Áñ°Üã±âÃß°¡ |  ¿î¿µÀÚ¸ÞÀÏ | 
´º½º·ë
·Î±×ÀΠȸ¿øµî·Ï ºñ¹øºÐ½Ç
2025 ±¹Á¦¹°·ù»ê¾÷´ëÀü / ·Îº¸Æ½½º¡¤AI ±â¹Ý ¹°·ùÀÚµ¿È­ Àü¼º½Ã´ë
·Îº¸Æ½½º¡¤AI ±â¹Ý ¹°·ùÀÚµ¿È­ Àü¼º½Ã´ëÀÚÀ²ÁÖÇà ·Îº¿ ¹× ÀÚµ¿º¸°ü¡¤ÇÇÅ·½Ã½ºÅÛ ´ë°Å ¼±º¸¿©Ã·´Ü ¹°·ù±â¼ú ÃֽŠƮ·»µå¸¦ ÇÑ´«¿¡ º¼ ¼ö ÀÖ´Â ¡®2025 ±¹..
CJ´ëÇÑÅë¿î / ½º½º·Î ÇнÀ¡¤ºÐ¼®¡¤ÀÇ»ç°áÁ¤ ¡®¿¡ÀÌÀüƽ AI¡¯ ±â¹Ý ¹°·ùÇõ½Å ÃßÁø
SF EXPRESS / Áö³­ÇØ Áß±¹ Åù蹰·® 1,745¾ï°Ç µ¹ÆÄ ¡®ÃÊ´ç 5,400°Ç ¹è¼Û¡¯
·Ôµ¥±Û·Î¹ú·ÎÁö½º / ÄÚ½ºÇÇ »óÀå ¾ÕµÎ°í ¡®¹°·ù Çõ½Å¡¯ º»°Ý ½Ãµ¿
JLLÄÚ¸®¾Æ / ºÎ¿ï°æ ¼öµµ±Ç À̾î Á¦2ÀÇ ¹°·ù±Ç¿ªÀ¸·Î ÀÚ¸®¸Å±è
HOME > Article
Samsung SDS / Machine Learning and Generative AI for Real-Time Detection of Global Supply Chain Risks
     
2024/06
Machine learning and generative AI for real-time detection of global supply chain risks
Expanding logistics visibility across time, cost, and environmental impact

Samsung SDS is leveraging machine learning and generative AI to detect supply chain risks in real time and quickly develop response strategies. In April, the company was able to instantly detect the escalating conflict between Israel and Iran and notify customers about the impact on air freight bound for Israel—thanks to this real-time risk detection capability.

At the Cello Square Conference 2024 held on April 20 under the theme ¡°Digital Logistics Strategies for Responding to Global Risks¡±, Samsung SDS presented AI-powered digital logistics strategies for managing global supply chain risks.

Reducing Risk Response Time from One Day to Two Hours

Since the COVID-19 pandemic, the global supply chain has faced several disruptions, including:

*Geopolitical risks such as the Russia-Ukraine war and the Red Sea logistics crisis *Reorganization of global supply chains due to growing protectionism in the U.S. and Europe *Climate-related challenges, including stricter carbon emission regulations

Koo-il Oh, Head of the Logistics Business Division at Samsung SDS, emphasized the need for digital transformation in logistics to effectively respond to these rapidly changing global conditions. He also introduced strategies and case studies aimed at minimizing the impact of such risks.

Samsung SDS automatically extracts logistics risks using machine learning from over 60,000 global news articles collected daily. These risks are then evaluated using generative AI, which classifies them into three levels of severity. The company has trained its generative AI model using around 20,000 past global logistics risk cases.

Once the affected shipment volume is automatically calculated, logistics experts at Samsung SDS analyze the data and apply their expertise to quickly develop response strategies. This process, which previously took a full day, has now been reduced to just two hours—greatly improving the speed of risk response.

For instance, when the Israel-Iran conflict was detected in April, Samsung SDS immediately proposed an alternative shipping plan: rerouting cargo to nearby ports in Oman and the UAE, and using neighboring countries for onward transport. This enabled them to complete the delivery on schedule.

Additionally, Samsung SDS is implementing hyper-automation in customer service and logistics operations using generative AI. Previously, customers had to navigate various menus on the digital logistics platform, Cello Square, to access information. Now, they can simply interact with a generative AI chatbot to obtain estimates, calculate the number of containers needed, and more—easily and efficiently.

Even traditionally manual and repetitive logistics operations are being automated with AI. For example, rather than manually retrieving shipment and billing data from the system for each customer, generative AI now enables employees to extract this information through a simple conversation.

Cello Square also provides real-time data on cargo movement, shipping delays, port congestion, and container status. By analyzing historical data, the system offers predictive ETA (Estimated Time of Arrival) by calculating expected ship travel time and port dwell time. It can even forecast abnormal events like port detention or demurrage fees and predict future costs, offering greater financial visibility.

Moreover, Cello Square supports ESG (Environmental, Social, Governance) management by displaying carbon emissions and carbon intensity by transport mode (air, sea, land, rail), and provides various solutions to help customers reduce emissions.

Managing Logistics Risks in Vietnam via Cello Square

Samsung SDS also shared a specific case study on how it responded to logistics risks in Vietnam.

As more companies shift operations to Southeast Asia—particularly Vietnam—due to rising trade tensions with North America, logistics risks have emerged from the underdeveloped infrastructure and limited local knowledge. These include customs clearance issues causing production delays, inventory mismanagement leading to major penalties, missed sales opportunities due to blank sailings or the Red Sea crisis, and loss of trust due to stockouts and partial orders.

Dong-gyun Kim, Head of the Southeast Asia Region at Samsung SDS, explained that these problems are being addressed through a combination of proprietary systems and localized logistics experts.

For example, customs clearance risks for equipment imports—often caused by regulatory misunderstandings or discrepancies in documentation—are mitigated by using AI to track regulatory changes and by managing imports as turnkey projects to prevent workflow disruptions.

To handle maritime shipping delays caused by blank sailings or geopolitical issues, Samsung SDS recommends optimal shipping lines and accurate schedules based on big data. By analyzing inventory in transit by arrival date, they can calculate available stock by day and align this with production and sales plans—enabling accurate delivery schedules for customers.

In response to inventory issues like stockouts, aging, and quality/cost increases caused by manual warehouse operations, Samsung SDS is overhauling its logistics infrastructure, processes, and systems. Using PDAs and the Cello system, inventory data is aligned with physical goods, preventing errors like stockouts or partial orders and enabling FIFO (First In, First Out) management to control product aging.

Koo-il Oh concluded, ¡°In the wake of continuous global risks since COVID-19, demand for logistics digital transformation has grown significantly. Samsung SDS will continue to provide uninterrupted and sustainable logistics services by utilizing digital technology and AI to adapt to major changes in global supply chains.¡±


<Copyright ¨Ï Monthly Logistics Magazine (www.ulogistics.co.kr) All rights reserved>
   
220
Hyundai Motor / Official Launch of Hydrogen Electric Truck B..

Hyundai kicks off hydrogen truck business in North America30 XCIENT Fuel Cell Trucks Supplied to Replace High-Emission VehiclesHyundai Motor Company is official..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
219
Volvo Trucks / 26 Large EV Truck Charger

26 Large EV Truck Chargers Installed at 3 Service Centers Hydrogen Truck Development Aimed for Commercialization by 2029 Volvo Trucks Korea announced that it ..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
218
Kurly / ¡°First-ever operating profit surplus¡± with 6% incr..

¡°First-ever operating profit surplus¡± with 6% increase in sales Improved logistics efficiency through withdrawal from Songpa Center and opening of Changwon a..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
217
Doosan Logistics Solutions / Supplying Libiao Robotics' Logi..

Supplying Libiao Robotics' Logistics Automation Equipment in Korea Improving Logistics Efficiency and Reducing Costs with Various Sorting Systems such as AirRo..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
216
National Land and Transport Innovation Seminar / PLZ Promote..

PLZ promotes 'Bridge Mile' connecting fulfillment and last mile in urban areas Boldnine expands 'seller-centric fulfillment service' overseasAt the "Seminar fo..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
215
Tradlinx Launches Shipment-Centric Collaboration Features in..

ZimGo Introduces ¡®Shipment-Centric¡¯ Export-Import Collaboration Features AI-based quotation and shipment management tailored to each step of the export-impor..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
214
Samsung SDS / Machine Learning and Generative AI for Real-Ti..

Machine learning and generative AI for real-time detection of global supply chain risksExpanding logistics visibility across time, cost, and environmental impac..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
213
Enhanced specialized delivery based on Hanjin / Daejeon Mega..

Strengthening specialized delivery based on Daejeon Mega HubResponding to customer needs from same-day delivery to Sunday deliveryHanjin's specialized delivery ..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
212
CJ Logistics / Korea-U.S.-Japan 'Reverse Direct Trade Allian..

Korea, U.S., Japan 'Build a Reverse Direct Shipments Alliance' to Strengthen Cross-Border LogisticsOne-stop logistics for reverse direct shipments from KoreaCJ ..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
211
Hyundai Globis / Jeju Island Cooperates with Electric Vehicl..

Cooperation with Jeju Island to Recycle Electric Vehicle BatteriesPlans to operate a battery pretreatment facility on Jeju IslandHyundai Globis will establish a..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
210
LX Pantos / Strengthening the Global Logistics Business

Strengthening Global Logistics BusinessEntered the Korea-China intermodal transportation and Indonesian resource logistics marketsFollowing the opening of a lar..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
209
2024 Land Transportation Technology Exhibition / Showcasing ..

Introducing future growth engines such as underground logistics and autonomous drivingIntroduction of high value-added convergence logistics delivery and infras..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
208
Seoul / From logistics robots to drone delivery demonstratio..

Transformed into an 'urban gas station MFC' 1,039 monthly deliveries this year, up 4.7 times year-on-yearFrom robotic logistics processing to drone delivery dem..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
207
MUSHINY / Maximizing space utilization with height-enabled s..

Maximizing space utilization with height-enabled smart sortation system '3DSorter'Scalability Easy customization based on the logistics robot platform2024/06Mus..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
206
Lee Chan, CEO of Floatic / Optimize picking with logistics r..

Optimize picking with the logistics robotics solution 'Floware'Increase productivity and accuracy with picking robots versus manual labor2024/06CEO of logistics..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
205
CJ Olive Networks / CJ Logistics Completes Construction of N..

CJ Logistics completes deployment of next-generation delivery system 'LoIS Parcel''Processes up to 20 million data transactions per day' Distributed 4 servers t..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
204
AutoStore / Warehouse Automation Solution to Accelerate Kore..

Warehouse Automation Solution Accelerates Korean Market Penetration65,000 robots in operation at more than 1,400 logistics sites in 54 countries 'proving their ..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
203
Woowa Brothers / Developed self-driving delivery robot 'Dill..

Developed self-driving delivery robot 'Dilly' for Korean delivery environmentAdvanced delivery robots to support rider first and last mile delivery2024/05Dilly,..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
202
CJ Logistics / New Packaging Technology 'Reduces Risk of Par..

New packaging technology 'tackles parcel damage risk'Center for Packaging Innovation studies stabilization of parcel boxes against drop, load, vibration, and te..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
201
CJ Logistics-Kia / Robot 'Spot' conducts home delivery demon..

Robot 'Spot' delivers parcels in demonstration project roomPBV-Robotics Technology Linkage to Advance 'Last Mile Solution'2024/05CJ Logistics, Kia Motors, Hyund..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
200
Hyundai Glovis / Wins two contracts worth 40 billion won for..

Wins two contracts worth 40 billion won for logistics automation systemsAiming for 20% market share in logistics automation by 20252024/05Hyundai Glovis has sig..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
199
POSCO DX / Steel Mill Material Logistics Management Establis..

Establishment of a fulfillment system at POSCO PF Center for steel mill material logistics managementIntroducing smart logistics systems such as autostore, auto..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
198
Incheon City / 'Half-price home delivery for small businesse..

'Half-price home delivery for small businesses' support program to start in OctoberUtilizing 57 Incheon Subway stations to build an eco-friendly joint logistics..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
197
Hyundai Motor / Launches ST1 Cargo and Cargo Refrigeration, ..

Launched 'ST1 Cargo and Cargo Refrigeration', an electric commercial vehicle platform specialized for logistics'Improving customer satisfaction' by applying cus..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
196
KOREA MAT 2024 / 'Robot loading and unloading, AI sorting, a..

'Robot loading and unloading, AI sorting, and autonomous transport robots' to be featured in future logistics technologiesStrong government support, including m..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
195
Kakao Mobility - LG Electronics / Robotic delivery service '..

Robotic delivery service 'Bring' commercializedDistribution, routing, and demand forecasting technology to 'chuck' complex orders at once2024/05Kakao Mobility a..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
194
MOLIT / 'Nationwide home delivery within 24 hours' by 2030

'Nationwide home delivery within 24 hours' by 2030Expanding MFCs and Smart Logistics Centers to Support Fast Delivery2024/04 The government has decided to ..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
193
Freight vehicle autonomy / Self-driving trucks are on the ho..

Self-driving trucks are on the horizonCJ Logistics and Lotte Global Logistics demonstrate autonomous driving on trunk line transportation2024/04Self-driving veh..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
192
Regulating parcel overpacking / Enforcement crackdown on par..

Enforcement crackdown on parcel overpacking set to begin April 30, with two-year moratoriumIce pack space excluded, small businesses not regulated2024/04The Min..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
191
ASETECH / Understanding the current state of logistics is a ..

Understanding the current state of logistics is a prerequisite for the successful introduction of logistics automation equipmentSimulation verification strength..
[¹°·ù¸Å°ÅÁø ÃëÀçºÎ]
12345678
¼¼¹æ, ·Ôµ¥ÀÇ·áÀç´Ü º¸¹Ù½º¾î¸°ÀÌÀçȰ¼¾ÅÍ¿¡

ƯÁý
º¸°ü¿î¼Û
¹°·ùÀ¯Åë
±â±â
»ï¼ºSDS / AI ±â¹Ý ¡®µ¥ÀÌÅÍ ±â¹Ý µðÁöÅÐ ¹°·ù¡¯ Áö¿ø
AI ±â¹Ý ¡®µ¥ÀÌÅÍ ±â¹Ý µðÁöÅÐ ¹°·ù¡¯ Áö¿øÁ¤±³ÇØÁø AI ºÐ¼®¡¤¿¹ÃøÀ¸·Î ±Û·Î¹ú ¹°·ù ¸®..
¹°·ùÆ®·»µå 2025 / ³»³â ¹°·ù È­µÎ ¡®AI¿Í Áö¼Ó°¡´ÉÇÑ °ø±Þ¸Á¡¯ Àü¸Á
³»³â ¹°·ù È­µÎ ¡®AI¿Í Áö¼Ó°¡´ÉÇÑ °ø±Þ¸Á¡¯ Àü¸ÁAI±â¹Ý °ø±Þ¸Á Çõ½Å »ç·Ê¡¤±âÈÄ º¯È­..
ÀÓÆÑÆ¼ºêAI / ¡®µöÇ÷ο졯 AI ¼ö¿ä¿¹ÃøÀ¸·Î Àç°í°ü¸® È¿À²¼º Çâ»ó
¡®µöÇ÷ο졯 AI ¼ö¿ä¿¹ÃøÀ¸·Î Àç°í°ü¸® È¿À²¼º Çâ»ó5¸¸¿©°Ç µ¥ÀÌÅÍ AI·Î ºÐ¼® ¡®¼ö¿ä..