Author

Miseon Shim

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Open access Sep 2026

Shape-Controlled Poly(N-isopropylacrylamide) Actuators Enabled by Tensile-Stress Mismatch for Temperature-Adaptive Textiles

Thermal comfort is a key determinant of human health and requires adaptive responses to dynamic environments. Here, we report a temperature-adaptive textile enabled by a tensile stress mismatch-driven poly(N-isopropylacrylamide) (PNIPAM) actuator operating within a human-friendly temperature range of 18–38 °C. A pre-st...

Seokkan Ki, Junyoung Lee, Jung-Gi Choi et al. · Actuators · 0 citations

Open access Aug 2026

Structured Business Logic Injection for LLM-Based Code Generation: What a Design Document Must Carry

Large language models generate code effectively but falter in enterprise settings that demand complex business rules, particularly in rule consistency and conflict detection. This study proposes the Atomic Logic Sheet (ALS), a structured representation of business logic, injected through the Hierarchical Business Logic...

Man-Su Kim, Museong Choi, Miseon Shim et al. · Electronics · 0 citations