<p>An array of inertial phasor units coupled through a common substrate can exhibit stable collective phase patterns. This paper explores this phenomenon by investigating a closed array–interface–substrate feedback structure. Each array unit has a device-level angular coordinate <InlineEquation ID="IEq1"> <EquationSource Format="TEX">\(\theta _n\)</EquationSource> <EquationSource Format="MATHML"><math> <msub> <mi>θ</mi> <mi>n</mi> </msub> </math></EquationSource> </InlineEquation> and produces a phasor output <InlineEquation ID="IEq2"> <EquationSource Format="TEX">\(e^{i\theta _n}\)</EquationSource> <EquationSource Format="MATHML"><math> <msup> <mi>e</mi> <mrow> <mi>i</mi> <msub> <mi>θ</mi> <mi>n</mi> </msub> </mrow> </msup> </math></EquationSource> </InlineEquation>. The interface forms products and combinations of these phasor outputs, producing harmonics indexed by integer mode vectors. The substrate processes these harmonic components and returns a modulatory signal to the array. In the case studied here, the returned feedback has gradient form and is generated by a harmonic potential <InlineEquation ID="IEq3"> <EquationSource Format="TEX">\(V(\theta )\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mi>V</mi> <mo stretchy="false">(</mo> <mi>θ</mi> <mo stretchy="false">)</mo> </mrow> </math></EquationSource> </InlineEquation>. This structure leads to a geometric theory of harmonic memory. Memories appear as stable phase-locked periodic solutions, or memory loops, selected by the resonant harmonic structure of <InlineEquation ID="IEq4"> <EquationSource Format="TEX">\(V\)</EquationSource> <EquationSource Format="MATHML"><math> <mi>V</mi> </math></EquationSource> </InlineEquation>. Memory recall occurs when the drive parameters, interpreted as attentional control variables, tune the system toward a harmonic channel: resonance selects a latent coherent loop, and the closed dynamics relax toward recurrent activity in the array.</p>

错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

Harmonic memory in phasor neural networks

  • F. Hoppensteadt

摘要

An array of inertial phasor units coupled through a common substrate can exhibit stable collective phase patterns. This paper explores this phenomenon by investigating a closed array–interface–substrate feedback structure. Each array unit has a device-level angular coordinate \(\theta _n\) θ n and produces a phasor output \(e^{i\theta _n}\) e i θ n . The interface forms products and combinations of these phasor outputs, producing harmonics indexed by integer mode vectors. The substrate processes these harmonic components and returns a modulatory signal to the array. In the case studied here, the returned feedback has gradient form and is generated by a harmonic potential \(V(\theta )\) V ( θ ) . This structure leads to a geometric theory of harmonic memory. Memories appear as stable phase-locked periodic solutions, or memory loops, selected by the resonant harmonic structure of \(V\) V . Memory recall occurs when the drive parameters, interpreted as attentional control variables, tune the system toward a harmonic channel: resonance selects a latent coherent loop, and the closed dynamics relax toward recurrent activity in the array.