main webpage W Topic Inter-American Development Bank Applied Sciences • Vol 15 • No 19 Development of Robust Machine Learning Models for Tool-Wear Monitoring in Blanking Processes Under Data Scarcity 2025 Tool wear is a major challenge in sheet-metal forming, as it directly affects product quality and process stability. Reliable monitoring of tool-wear conditions is therefore essential, yet it remains challenging due to limited data availability and uncertaint… Article Open Inter-American Development Bank Open Article Page

Inter-American Development Bank

International organization for financing infrastructure development in Latin America The Inter-American Development Bank ( IDB or IADB ) is an international development finance institution headquartered in Washington, D.C., United States. It serves as one of the leading sources of development financing for the countries of Latin America and the Caribbean. Established in 1959, the IDB supports Latin American and Caribbean economic, social, and institutional development and regional integration by lending to governments and sub-national agencies, developing new financial tools, creating enabling conditions for private-sector-led growth, convening and aligning countries around common interests, and bridging the region with the rest of the world. Critical Symbolic Virtual Narrative Open Inter-American Development Bank Open Article Page

Exploring foci of: Applied Sciences • Vol 15 • No 19 Development of Robust Machine Learning Models for Tool-Wear Monitoring in Blanking Processes Under Data Scarcity 2025 Tool wear is a major challenge in sheet-metal forming, as it directly affects product quality and process stability. Reliable monitoring of tool-wear conditions is therefore essential, yet it remains challenging due to limited data availability and uncertainties in manufacturing conditions. To this end, this study evaluates different strategies for developing robust machine learning models under data scarcity for fluctuating manufacturing conditions: a 1D-CNN using time-series data (baseline model), a 1D-CNN with … Open Article Page

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Explore Inter-American Development Bank W Topic Inter-American Development Bank Applied Sciences • Vol 15 • No 19 Development of Robust Machine Learning Models for Tool-Wear Monitoring in Blanking Processes Under Data Scarcity 2025 Tool wear is a major challenge in sheet-metal forming, as it directly affects product quality and process stability. Reliable monitoring of tool-wear conditions is therefore essential, yet it remains challenging due to limited data availability and uncertaint… Article Critical Symbolic Virtual Narrative Open Inter-American Development Bank Open Article Page