TechTalk

TechTalk – Rock Failure Process Analysis: From Meso, Macro to Mega

November 5, 2026 (Thursday) 11:00am-12:00nn
Rock failure is not simply a continuous medium failure, but a cross-scale catastrophic process emerging from mesoscopic heterogeneity. Based on the Rock Failure Process Analysis (RFPA) method, this report elaborates on three levels of failure catastrophe: at the mesoscopic scale, statistical heterogeneity of material strength governs damage initiation and localization; at the macroscopic scale, damage accumulation and stress redistribution drive crack coalescence, structural instability, and catastrophe; at the mega-scale, this principle is extended to the planetary lithosphere, forming the “Breakup of Earth” theory—thermal accumulation drives global self-organized fracturing, triggering decompression melting and global net cooling. The three scales follow a unified physical logic: heterogeneity → damage evolution → self-organized criticality → catastrophe. The report will discuss the implications of this cross-scale framework for understanding earthquakes, rockbursts, and the origin of plate tectonics.

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TechTalk – Revisiting Newton’s Law of Cooling-Some ‘Known Unknowns’ and/or ‘Unknown Knowns’?

November 3, 2026 (Tuesday) 10:00am-11:00am
Recognising the fundamental importance of Newton’s law of cooling in convective heat transfer, people may still ask: was/is it accurate enough? The answer might vary depending on what applications and when it was/is applied to. It is noted that Newton’s 1701 paper attributed to the Law was published anonymously, (unlike his other major scientific publications). It is also known that Sir Issac Newton apparently had never used the term ‘Heat Transfer Coefficient (HTC)’, arguably the most researched and used parameter in the whole field of convective heat transfer! What do these mean in terms of the applicability/uncertainty of the law as we know it, particularly when applied to modern advanced thermal management in 2020s?
The primary issue of interest is the applicability of the cooling law for a non-isothermal wall (with non- uniform surface temperatures). A general Green’s function-based framework exists but there has been no working computational method for implementation. A first-principle analysis indicates that the law of cooling and the directly solved Green’s function are both restricted by a structural modelling limitation: a range of physically relevant and numerically resolvable length scales are missing as a consequence.
The present development effort takes a different pathway. Instead of resolving the local-local influence and response, a new Spectral Heat Transfer Coefficients (SHTC) method sets up and solves global-to-local temperature-heat flux influences for a small number of spectral modes of wall temperature disturbances in a range of physically relevant and numerically resolvable length scales.
Two aerothermal regimes (linear & nonlinear) are considered respectively. First the SHTC approach is described and applied for an incompressible flow where the energy equation is decoupled from the rest eqs, and behaves linearly. Then, the corresponding temperature field is passively dictated by the velocity field. Secondly, the methodology is extended to a nonlinear regime, where the temperature field actively interact with (rather than passively influenced by) the velocity field (as in a compressible flow).
Given the time contraint, the talk serves to provide an overview/highlight of the main findings of the following recent publications on the topic:
– He, L. (2023) “Spectral Heat Transfer Coefficient for Convection”, International Journal of Heat and Mass Transfer, Vol.216, 124557 (https://doi.org/10.1016/j.ijheatmasstransfer.2023.124557).
– He L. (2023) “Chapter 2 – Conjugate Heat Transfer: Some Fundamentals and Recent Progress”, Advances in Heat Transfer, Elsevier (https://doi.org/10.1016/bs.aiht.2023.02.002).
– He, L. (2025) “Spectral Heat Transfer Coefficient for Thermal Design Analysis – PartI: Augmenting the Cooling Law for Non-Isothermal Wall”, ASMEJ. of TURBO. 147(6), (https://doi.org/10.1115/1.4066671). (the 2024 ASME Turbo Expo Congress Heat Transfer Best Paper Award).
– He, L. (2025) “Spectral Heat Transfer Coefficient for Thermal Design Analysis – Part II: Leveraging Diabatic Wall Conditioning for Nonlinear Regime”, ASMEJ. TURBO. 147(6), (https://doi.org/10.1115/1.4066672).

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HKAE TechTalk – Fast-Tracking the Northern Metropolis: Leveraging Advanced Materials and Novel Construction Technologies

October 20, 2026 (Tuesday) 4:00-5:00pm
The Civil Engineering and Development Department (CEDD) has been spearheading infrastructure construction and land supply initiatives to support Hong Kong’s sustainable growth. One of the pivotal projects led by CEDD is the Northern Metropolis Development (NMD), a strategic vehicle for advancing high-quality education, integrating I&T and industry, serving as a key growth engine to develop new quality productive forces for the city and deeper integration with the Greater Bay Area.

To transform Hong Kong into a world-class sustainable and resilient city, CEDD takes forward various inspiring ideas in practice through collaboration and partnership with academics and industrial practitioners. With the concerted efforts of all, such University-Government-Industry (UGI) collaborations have successfully harnessed emerging technologies and novel materials to produce new engineering solutions for application in the construction industry.

In order to fast-track NMD, CEDD is intensifying efforts through UGI collaborations in driving technological developments and strengthening its infrastructure delivery capabilities. While accelerating the delivery of NMD, CEDD remains committed to promoting urban-rural integration. The overarching goal is to create an environment ideal for living, working and travelling, marking a breakthrough in Hong Kong’s development.

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TechTalk – Flames That Create, Flames That Destroy

October 15, 2026 (Thursday) 4pm-5pm
Traditionally central to energy conversion, combustion is now being reimagined as a powerful tool for manufacturing and recycling materials critical to energy storage and sustainability. Flame-based spray methods, for example, offer a continuous, rapid, and scalable route to synthesizing and rejuvenating lithium-ion battery (LIB) cathode materials. These processes can reduce production costs, enable efficient material recycling, and improve performance. I will highlight flame-assisted spray pyrolysis as a technique for controlling particle morphology and tailoring electrochemical properties, all within synthesis times orders of magnitude shorter than conventional routes. Yet, alongside these manufacturing advances come critical safety challenges, most notably thermal runaway, a failure mode that can trigger hazardous battery fires. To address these concerns, I will introduce our newly developed Chemical Reaction Neural Network, a data-driven framework that uncovers reaction pathways and infers kinetic parameters directly from data, without requiring prior mechanistic knowledge. This approach offers a new window into the chemistry behind thermal runaway and other reactive phenomena, helping us better understand both the flames that create and the flames that destroy.

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TechTalk – What and How can Nano Do for You?

August 10, 2026 (Thursday) 10:30am-11:30am
Over the last 28 years, our laboratory has focused on the designed chemical synthesis and assembly of uniform-sized nanocrystals and related nanomaterials, and their biomedical, energy and soft-electronic-device applications. Especially, we invented the “heat-up process”, a simple and reproducible method to produce large quantity of uniform-sized nanoparticles (Nano Lett. 2026, 26, 4525; JACS 2001, 123, 12798; Nat. Mater. 2004, 3, 891). We fabricated ultra-flexible and/or stretchable soft-electronic quantum-dot light-emitting diodes (QLEDs). We reported a novel device design and fabrication method for 3D foldable quantum dot light-emitting diodes (QLEDs) (Nat. Elec. 2021, 4, 671), and intrinsically-stretchable QLEDs (is-QLED) (Nat. Elec. 2024, 7, 365).
For the last decade, our group has also developed several synthetic methods to produce single-atom catalysts and nanocatalysts for photo-& electro-catalytic hydrogen production and utilization such as H2O2 electrosynthesis (Nat. Mater. 2024, 23, 552, Nat. Nano. 2023, 18, 754, Nat. Nano. 2025, 20, 1237).

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TechTalk – Data Intelligence of Large Language Models

June 18, 2026 (Thursday) 4:00pm-5:00pm
Database systems, which provide various operations for defining and querying data, enable large-scale AI systems and intelligent applications in various domains. Due to recent advances in large language models (LLMs), automating database operations through code generation has become increasingly attainable. This capability of having data intelligence in LLMs has given rise to a new paradigm—Data-Centric Code Generation (DCCG)—which aims to build systems that can automatically understand, manipulate, and reason over data.
To realize DCCG, I will discuss our team’s effort in building benchmarking systems, including BIRD-SQL, a large-scale Text-to-SQL benchmark on real databases, and SWE-SQL, which gauges the ability that an LLM resolves user SQL issues. These benchmarks, widely used in the industry, reveal hallucination and other issues faced by LLMs. To address these challenges, I will present our work in graph-aware reasoning, SQL correction, and multi-turn tabular data analysis. They aim to evolve LLMs from static code generators into autonomous, trustworthy agents, with data intelligence, that can understand and generate data-driven software systems.

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TechTalk – Robotics for Soft Materials

June 11, 2026 (Thursday) 4:00pm-5:00pm
The manufacturing industry faces serious challenges from aging populations, labor shortages, and environmental crises. Robotics enhanced with emerging AI technologies is expected to overcome these challenges by enabling automation of processes that have been difficult to automate with conventional robot technologies. While today’s industrial robots excel at manipulating rigid objects, labor-intensive processes involving soft materials—like garment manufacturing—remain difficult to automate. Soft materials are challenging to manipulate because their shape is unstable and depends on the surface they are in contact with. They are also affected by environmental factors that are difficult to estimate. This presentation briefly overviews robotics for soft materials and explores how AI and machine learning can address garment manufacturing challenges. Preliminary results are introduced, including fabric part manipulation, fixture-free 2D/3D sewing, high-speed edge sensing, bimanual texture alignment, dynamic motion planning, and garment flattening.

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TechTalk – Solar PV-X Technologies: New Frontiers Beyond Electricity

May 15, 2026 (Thursday) 11:30am-12:00nn
Photovoltaic (PV) panels are typically less than 20% efficient in delivering electricity from the Sun’s
energy. The efficiency losses are especially pronounced when PV panels are exposed to high
irradiance conditions on warm, sunny days, which lead to higher temperature operation. Of the
total amount of sunlight incident on PV panels, over 70% is lost to the environment as waste heat.
This loss has motivated the development of ‘hybrid’ PV-thermal (PV-T) collectors, which combine
PV cells with a contacting fluid. The fluid recovers waste heat from the cells, thus delivering a
potentially useful thermal output, while simultaneously cooling the cells and increasing their
electrical efficiency. Recently, a new concept that we refer to as multifunctional ‘PV-X’ collector
technology has emerged, in which secondary processes are integrated synergistically with the PV
cells, exploiting the available waste heat to perform additional functions directly within the collector.
In this talk, we will present conventional and advanced PV-T and PV-X collector concepts and
designs, along with their underlying operational principles. We will explore opportunities for further
developing these technologies and examine how new materials can drive improvements from the
component to the system level, while discussing the potential of integrating these technologies into
broader solar-energy systems capable of providing cooling, heating, power, fuels or clean water.

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HKAE TechTalk – From Trustworthy Systems to Trustworthy AI

May 19, 2026 (Tuesday) 4:00-5:00pm
Trustworthiness is a critical issue in artificial intelligence (AI), especially for real-world applications. It is impossible to deploy AI in the real world without its being trustworthy. However, the connotation and extension of AI trustworthiness are not entirely clear. There has not been a single definition that is accepted by all researchers. This talk starts from a brief recall of trustworthy systems in the literature and tries to understand any potential differences between classical trustworthy systems and modern-day trustworthy AI. It argues that AI ethics is a crucial part of trustworthy AI, which was not featured in classical trustworthy systems. The talk then presents a short summary of AI ethics and governance. It presents potential synergies among responsible AI (RAI), ESG and SDGs. It points out the challenges of AI governance because of the high complexity and multi-dimensional nature of ethical principles, e.g., transparency. Potential technical solutions will be mentioned, although not in any details. The talk ends with some concluding remarks.

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TechTalk – The West’s Fading Factory Floor

May 5, 2026 (Tuesday) 10:30am-11:30am
In this talk, I’ll walk you through my research on medical and industrial exoskeletons at the University of California, Berkeley, as well as the development work at the two companies I founded in the United States. I’ll then focus on two main points.
First, the darker side of the overwhelming push across U.S. universities to encourage entrepreneurial work.
Second—and despite the first point—my next venture: how it took shape in my mind, influenced by the geographic and political landscape of West–East economic rivalries.
My goal is to create genuine motivation for some of you to join me, either as a co-founder or collaborator, to help bring this new venture to maturity.

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