Topic
services
Autonomous End-to-End SOH Prediction Service Uses Temporal-Contrastive Learning to Cut Error by Half
A new plug-and-play service architecture called TC-SOH uses temporal-contrastive representation learning to predict lithium-ion battery state of health directly from raw operational data, eliminating manual feature engineering. Across four public datasets, it reduces mean absolute percentage error by 1.91 times and root mean squared error by 2.13 times compared to physics-informed and data-driven baselines. The approach also improves model transparency through a suite of representation diagnostics, including visualization and sensitivity analysis.
Manufacturing New Indices to Illuminate Informal Manufacturing Sector
The Indian government is set to introduce new indices to measure production in the informal manufacturing and services sectors. This initiative aims to provide more accurate economic data, reflecting the true state of these sectors post-economic shocks.
Trade India, Australia to Forge Defence Trade MoU
India and Australia are set to develop a Memorandum of Understanding (MoU) on the provision of defence articles and services. This follows the second Defence Ministers' Dialogue, reinforcing their strategic alignment in the Indo-Pacific region.