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Case Studies

Case studies

AI-ELEX is in use at 250-plus sites in Korea. From manufacturing plants to auto repair networks, it is installed at sites of different sizes and industries. This page introduces, by industry, the 63 sites for which we have customer consent.

AI-ELEX measurement box installed beside production equipment AI-ELEX measurement box installed at a food manufacturing facility AI-ELEX measurement box installed beside a repair shop distribution panel
  • 250+Deployment sites in Korea
  • 63Sites published as cases
  • 7Industries covered
  • 11Regions covered (cities and provinces)

By Industry

Deployments by industry

Based on the 63 sites published here.

IndustrySitesMain equipment monitored
Machinery and metalworking31 sitesCNC machines, presses, air compressors, dust collectors
Auto repair and services22 sitesLifts, compressors, paint booths, lighting
Food manufacturing4 sitesRefrigeration and freezing equipment, heating and sterilization equipment, packaging lines
Paper and wood2 sitesPrinting presses, die cutters, sawmills, dust-collection blowers
Plastics and rubber2 sitesInjection molding machines, mold heaters, cooling chillers
Textiles1 siteLooms, dryers, boiler auxiliary equipment
Electronics and semiconductor equipment1 siteProcess power equipment, cleanroom HVAC
※ Regions: Seoul · Incheon · Gyeonggi · Gangwon · Daejeon · Chungbuk · Chungnam · Jeonbuk · Jeonnam · Gyeongbuk · Busan · Ulsan · Daegu

Measured Result

Savings confirmed by measurement

These are measured results from a site that improved its equipment alongside the AI-ELEX deployment. The figures below include the effect of those equipment improvements.

Existing switchboard in a plant electrical room before deployment
01 Site survey and selection of measurement points
Connecting measurement equipment to a wall-mounted plant distribution panel
02 Connection to the existing distribution panel
AI-ELEX measurement box installed in an electrical room
03 Measurement box assembly complete
Manufacturing

Auto parts plant and office building (gross floor area approx. 3,500 m²)

  • Annual energy savingsapprox. 162,000kWh
  • Monthly bill savingsapprox. KRW 2.2million
  • Annual bill savingsapprox. KRW 26.4million
  • Payback periodapprox. 1.5years
Peak demand450 kW→395 kW12.2% lower
Monthly energy use82,000 kWh→68,500 kWh16.4% lower
Monthly electricity billKRW 12.5 million→KRW 10.3 millionapprox. KRW 2.2 million saved

※ These figures are the result of deploying AI-ELEX and improving equipment at the same time, not the effect of AI-ELEX alone. The annual energy saving is the difference in monthly use before and after deployment (13,500 kWh) converted to 12 months. This case is a reference based on the conditions of one specific site and the results of its equipment improvements; savings vary with site environment and operating conditions.

Cases

Case studies by industry

At our customers' request, we do not publish site names and list only the region and the industry.

Measurement box with AI-ELEX installedMachinery and metalworking

Ulsan · Parts machining, Companies A, B and C

3 plants

Challenge
There was no basis for comparing energy use across the three plants in the same region.
Setup
Core installed on each plant's main distribution panel and on its main machining equipment
Result
With machining equipment and air compressor loads measured separately, the customer identified which compressor run times to adjust. The three plants are compared on one screen.
Measurement box with AI-ELEX installedPlastics and auto parts

Gyeonggi · Urethane foaming and injection molding, Company D

1 plant

Challenge
Mold heaters and cooling chillers ran 24 hours a day, so the base load was high.
Setup
Core installed on the distribution panels of the injection line and the foaming line
Result
The customer identified the load left running during non-production hours, and a ranking of use by equipment made it possible to set inspection priorities.
Measurement box with AI-ELEX installedPaper and finishing

Jeonbuk · Corrugated boxes, Company E

1 plant

Challenge
The relationship between equipment operation and the electricity bill was hard to grasp.
Setup
Measurement points set up on the printing press, die cutter and box-making lines
Result
Use per equipment became visible, giving the customer a basis for rescheduling work during peak hours.
Measurement box with AI-ELEX installedTextiles

Daegu · Towel manufacturing, Company F

1 plant

Challenge
Drying and heat treatment equipment accounted for most of the energy use.
Setup
Separate measurement of the loom, drying equipment and compressor lines
Result
The periods where peaks clustered around shift changes became clear, so the customer could stagger equipment start times.
Measurement box with AI-ELEX installedFood manufacturing

Jeonbuk · Kimchi manufacturing, Company G

1 plant

Challenge
The low-temperature fermentation rooms and cold storage ran 24 hours a day, giving the site a base-load structure.
Setup
Core installed on the refrigeration unit, cold storage and packaging line circuits
Result
The customer monitors refrigeration run patterns continuously, receives early alarms on signs of trouble, and uses the base-load level as a management reference value.
Measurement box with AI-ELEX installedAuto repair, multi-site

Nationwide in Korea · Auto repair network

22 sites

Challenge
Each shop differed in size and equipment, so there was no basis for judging whether its electricity bill was reasonable.
Setup
Core installed on each shop's distribution panel, with central monitoring from head office
Result
The customer compares use by shop on one screen and inspects the shops with high standby power outside business hours.
Measurement box with AI-ELEX installedElectronics and semiconductor equipment

Chungnam · Equipment manufacturing, Company H

1 plant

Challenge
Process power equipment and HVAC loads were measured together and could not be separated.
Setup
Separate measurement of the process equipment circuits and the HVAC circuits
Result
The customer tracks power changes during test runs and manages the HVAC load on its own.
Measurement box with AI-ELEX installedWood processing

Jeonnam · Sawmilling and wood processing, Company I

1 plant

Challenge
The dust-collection blower ran at all times, consuming power even during non-production hours.
Setup
Separate measurement of the sawmilling equipment and the dust-collection and drying circuits
Result
The customer identified the periods running unnecessarily and also monitors signs of equipment trouble.

※ The ‘After deployment’ text in the cases above describes the operational improvements that AI-ELEX made possible. Savings in cost and percentage vary with site environment, equipment configuration and operating conditions. The photos were taken at actual installation sites and do not correspond one to one with each case. For existing buildings, a 5–15% reduction in annual electricity costs can be expected, and more where there is wide scope for operational optimization. (Sources: LBNL EIS 2013, DOE/PNNL 2020, ENERGY STAR)

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