the PDF document or feel free to contact us.
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Company information
【Company Introduction】 TechnoPro Design Co., Ltd. is a core company within the TechnoPro Group, the largest technical staffing service segment in Japan, boasting over 7,000 technical employees. We provide professional services such as engineering, contracting, and technical consulting, primarily in the manufacturing industry, focusing on technical areas such as AI/data science, control systems, mechanical design, and hardware and software development. We help our clients, including information industries, public and private research institutions, and university laboratories, solve a wide range of challenges they face. 【Provided Solutions】 ■ AI and Data Science ■ Cloud Services ■ Cybersecurity ■ Mechanical System Design ■ 5G/6G Networks