I would like to express my heartfelt gratitude to my advisor Prof. Andy Khong for his valuable guidance during the course of my research. It was through him I was introduced to the subject area of near-field seismic signal processing. I am grateful for his constant enthusiasm and motivation during our technical discussions. I am also thankful for his general interest in my overall well-being throughout my graduate study. I am thankful to the Singapore MINistry of DEFence (MINDEF) and Nayang Technological University for funding my research work through the Defence Innovation Research Programme. My special thanks to Mr. Tan Teng Chork from MINDEF, and Ms. Oh Geok Lian from DSO National Laboratories, Singapore, for their feedback during our biannual reviews. The setup and execution of outdoor experiments for collecting real-world data was not a simple task in the hot and humid climate of Singapore. I am thankful to Vinod Reddy, Cao Jiuwen and Shen Huizhi for helping me conduct the field experiments. I am grateful to my friends and collegues