השוואת שיטות

	קידוד חיזוי ליניארי	עיצוב אלומה (Beamforming)
תחום	אקוסטיקה	אקוסטיקה
משפחה	Process / pipeline	Process / pipeline
שנת המקור	1975	1988
הוגה השיטה	Freddy Burg, John Makhoul	Van Veen, Barry Buckley
סוג	Predictive speech coding and analysis	Directional audio array processing
מקור מכונן	Makhoul, J. (1975). Linear prediction: A tutorial review. Proceedings of the IEEE, 63(4), 561–580.	Van Veen, B. D., & Buckley, K. M. (1988). Beamforming: A versatile approach to spatial filtering. IEEE ASSP Magazine, 5(2), 4–24.
כינויים	LPC, autoregressive model, speech prediction, vocal tract modeling	beamformer, spatial filtering, microphone array, phased array
קשורות	5	5
תקציר	Linear Predictive Coding (LPC) is a powerful signal processing technique for modeling and compressing speech by assuming each speech sample can be predicted from a linear combination of previous samples. Pioneered by Burg and Makhoul in the 1970s, LPC is the foundation of speech codecs, speech synthesis, speaker recognition, and speech enhancement. LPC exploits the time-correlated structure of speech to achieve high compression ratios and enable efficient parameter extraction.	Beamforming is a spatial signal processing technique that uses microphone arrays to selectively enhance sound from a desired direction while suppressing sounds from other directions. Formalized by Van Veen and Buckley in 1988, beamforming is fundamental to hands-free speech communication, hearing aids, sonar, radar, and spatial audio recording. It enables 'listening' with directional sensitivity despite using omnidirectional microphones, by exploiting time delays and phase differences between array elements.