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[(\))-300(and)-300(inter)20(-connections)]TJ T* [(thereof)-521(\()]TJ /T1_2 9.963 Tf (Mapping)Tj /T1_0 9.963 Tf [(\).)-521(The)-521(properties)-520(of)-521(the)-521(connections)-520(are)]TJ 0 -11.537 TD [(de\002ned)-348(by)-348(the)-348(synapses)-349(used)-348(to)-348(mak)10(e)-348(these)-348(connections)-348(\()]TJ /T1_1 9.963 Tf [(e)15(.g)15(.)]TJ /T1_0 9.963 Tf T* [(e)15(xcitatory)65(,)-394(inhibitory)-393(or)-394(plastic\).)-394(p)10(yNCS)-393(pro)15(vides)-394(con)40(v)15(enient)]TJ 0 -11.536 TD [(methods)-302(to)-302(b)20(uild)-302(such)-302(topologies)-301(on)-302(the)-302(neuromorphic)-302(setups.)]TJ 0 -11.537 TD [(Listing)-350(1)-350(demonstrates)-350(ho)25(w)-350(this)-350(w)10(orks.)]TJ ET q 1 0 0 1 44.973999 338.2189941 cm 1 g 0 0 259.029 3.985 re f Q q 1 0 0 1 48.9589996 341.9049988 cm 1 G 0.199 w 0 0 m 251.059 0 l S Q BT /T1_3 9.963 Tf 44.974 342.005 Td (\007)Tj ET q 1 0 0 1 48.9589996 342.2039948 cm 0.398 w 0 0 m 251.059 0 l S Q BT /T1_3 9.963 Tf 303.605 342.005 Td (\004)Tj ET q 1 0 0 1 45.3730011 330.5279999 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 330.5279999 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 330.5279999 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 330.5279999 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 330.5279999 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 330.5279999 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 330.5279999 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_1 6.974 Tf 49.308 332.835 Td [(#)-272(I)-222(n)-223(i)-222(t)-222(i)-222(a)-222(l)-223(i)-222(z)-222(e)-970(s)-148(e)-149(t)-148(u)-148(p)]TJ ET q 1 0 0 1 45.3730011 322.8370056 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 322.8370056 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 322.8370056 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 322.8370056 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 322.8370056 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 322.8370056 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 322.8370056 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 49.993 325.144 Td [(s)-148(e)-148(t)-148(u)-149(p)-766(=)-627(p)-9(y)-9(N)-10(C)-9(S)-184(.)-286(N)-111(e)-112(u)-111(r)-111(o)-111(S)-111(e)-111(t)-112(u)-111(p)-245(\()-311(')-237(s)-148(e)-149(t)-148(u)-148(p)-323(.)-236(x)-61(m)-61(l)-239(')-223(\))]TJ ET q 1 0 0 1 45.3730011 315.1459961 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 315.1459961 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 315.1459961 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 315.1459961 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 315.1459961 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 315.1459961 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 315.1459961 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_1 6.974 Tf 49.308 317.453 Td [(#)-782(P)-132(o)-132(p)-133(u)-132(l)-132(a)-132(t)-132(e)-782(5)-725(L)-75(I)-75(F)-797(n)-123(e)-122(u)-122(r)-122(o)-123(n)-122(s)-824(f)-103(r)-102(o)-102(m)-880(')-219(c)-130(h)-129(i)-130(p)-130(1)-307(')]TJ ET q 1 0 0 1 45.3730011 307.4550018 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 307.4550018 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 307.4550018 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 307.4550018 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 307.4550018 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 307.4550018 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 307.4550018 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 49.517 309.762 Td [(p)-80(o)-80(p)-80(1)-698(=)-627(p)-9(y)-10(N)-9(C)-9(S)-184(.)-327(P)-151(o)-152(p)-151(u)-152(l)-151(a)-151(t)-152(i)-151(o)-152(n)-285(\()-274(i)-141(d)-158(=)-196(')-164(p)-75(o)-75(p)-253(')-323(,)-896(d)-180(e)-179(s)-180(c)-180(r)-179(i)-180(p)-180(t)-179(i)-180(o)-180(n)-198(=)-196(')-150(P)-61(o)-61(p)-711(1)-228(')-222(\))]TJ ET q 1 0 0 1 45.3730011 299.7630005 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 299.7630005 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 299.7630005 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 299.7630005 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 299.7630005 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 299.7630005 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 299.7630005 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 49.517 302.071 Td [(p)-80(o)-80(p)-80(1)-255(.)-311(p)-136(o)-136(p)-136(u)-135(l)-136(a)-136(t)-136(e)]TJ ET q 1 0 0 1 102.8439941 302.2700043 cm 0.398 w 0 0 m 2.092 0 l S Q BT /T1_0 6.974 Tf 105.884 302.071 Td [(b)-136(y)]TJ ET q 1 0 0 1 115.1710052 302.2700043 cm 0.398 w 0 0 m 2.092 0 l S Q BT /T1_0 6.974 Tf 118.21 302.071 Td [(n)-136(u)-136(m)-136(b)-135(e)-136(r)-270(\()-260(s)-127(e)-127(t)-127(u)-127(p)-429(,)-911(c)-135(h)-136(i)-136(p)-153(=)-196(')-219(c)-130(h)-129(i)-130(p)-130(1)-307(')-323(,)-852(t)-136(y)-135(p)-136(e)-153(=)-196(')-243(I)-154(F)]TJ ET q 1 0 0 1 272.1990051 302.2700043 cm 0.398 w 0 0 m 2.092 0 l S Q BT /T1_0 6.974 Tf 275.365 302.071 Td [(l)-154(e)-154(a)-154(k)-154(y)]TJ ET q 1 0 0 1 45.3730011 292.0720062 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 292.0720062 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 292.0720062 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 292.0720062 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 292.0720062 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 292.0720062 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 292.0720062 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 70.126 294.38 Td [(')-322(,)-656(N)-40(=)-101(5)-100(\))]TJ ET q 1 0 0 1 45.3730011 284.3809967 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 284.3809967 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 284.3809967 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 284.3809967 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 284.3809967 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 284.3809967 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 284.3809967 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_1 6.974 Tf 49.308 286.689 Td [(#)-782(P)-132(o)-132(p)-133(u)-132(l)-132(a)-132(t)-132(e)-799(1)-66(0)-742(L)-75(I)-75(F)-797(n)-123(e)-122(u)-122(r)-122(o)-123(n)-122(s)-824(f)-103(r)-102(o)-102(m)-880(')-219(c)-130(h)-129(i)-130(p)-130(2)-307(')]TJ ET q 1 0 0 1 45.3730011 276.6900024 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 276.6900024 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 276.6900024 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 276.6900024 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 276.6900024 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 276.6900024 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 276.6900024 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 49.517 278.997 Td [(p)-80(o)-80(p)-80(2)-698(=)-627(p)-9(y)-10(N)-9(C)-9(S)-184(.)-327(P)-151(o)-152(p)-151(u)-152(l)-151(a)-151(t)-152(i)-151(o)-152(n)-285(\()-274(i)-141(d)-158(=)-196(')-164(p)-75(o)-75(p)-253(')-323(,)-896(d)-180(e)-179(s)-180(c)-180(r)-179(i)-180(p)-180(t)-179(i)-180(o)-180(n)-198(=)-196(')-150(P)-61(o)-61(p)-711(2)-228(')-222(\))]TJ ET q 1 0 0 1 45.3730011 268.9989929 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 268.9989929 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 268.9989929 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 268.9989929 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 268.9989929 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 268.9989929 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 268.9989929 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 49.517 271.306 Td [(p)-80(o)-80(p)-80(2)-255(.)-311(p)-136(o)-136(p)-136(u)-135(l)-136(a)-136(t)-136(e)]TJ ET q 1 0 0 1 102.8439941 271.5059967 cm 0.398 w 0 0 m 2.092 0 l S Q BT /T1_0 6.974 Tf 105.884 271.306 Td [(b)-136(y)]TJ ET q 1 0 0 1 115.1710052 271.5059967 cm 0.398 w 0 0 m 2.092 0 l S Q BT /T1_0 6.974 Tf 118.21 271.306 Td [(n)-136(u)-136(m)-136(b)-135(e)-136(r)-270(\()-260(s)-127(e)-127(t)-127(u)-127(p)-429(,)-911(c)-135(h)-136(i)-136(p)-153(=)-196(')-219(c)-130(h)-129(i)-130(p)-130(2)-307(')-323(,)-852(t)-136(y)-135(p)-136(e)-153(=)-196(')-243(I)-154(F)]TJ ET q 1 0 0 1 272.1990051 271.5059967 cm 0.398 w 0 0 m 2.092 0 l S Q BT /T1_0 6.974 Tf 275.365 271.306 Td [(l)-154(e)-154(a)-154(k)-154(y)]TJ ET q 1 0 0 1 45.3730011 261.3079987 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 261.3079987 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 261.3079987 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 261.3079987 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 261.3079987 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 261.3079987 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 261.3079987 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 70.126 263.615 Td [(')-322(,)-656(N)-40(=)-100(1)-101(0)-100(\))]TJ ET q 1 0 0 1 45.3730011 253.6170044 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 253.6170044 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 253.6170044 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 253.6170044 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 253.6170044 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 253.6170044 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 253.6170044 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_1 6.974 Tf 49.308 255.924 Td [(#)-758(C)-109(o)-108(n)-109(n)-108(e)-108(c)-109(t)-788(p)-80(o)-80(p)-80(1)-821(t)-141(o)-820(p)-80(o)-80(p)-80(2)]TJ ET q 1 0 0 1 45.3730011 245.9259949 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 245.9259949 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 245.9259949 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 245.9259949 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 245.9259949 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 245.9259949 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 245.9259949 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 49.57 248.233 Td [(m)-87(a)-88(p)-87(p)-88(i)-88(n)-87(g)-706(=)-627(p)-9(y)-9(N)-9(C)-9(S)-185(.)-248(M)-74(a)-74(p)-73(p)-74(i)-73(n)-74(g)-207(\()-312(')-204(n)-115(e)-116(t)-115(w)-116(o)-115(r)-115(k)-294(')-222(\))]TJ ET q 1 0 0 1 45.3730011 238.2350006 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 45.173996 238.2350006 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 45.173996 238.2350006 cm 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 48.9589996 238.2350006 cm 1 g 0 0 251.059 7.691 re f Q q 1 0 0 1 300.0180054 238.2350006 cm 1 g 0 0 3.587 7.691 re f Q q 1 0 0 1 303.8040009 238.2350006 cm 1 G 0.398 w 0 0 m 0 7.691 l S Q q 1 0 0 1 303.8040009 238.2350006 cm 0.398 w 0 0 m 0 7.691 l S Q BT /T1_0 6.974 Tf 49.57 240.542 Td [(m)-87(a)-88(p)-87(p)-88(i)-88(n)-87(g)-263(.)-308(c)-134(o)-134(n)-134(n)-134(e)-134(c)-134(t)]TJ ET q 1 0 0 1 112.0110016 240.7409973 cm 0.398 w 0 0 m 2.092 0 l S Q BT /T1_0 6.974 Tf 115.036 240.542 Td [(o)-134(n)-134(e)-134(2)-134(o)-133(n)-134(e)-268(\()-200(p)-67(o)-66(p)-67(1)-308(,)-842(p)-67(o)-66(p)-67(2)-308(,)-911(t)-136(y)-135(p)-136(e)-153(=)-196(')-271(e)-182(x)-182(c)-182(i)-182(t)-182(a)-182(t)-182(o)-182(r)-182(y)-360(')-222(\))]TJ ET q 1 0 0 1 44.973999 234.2489929 cm 1 g 0 0 259.029 3.985 re f Q q 1 0 0 1 48.9589996 234.1499939 cm 1 G 0.199 w 0 0 m 251.059 0 l S Q BT /T1_3 9.963 Tf 44.974 234.05 Td (\006)Tj ET q 1 0 0 1 48.9589996 234.2489929 cm 0.398 w 0 0 m 251.059 0 l S Q BT /T1_3 9.963 Tf 303.605 234.05 Td (\005)Tj /T1_0 7.97 Tf -254.646 -8.435 Td [(Listing)-332(1.)-996(A)-332(code)-332(snippet)-332(demonstrating)-332(ho)25(w)-331(to)-332(use)-332(the)-332(p)10(yNCS)-332(tool-set.)-332(In)]TJ 0 -8.653 TD [(this)-304(e)15(xample)-304(we)-305(de\002ne)-304(tw)10(o)-304(populations)-304(of)-304(neurons)-304(on)-305(tw)10(o)-304(chips)-304(\('chip1')-304(and)]TJ T* [('chip2'\))-398(that)-398(are)-399(part)-398(of)]TJ /T1_2 7.97 Tf 82.261 0 Td (setup)Tj /T1_0 7.97 Tf [(.)-398(Both)]TJ /T1_2 7.97 Tf 47.753 0 Td (pop1)Tj /T1_0 7.97 Tf 22.302 0 Td (and)Tj /T1_2 7.97 Tf 14.683 0 Td (pop2)Tj /T1_0 7.97 Tf 22.302 0 Td [(are)-398(\002rst)-398(de\002ned)-399(as)]TJ -189.301 -8.652 Td [(neural)-413(populations)-413(and)-412(then)-413(populated)-413(with)-412(I&F)-413(neurons)-413(on)-413(the)-412(tw)10(o)-413(chips.)]TJ T* [(This)-249(operation)-248(sets)-249(the)-249(actual)-248(communication)-249(between)-249(the)-248(softw)10(are)-249(abstraction)]TJ 0 -8.652 TD [(layer)-398(and)-399(the)-398(hardw)10(are.)-398(Finally)65(,)-398(a)]TJ /T1_2 7.97 Tf 115.389 0 Td (mapping)Tj /T1_0 7.97 Tf 36.649 0 Td [(instance)-398(is)-399(created)-398(and)-398(\002nally)]TJ /T1_2 7.97 Tf -152.038 -8.653 Td (pop1)Tj /T1_0 7.97 Tf 21.859 0 Td [(is)-342(connected)-343(to)]TJ /T1_2 7.97 Tf 52.017 0 Td (pop2)Tj /T1_0 7.97 Tf 21.858 0 Td [(in)-342(a)-343(one-to-one)-343(f)10(as)1(hion)-343(\(e)15(xcitatory)-342(connection\).)]TJ /T1_1 9.963 Tf -95.734 -21.357 Td [(D.)-500(A)20(utomatically)-350(tuning)-350(system)-350(par)15(ameter)10(s)]TJ /T1_0 9.963 Tf 9.963 -14.711 Td [(The)-294(p)10(yT)45(une)-294(tool-set)-294(relies)-294(on)-295(the)-294(translation)-294(of)-294(the)-294(problem)]TJ -9.963 -11.537 Td [(into)-304(parameter)-303(dependencies.)-304(The)-303(user)-304(de\002nes)-304(each)-303(parameter)]TJ 0 -11.536 TD [(by)-273(its)-272(measurement)-273(routine)-272(\()]TJ /T1_2 9.963 Tf (getValue)Tj /T1_0 9.963 Tf 165.435 0 Td [(function\))-273(and)-272(its)-273(sub-)]TJ -165.435 -11.537 Td [(parameters)-372(dependencies.)-372(At)-373(the)-372(lo)25(west)-372(le)25(v)15(el,)-372(the)-372(parameters)]TJ 0 -11.537 TD [(are)-442(de\002ned)-443(only)-442(by)-442(their)-442(interaction)-442(with)-443(the)-442(hardw)10(are,)]TJ /T1_1 9.963 Tf 239.034 0 Td [(i.e)15(.)]TJ /T1_0 9.963 Tf -239.034 -11.536 Td [(the)15(y)-431(represent)-430(biases)-431(of)-430(the)-431(circuits.)-430(The)-431(user)-430(can)-431(choose)-430(a)]TJ T* [(minimization)-440(algorithm)-440(from)-440(those)-441(a)20(v)25(ailable)-440(in)-440(the)-440(package)]TJ 263.014 657.634 Td [(or)-295(can)-295(de\002ne)-295(custom)-295(methods,)-296(to)-295(do)-295(the)-295(optimization)-295(that)-295(sets)]TJ T* [(the)-282(parameters)-282(v)25(alue.)-281(Optionally)-282(one)-282(can)-282(also)-282(de\002ne)-281(a)-282(speci\002c)]TJ T* [(cost)-296(function,)-296(that)-297(needs)-296(to)-296(be)-296(minimized.)-297(By)-296(def)10(ault,)-296(the)-296(cost)]TJ 0 -11.536 TD [(function)-307(is)-307(computed)-308(as)]TJ /T1_4 9.963 Tf 99.684 0 Td (\()Tj /T1_5 9.963 Tf (p)Tj /T1_6 9.963 Tf 10.312 0 Td (\000)Tj /T1_5 9.963 Tf 9.173 0 Td (p)Tj /T1_7 6.974 Tf 5.013 -1.495 Td [(desir)-31(ed)]TJ /T1_4 9.963 Tf 26.845 1.495 Td (\))Tj /T1_8 6.974 Tf 3.874 3.615 Td (2)Tj /T1_0 9.963 Tf 7.531 -3.615 Td (where)Tj /T1_5 9.963 Tf 27.399 0 Td (p)Tj /T1_0 9.963 Tf 8.073 0 Td [(is)-307(the)-307(current)]TJ -197.904 -11.537 Td [(measured)-417(v)25(alue)-418(of)-417(the)-417(parameter)-417(and)]TJ /T1_5 9.963 Tf 159.139 0 Td (p)Tj /T1_7 6.974 Tf 5.012 -1.494 Td [(desir)-31(ed)]TJ /T1_0 9.963 Tf 31.002 1.494 Td [(is)-417(the)-418(desired)]TJ -195.153 -11.537 Td [(v)25(alue.)-449(Explicit)-448(options)-449(\(such)-449(as)-448(maximum)-449(tolerance)-448(for)-449(the)]TJ T* [(desired)-407(v)25(alue,)-407(maximum)-407(number)-408(of)-407(iteration)-407(steps,)]TJ /T1_1 9.963 Tf 215.749 0 Td (etc.)Tj /T1_0 9.963 Tf [(\))-407(can)]TJ -215.749 -11.537 Td [(also)-350(be)-350(passed)-350(as)-350(ar)18(guments)-350(to)-350(the)-350(optimization)-350(function.)]TJ 9.963 -11.625 Td [(Finally)65(,)-503(the)-502(sub-parameters')-503(methods)-503(are)-503(mapped)-502(by)-503(the)]TJ -9.963 -11.536 Td [(appropriate)-327(plug-in)-328(onto)-327(the)-328(corresponding)-327(dri)25(v)15(er)20(-calls,)-328(in)-327(the)]TJ 0 -11.537 TD [(case)-249(of)-249(an)-249(hardw)10(are)-249(system,)-250(or)-249(onto)-249(method)-249(calls)-249(and)-249(v)25(ariables)]TJ T* [(in)-358(the)-357(case)-358(of)-357(a)-358(system)-357(simulated)-358(in)-357(softw)10(are.)-358(Each)-357(mapping)]TJ 0 -11.536 TD [(speci\002c)-486(to)-485(a)-486(system)-485(has)-486(to)-485(be)-486(separately)-486(implemented)-485(and)]TJ 0 -11.537 TD [(included)-350(in)-350(p)10(yT)45(une)-350(as)-350(a)-350(plug-in.)]TJ 99.298 -19.01 Td [(V)79(.)-550(R)]TJ /T1_0 7.97 Tf 21.519 0 Td [(E)-62(S)-61(U)-62(L)30(T)-61(S)]TJ /T1_0 9.963 Tf -110.854 -15.203 Td [(In)-562(this)-562(section)-563(we)-562(demonstrate)-562(ho)25(w)-562(p)10(yT)45(une)-563(is)-562(used)-562(in)]TJ -9.963 -11.536 Td [(conjunction)-555(with)-554(p)10(yNCS)-554(to)-555(set)-554(the)-555(mean)-555(\002ri)1(ng)-555(rate)-555(of)-554(a)]TJ T* [(population)-350(of)-350(neurons)-350(on)-350(a)-350(multi-neuron)-350(chip.)]TJ 9.963 -11.625 Td [(The)-233(setup)-233(comprises)-233(a)-234(multi-ne)1(u)-1(r)1(on)-234(chip)-233(which)-233(is)-233(a)]TJ /T1_4 9.963 Tf 206.846 0 Td (10)Tj /T1_5 9.963 Tf 12.286 0 Td (mm)Tj /T1_8 6.974 Tf 17.494 3.616 Td (2)Tj /T1_0 9.963 Tf -246.589 -15.152 Td [(prototype)-510(VLSI)-510(de)25(vice)-510(implemented)-510(in)-510(a)-510(standard)]TJ /T1_4 9.963 Tf 219.593 0 Td (0)Tj /T1_5 9.963 Tf (:)Tj /T1_4 9.963 Tf (35)Tj /T1_5 9.963 Tf (\026)Tj /T1_0 9.963 Tf (m)Tj -219.593 -11.537 Td [(CMOS)-634(technology)65(.)-635(The)-634(chip)-634(comprises)-634(an)-635(array)-634(of)]TJ /T1_4 9.963 Tf 236.115 0 Td (128)Tj /T1_0 9.963 Tf -236.115 -11.537 Td [(inte)15(grate-and-\002re)-497(neurons)-497(and)]TJ /T1_4 9.963 Tf 129.793 0 Td (4096)Tj /T1_0 9.963 Tf 24.877 0 Td [(adapti)25(v)15(e)-497(synapses)-497(with)]TJ -154.67 -11.536 Td [(biologically)-565(plausible)-564(temporal)-565(dynamics)-565([7].)-565(Each)-564(of)-565(the)]TJ /T1_4 9.963 Tf T* (128)Tj /T1_0 9.963 Tf 19.883 0 Td [(neurons)-496(recei)25(v)15(e)-496(input)-495(from)]TJ /T1_4 9.963 Tf 119.512 0 Td (32)Tj /T1_0 9.963 Tf 14.902 0 Td [(synaptic)-496(circuits)-495(which)]TJ -154.297 -11.537 Td [(are)-499(subdi)25(vided)-499(into)-499(sets)-499(of)-499(e)15(xcitatory)-499(non-plastic)-499(synapses,)]TJ 0 -11.536 TD [(inhibitory)-481(non-plastic)-480(synapses,)-481(and)-481(e)15(xcitatory)-480(plastic)-481(ones,)]TJ 0 -11.537 TD [(with)-303(on-chip)-303(learning)-303(capabilities)-302([11].)-303(The)-303(multi-neuron)-303(chip)]TJ T* [(biases)-243(can)-243(be)-243(modi\002ed)-243(by)-243(a)-243(board)-243(comprising)-243(a)-243(series)-243(of)-243(D)40(A)40(Cs)]TJ T* [(and)-392(interf)10(aced)-392(via)-392(USB)-392(to)-392(the)-392(w)10(orkstation.)-392(Input)-392(and)-392(output)]TJ 0 -11.536 TD [(spik)10(es)-350(are)-350(sent)-350(to/from)-350(the)-350(chip)-350(using)-350(the)-350(AER)-350(protocol.)]TJ 9.963 -11.625 Td [(In)-358(this)-358(e)15(xample,)-358(we)-358(created)-358(a)-359(population)-358(of)]TJ /T1_4 9.963 Tf 183.051 0 Td (5)Tj /T1_0 9.963 Tf 8.549 0 Td [(neurons)-358(and)]TJ -201.563 -11.537 Td [(de\002ned)-420(a)]TJ /T1_2 9.963 Tf 42.122 0 Td (Rate)Tj /T1_0 9.963 Tf 28.095 0 Td [(parameter)-420(corresponding)-420(to)-420(the)-420(mean)-420(\002ring)]TJ -70.217 -11.536 Td [(rate)-263(of)-262(the)-263(population.)-262(The)-263(parameter)-262(uses)-263(b)20(uilt-in)-263(functions)-262(of)]TJ 0 -11.537 TD [(p)10(yNCS)-335(to)-335(stimulate)-335(the)-336(neurons,)-335(monitor)-335(their)-335(output)-335(spiking)]TJ T* [(acti)25(vity)-350(and)-350(compute)-350(the)-350(population)-350(mean)-350(\002ring)-350(rate.)]TJ 9.963 -11.624 Td [(In)-282(principle)-282(the)-282(population')55(s)-282(mean)-281(\002ring)-282(rate)-282(can)-282(depend)-282(on)]TJ -9.963 -11.537 Td [(se)25(v)15(eral)-305(parameters)-306(\()]TJ /T1_1 9.963 Tf [(e)15(.g)15(.)]TJ /T1_0 9.963 Tf 98.053 0 Td [(injected)-305(currents,)-306(recurrent)-305(connecti)25(v-)]TJ -98.053 -11.537 Td [(ity)65(,)-393(e)15(xternal)-393(inputs,)-392(time-constants\).)-393(In)-393(order)-393(to)-392(simply)-393(illus-)]TJ 0 -11.536 TD [(trate)-328(ho)25(w)-328(p)10(yT)45(une)-328(handles)-328(the)-329(dependencies)-328(we)-328(de\002ne)-328(the)-328(pa-)]TJ 0 -11.537 TD [(rameter)-247(as)-248(dependent)-247(on)-248(tw)10(o)-247(sub-parameters,)-248(the)]TJ /T1_2 9.963 Tf 197.26 0 Td (Injection)Tj /T1_0 9.963 Tf -197.26 -11.537 Td [(current)-278(to)-278(the)-277(neurons)-278(and)-278(the)]TJ /T1_2 9.963 Tf 122.847 0 Td (Leak)Tj /T1_0 9.963 Tf 26.679 0 Td [(current)-278(of)-278(the)-277(membrane.)]TJ -149.526 -11.536 Td [(These)-388(are)-388(in)-388(f)10(act)-388(biases)-388(of)-389(the)-388(chip,)-388(i.e.)-388(v)20(oltages)-388(to)-388(the)-388(g)5(ate)]TJ T* [(transistors)-395(generating)-395(the)-396(injection)-395(current)-395(\(p-type)-395(transistor\))]TJ T* [(and)-350(the)-350(leak)-350(current)-350(\(n-type\))-350([12].)]TJ 9.963 -11.625 Td [(T)80(o)-587(visualize)-587(the)-587(dependence)-587(of)]TJ /T1_2 9.963 Tf 142.42 0 Td (Rate)Tj /T1_0 9.963 Tf 29.757 0 Td [(on)-587(its)-587(tw)10(o)-587(sub-)]TJ -182.14 -11.536 Td [(parameters,)-559(we)-558(carry)-559(out)-559(a)-559(tw)10(o-dimensional)-558(sweep)-559(across)]TJ T* [(the)-529(parameter)-528(space.)-529(The)-528(points)-529(in)-528(the)-529(3D)-528(plot)-529(of)-529(Fig.)-528(3)]TJ T* [(represent)-242(the)-243(v)25(alues)-243(of)]TJ /T1_2 9.963 Tf 91.855 0 Td (Rate)Tj /T1_0 9.963 Tf [(,)-243(whi)1(ch)-243(lie)-243(on)-242(a)-243(non-linear)-242(surf)10(ace)]TJ -91.855 -11.536 Td [(because)-516(of)-515(the)-516(e)15(xponential)-515(relationship)-516(between)-516(the)-515(biases)]TJ T* [(and)-563(their)-563(respecti)25(v)15(e)-563(currents.)-564(The)-563(def)10(ault)-563(cost)-563(function)-563(is)]TJ /T1_4 9.963 Tf T* (\()Tj /T1_5 9.963 Tf (r)Tj /T1_6 9.963 Tf 10.52 0 Td (\000)Tj /T1_5 9.963 Tf 9.622 0 Td (r)Tj /T1_7 6.974 Tf 4.495 -1.494 Td [(desir)-31(ed)]TJ /T1_4 9.963 Tf 26.845 1.494 Td (\))Tj /T1_8 6.974 Tf 3.875 3.616 Td (2)Tj /T1_0 9.963 Tf 4.469 -3.616 Td [(,)-332(where)]TJ /T1_5 9.963 Tf 33.436 0 Td (r)Tj /T1_0 9.963 Tf 8.075 0 Td [(is)-332(the)-331(v)25(alue)-332(of)]TJ /T1_2 9.963 Tf 61.661 0 Td (Rate)Tj /T1_0 9.963 Tf 27.214 0 Td [(measured)-332(from)]TJ -190.212 -11.536 Td [(the)-318(hardw)10(are)-318(system)-318(and)]TJ /T1_5 9.963 Tf 103.87 0 Td (r)Tj /T1_7 6.974 Tf 4.495 -1.495 Td [(desir)-31(ed)]TJ /T1_4 9.963 Tf 29.612 1.495 Td [(=)-278(50)]TJ /T1_0 9.963 Tf 23.647 0 Td [(Hz)-318(is)-318(the)-318(tar)18(get)-318(v)25(alue.)]TJ -161.624 -11.537 Td [(In)-317(this)-317(e)15(xample,)-318(p)10(yT)45(une)-317(minimizes)-317(the)-317(cost)-318(function)-317(using)-317(an)]TJ T* [(implementation)-308(of)-307(the)-308(T)35(runcated)-307(Ne)25(wton)-308(\(TN\))-308(algorithm)-307([13])]TJ 0 -11.536 TD [(pro)15(vided)-336(by)-336(SciPy')55(s)-336(optimization)-336(module)-336([14].)-336(The)-336(blue)-336(path)]TJ 0 -11.537 TD [(sho)25(wn)-253(in)-253(Fig.)-254(3)-253(connects)-253(the)-253(points)-253(measured)-254(by)-253(p)10(yT)45(une)-253(while)]TJ T* [(setting)-350(the)]TJ /T1_2 9.963 Tf 45.718 0 Td (Rate)Tj /T1_0 9.963 Tf (.)Tj /GS0 gs /T1_9 1 Tf 11 0 0 11 296.45 2.75 Tm (875)Tj ET endstream endobj 59 0 obj << /Length2 18366 /Length3 0 /Length 19210 /Filter /FlateDecode /Length1 1630 >> stream xڬct&WlsŶmŠb۶Qm۶mW}8_cL]׼"'VR63J:330,l\l蕁f.zvXrrQG34,,fnnnXr3JMY?5<7@hmgou ́S k @TQISZA@% J.F9 c`j055'XNC=oh`tpr p9:MU_`JvNNƎ΀Y$]?,v=M]i_0ΆNg? 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