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Utility strikes have spawned companies specializing in providing a priori analyses of the underground. Geophysical techniques such as Ground Penetrating Radar (GPR) are harnessed for this purpose. However, analyzing GPR data is labour-intensive and repetitive. It may therefore be worthwhile to amplify this process by means of Machine Learning (ML). In this work, harnessing the ADR design science methodology, an Intelligence Amplification (IA) system is designed that uses ML for decision-making with respect to utility material type. It is driven by three novel classes of Convolutional Neural Networks (CNNs) trained for this purpose, which yield accuracies of 81.5% with outliers of 86%. The tool is grounded in the available literature on IA, ML and GPR and is embedded into a generic analysis process. Early validation activities confirm its business value.

In this introduction to our volume on growing up in Asian societies, we define the claim of this collection, explain the approach, and take stock of what it has been possible to achieve empirically and conceptually for the further global study of childhood and youth. Our aim was to understand and present the young generation in its intergenerational relations. The 16 studies, divided into four regional sections, show a broad spectrum of very different conditions in which this young generation lives, of expectations with which they are confronted, and of strategies for action that are open to them. And they show the overriding importance of the commitments and solidarities between different age groups across societies. We propose – in the sense of a theoretical conclusion – three concepts that should be central to the study of childhood and youth experiences: (inter)generational order, existential inequality, and voice. Whereby, the latter concept also has to take into account walls of silence. The three concepts have extended prior work of childhood and youth studies with new analytical power and empirical relevance, based on this most comprehensive collection to date on growing up in Asian societies.