{"id":1929,"date":"2026-08-17T02:51:59","date_gmt":"2026-08-17T02:51:59","guid":{"rendered":"https:\/\/smartdata.ece.ufl.edu\/?p=1929"},"modified":"2026-08-17T02:53:20","modified_gmt":"2026-08-17T02:53:20","slug":"poles-and-zeros-causality-stability","status":"publish","type":"post","link":"https:\/\/smartdata.ece.ufl.edu\/index.php\/2026\/08\/17\/poles-and-zeros-causality-stability\/","title":{"rendered":"Poles and Zeros \/ Causality \/ Stability"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Stability and Feedback<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Stability<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A system is asymptotically stable if the region of convergence includes the unit circle.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As a result, a causal system is asymptotically stable if all of its poles are inside the unit circle (i.e., |z| &lt; 1). An anti-causal system is asymptotically stable if all of its poles are outside the unit circle (i.e., |z| &gt; 1).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If the system is asymptomatically stable, the impulse response <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/ql-cache\/quicklatex.com-1f512a2894d9a195d5547e847a3f1bef_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#104;&#91;&#110;&#93;\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"29\" style=\"vertical-align: -5px;\"\/> converses to <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/ql-cache\/quicklatex.com-8354ade9c79ec6a7ac658f2c3032c9df_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#48;\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"9\" style=\"vertical-align: 0px;\"\/> as <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/ql-cache\/quicklatex.com-fe40df348021820ab50b65a593f7f651_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"&#116;&#32;&#92;&#114;&#105;&#103;&#104;&#116;&#97;&#114;&#114;&#111;&#119;&#32;&#92;&#105;&#110;&#102;&#116;&#121;\" title=\"Rendered by QuickLaTeX.com\" height=\"13\" width=\"51\" style=\"vertical-align: -1px;\"\/>. The figures below show examples of stable and unstable systems.<\/p>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-45fa7e1d wp-block-group-is-layout-grid\">\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2131\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-27.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2132\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-28.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2133\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-29.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2134\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-30.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2135\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-31.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2136\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-32.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2137\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-33.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2138\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-34.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Impulse Responses and Pole-Zero Plots<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">We can often infer the behavior of a system impulse response by the locations of pole. Poles on the unit circle observe no increase or decrease in amplitude over time. As the poles get further from the unit circle, the impulse response either increases or decreases with time (depending on the type of causality and location of the pole). Below are examples of impulse responses and pole-zero plots.<\/p>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-45fa7e1d wp-block-group-is-layout-grid\">\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2140\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-35.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2141\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-36.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2142\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-37.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2143\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-38.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2144\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-39.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2145\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-40.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2146\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-41.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2147\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-42.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2148\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-43.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2149\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-44.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"270\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-300x270.png\" alt=\"Pole-zero plot\" class=\"wp-image-2150\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-300x270.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-1024x923.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-768x692.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-1536x1384.png 1536w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-1000x901.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-230x207.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-350x315.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45-480x433.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-45.png 1598w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Pole-zero plot<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-medium wp-container-content-a37929a5\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46-300x250.png\" alt=\"Impulse Response\" class=\"wp-image-2151\" srcset=\"https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46-300x250.png 300w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46-1024x853.png 1024w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46-768x640.png 768w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46-1000x833.png 1000w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46-230x192.png 230w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46-350x292.png 350w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46-480x400.png 480w, https:\/\/smartdata.ece.ufl.edu\/wp-content\/uploads\/2026\/08\/image-46.png 1152w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Impulse Response<\/figcaption><\/figure>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Stability and Feedback Stability A system is asymptotically stable if the region of convergence includes the unit circle. As a result, a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"post-templates\/post_noheader_nofooter2.php","format":"standard","meta":{"footnotes":""},"categories":[76,108,1],"tags":[],"class_list":["post-1929","post","type-post","status-publish","format-standard","hentry","category-education","category-foundations-of-digital-signal-processing","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/posts\/1929","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/comments?post=1929"}],"version-history":[{"count":4,"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/posts\/1929\/revisions"}],"predecessor-version":[{"id":2155,"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/posts\/1929\/revisions\/2155"}],"wp:attachment":[{"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/media?parent=1929"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/categories?post=1929"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartdata.ece.ufl.edu\/index.php\/wp-json\/wp\/v2\/tags?post=1929"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}