It is with great pleasure that we introduce this special issue of Signal Processing, published to mark the 45th anniversary of the journal. Since its inception in 1979, Signal Processing has played a foundational role in shaping the evolution of the field. As the flagship journal of the European Association for Signal Processing (EURASIP), it has served not only as a premier venue for scientific dissemination but also as a pillar of the signal processing research community. [...]