Smart Exploration of Perovskite Photovoltaics: From AI Driven Discovery to Autonomous Laboratories
In this review, we summarize the fundamentals of AI in automated materials science, and review AI applications in perovskite solar cells. Then, we sum up recent progress in AI‐guided manufacturing optimization, and highlight AI‐driven high‐throughput and autonomous laboratories.
Wenning Chen +4 more
wiley +1 more source
Advancing Systemic Risk Assessment for Complex, Interdependent Systems: A Research Agenda. [PDF]
Logan T +9 more
europepmc +1 more source
A Large Scale Multi‐Modal Workflow for Battery Characterization: From Concept to Implementation
Isolated characterization techniques produce independent datasets and single‐property insights. However, progressively more holistic interpretations of battery‐material behavior is needed in the future. Here we demonstrate a coordinated multimodal workflow enabling the correlation of heterogeneous datasets and the construction of multidimensional ...
François Cadiou +34 more
wiley +1 more source
Direct seawater electrolysis using anion exchange membranes is emerging as a promising route for sustainable hydrogen production. This review summarizes multiscale design strategies from seawater chemistry and OER–ClER selectivity to catalysts, membranes, MEAs, cells, stacks, and system integration, providing a roadmap toward selective, durable, and ...
Chiho Kim +7 more
wiley +1 more source
Sustainability driven mechanism underlying crowdsourcing solvers' innovation behavior in the digital era evidence from SEM and fsQCA. [PDF]
Jin X.
europepmc +1 more source
Design Principles of Electrocatalysts for Industrial‐Scale Water Electrolysis
This Review distills electrocatalyst design for industrial‐scale water electrolysis into integrated principles linking active‐site engineering, phase and lattice modulation, interfacial microenvironment regulation and mass‐transport control. By connecting catalyst families with HER/OER mechanisms and practical operating demands, it outlines pathways ...
Hong Tang, Ce Cui, John Wang
wiley +1 more source
Quality of Life in Intensive Care Unit Survivors-Family Member Dyads: A Conceptual Framework and Longitudinal Study Protocol. [PDF]
Trotta F +6 more
europepmc +1 more source
Surface strain tunes the NiMo/electrolyte interface without altering intrinsic hydrogen evolution reaction (HER) kinetics. The strained surface exhibits a lower effective bubble‐detachment tendency and faster release of smaller H2 bubbles, sustaining a more accessible catalytic interface in near‐neutral electrolyte. Reduced bubble‐induced transport and
Si Eun Je +12 more
wiley +1 more source
"I feel good… I knew that I would…": The role of self in musical reward across cultures. [PDF]
Tang J.
europepmc +1 more source
Double auction with interdependent values: incentives and efficiency
We study a double auction environment where buyers and sellers have inter-dependent valuations and multiunit demand and supply. We propose a new mechanism, the groupwise-price mechanism.
Yamashita, Takuro, Kojima, Fuhito
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