AI evaluation
Assessment plans for accuracy, robustness, bias, uncertainty, dataset limitations, and operational context.
Research areas
Applied engineering research organized for public value
Intelligent systems and computing
This area covers artificial intelligence, data science, visual computing, language technologies, software systems, and cyber-physical infrastructure. HKETRI presents intelligent systems as engineering systems that must be measured, documented, evaluated, and explained, not only as algorithms.
Work under this area may include model evaluation, dataset documentation, software workflow design, reproducibility notes, risk communication, human-in-the-loop systems, and performance reporting for applied settings.
Data systems
Structured notes on data provenance, metadata, quality controls, access conditions, and responsible use.
Software methods
Documentation for reproducible environments, versioning, dependencies, validation checks, and reporting formats.
Engineering systems and automation
Automation research requires system-level thinking. HKETRI’s engineering systems area includes robotics, autonomous technologies, industrial automation, control, reliability engineering, system modeling, manufacturing informatics, and human-machine collaboration.
Program pages should describe test scenarios, operating conditions, safety constraints, sensing assumptions, interfaces, maintenance issues, and how performance is compared across conditions.
Communications, electronics, and sensing
This area addresses communications systems, electronics, instrumentation, signal processing, sensor networks, edge devices, data acquisition, and intelligent monitoring. The goal is to support reliable measurement and interpretation in networked engineering environments.
Materials, structures, and reliability
Materials and reliability research connects characterization methods, structural performance, failure analysis, testing conditions, and engineering informatics. HKETRI treats reliability as both a technical and documentation challenge: results are only useful when test conditions and limitations are visible.
This area can support pages on materials testing, durability, microstructure analysis, structural assessment, reliability data, and reporting practices for engineering decisions.
Biomedical and health technology
Health technology research includes biomedical engineering, clinical technology assessment, digital health, public health data, medical devices, and technology-enabled care systems. HKETRI’s role is to organize technical evaluation language and public-facing explanations, while avoiding unsupported medical claims.
Sustainability and public systems
Sustainability programs connect environmental technologies, energy systems, public infrastructure, development, applied economics, management, and policy translation. The institute can support clear system boundaries, data notes, assumptions, indicators, and decision-facing summaries.