Exploiting Edge Semantics in Job Shop Scheduling Problem With Heterogeneous Graph Transformers
Advanced Intelligent Systems, EarlyView.A heterogeneous graph transformer (HGT) is introduced for reinforcement learning‐based job shop scheduling by explicitly distinguishing precedence and machine‐contention relations through edge‐type‐specific attention. The proposed framework learns richer scheduling representations, improves decision quality over homogeneous graph models, and highlights
Bulent Soykan, Fatih Kasimoglu
wiley +1 more source
Sequential submodular feature-sample selection for lightweight and update-efficient IoT intrusion detection. [PDF]
Sci RepAmr MN, Elliethy A, Mekkawy T, Mahran A.
europepmc +1 more source
HeaTrace: A Parametric Design‐to‐Fabrication Workflow for Thermally Programmable Soft Robots
Advanced Intelligent Systems, EarlyView.A programmable thermal actuation workflow enables soft robots to be designed and fabricated with embedded heaters that drive multiple responses. By combining performance‐driven heater design with multimaterial fabrication, the system supports thermally triggered shape change, stiffness tuning, and thermochromic visual response, as demonstrated through ...
Naresh Kumar Thanigaivel +9 more
wiley +1 more source
Delay-Energy-Aware Partial Offloading and Coupled Resource Allocation in Hybrid NOMA-MEC Networks: Derivations and Reproducible Evaluation. [PDF]
Sensors (Basel)Bataineh JKJ +3 more
europepmc +1 more source
Reforming World Health Organization governance in a changing global health architecture: An integrated governance analysis informed by field observation, interview data, and policy mapping. [PDF]
Glob Health MedSakamoto H, Komada K, Nakatani H.
europepmc +1 more source
Benchmarking Quantum Solvers in Noisy Digital Simulations for Financial Portfolio Optimization. [PDF]
Entropy (Basel)Shen R, Hao Z, Lee CH.
europepmc +1 more source
Storage Location Allocation and Crane Scheduling Optimization in Automated Storage and Retrieval Systems with Dual I/O Ports. [PDF]
Sensors (Basel)Yuan Z, Zhang W, Zhang C.
europepmc +1 more source
GA-AFedOD: gradient-aligned active federated learning for resource-aware object detection in edge industrial IoT. [PDF]
Front Artif IntellWang Z, Yuan X, Chen J.
europepmc +1 more source
Exploring internal and external drivers of hydrogen deployment in the energy transition. [PDF]
iScienceXie Z, Fernandes R, Andresen GB.
europepmc +1 more source