Мадина Мансурова

A geometric data augmentation and mechanism modeling framework for class-imbalanced wind turbine fault diagnosis

With the growing deployment of wind energy, reliable fault diagnosis of wind turbines (WTs) is increasingly important for sustainable operation and maintenance. However, supervisory control and data acquisition (SCADA) system data are often characterized by severe class imbalance...

STRATA-HeadQuotient: Functional Localization of One Quarter of Global KV Heads with Typed Predicate-Graph Computation at 8192-Token Context

Global attention combines long-range lexical access with semantic-relation retrieval, making whole-layer replacement lossy. We present Strata-HeadQuotient, which statically assigns each key–value (KV) head to full-history attention (GLOBAL), 1024-token attention (LOCAL), or local...

Deep Learning and Large Language Models for Offline Recognition of Latin Handwritten Kazakh Text

This article investigates offline recognition of handwritten Kazakh text in the Latin script using a convolutional recurrent neural network. The relevance of the study is determined by the transition of the Kazakh language to the Latin alphabet and the need to automate the proces...