Development of a FPGA-based Motion Control IC for Robot Arm
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1 Development of a FPGA-based oton Control IC for Robot Arm Yng-Sheh ung, ember IEEE Southern Tawan Unversty of Technology No. Nan-Ta Street, Yung-ang Tanan County, 7, TAIWAN kung@mal.stut.edu.tw Gua-Sheh Shu Southern Tawan Unversty of Technology No. Nan-Ta Street, Yung-ang Tanan County, 7, TAIWAN m9@mal.stut.edu.tw Abstract A new generaton of Feld Programmable Gate Array (FPGA technologes enables to ntegrate an embedded processor IP (Intellectual Property and an applcaton IP nto a SoPC (System-on-a-Programmable-Chp envronment. A moton control IC for robot arm based on the SoPC envronment s presented n ths paper. The FPGA-based moton control IC has two IPs, a Nos embedded processor IP and an applcaton IP. The Nos processor s used to perform the functon of the command generaton, the nverse knematc computaton and the pont-to-pont moton control. The applcaton IP s used to perform the functons of the fve axs poston control of the robot arm. The former s mplemented by software due to the complcated control algorthm and low samplng frequency control (less than Hz. The latter s mplemented by hardware due to the need of hgh samplng frequency control (control loop: k Hz, PW perpheral crcut: ~8Hz but smple computaton. At last, an expermental system has been set up and some expermental results have been demonstrated. I. INTRODUCTION Robotc control s an exctng and hgh challenge research work n recent year. Several solutons to the mplementaton of dgtal control system for robot manpulator and moble robots are proposed n the lteratures [-]. But, all of those technques use the DSP chp or FPGA chp to realze the software part or hardware part of the robot control system. They ddn t provde an overall hardware /software soluton usng a sngle chp. Nowadays, an embedded processor and applcaton IP desgn can be developed and downloaded nto FPGA to construct a SoPC envronment [5-8]. Therefore, n ths paper, a fully dgtal moton control IC for fve-axs artculated robot arm under ths SoPC envronment s proposed and shown n Fg.. In ths proposed moton control IC, t has two IPs, a Nos embedded processor IP and an applcaton IP. The Nos processor IP s used to mplement the nverse knematc scheme and the pont-to-pont moton trajectory control by software, and the applcaton IP s used to realze the fve-axs poston control by hardware. Therefore, all of the functon needed for buldng up a fully dgtal moton control for a fve-axs artculated robot arm can be ntegrated n a sngle FPGA chp. The FPGA chp here adopts Altera Cyclone EPC, whch has,6 Les, maxmum user I/O pns, total 9,9 RA bts, and a Nos embedded processor whch has a -bt confgurable CPU core, to bytes avalable on chp and maxmum G bytes off-chp memory. At last, an expermental system ncluded by a FPGA expermental board, fve sets of nverter, a set of PC and a ovemaster RV- mcro artculated robot arm producng by tsubsh s set up and verfed the correctness and effectveness of the moton control IC. II. SYSTE DESCRIPTION AND DESIGN The archtecture of the servo control system for a fve-axs artculated robot arm s shown as Fg.. The FPGA s a kernel devce and the detaled desgn s as follows: A. The mathematcal model of robot arm wth actuator The dynamc equaton of the n-lnk robot arm s gven by: [9] ( q + V ( q, + F( m + G( q = τ ( wth (q nertal matrx, V m ( q, Corols /centrpetal vector, G (q gravty vector, F ( frcton vector. The q,, & and τ denote the n-vector of the poston, velocty, acceleraton and generalzed forces, respectvely. The τ, q, n and & are R. The dynamcs of the dc motors that drve the arm lnks are gven by the n decoupled equatons [9] J + B + F + Rτ = v ( wth q = vec{ q }, J = dag{ J } B = dag{ B + b / Ra } dag{ B } ( R = dag{ r }, = dag{ / Ra } v = vce( v, τ = vec( τ where R, a, v,, b are resstance, current, voltage, voltage constant, current constant, respectvely. The J, B, τ, τ are the nertal, vscous, generated torque of the motor, L load torque for the th axs of the robot arm, respectvely. Combned equatons ( and (, the dynamc equatons ncludng robot arm and dc motor can be obtaned. At frst, f the gear rato of the couplng from the th motor to the th arm lnk s r, whch we can defne as follows q = r q or q = R q ( /5/$. 5 IEEE 97
2 PW Sgnal Inverter- J-axs otor Encoder Sgnal Inverter- J-axs otor J-axs J-axs J-axs Fve-axs Poston control crcuts usng Programmable Logc Devce Inverter-5 J5-axs otor J5-axs J-axs External memory Embedded Processor IP (Nos Processor FPGA-based moton control IC Applcaton IP Inverter- J-axs otor J-axs otor PW Sgnal Inverter- Encoder Sgnal Fg. The archtecture of a FPGA-based moton control system for a fve-axs artculated robot arm Substtutng equaton ( nto (, then nto (, t can obtan ( J + R ( q & + ( B + R Vm ( q, + RF ( q (5 + R F( q + R G( q = R v Due to the gear rato r s often small for obtanng to ncrease torque value on the commercal robot arm, t can help us to smply the formulatons. From equaton (5, the dynamc equaton combnng the motor and arm lnk s gven by r ( J + r m + B + r F = v r d Ra (6 where d = m + V + F + G (7 j j j j, k jk j k Therefore, when the gear rato r s small, the r term n equaton (6 can be neglected, equaton (6 s smplfed by r J + B + r F = v (8 Ra Substtutng equaton ( and ( nto (8, the followng equatons can be gven b (9 J + ( B + + TL = v Ra R a where T s the external force or the dsturbance force L nduced by other arm moton. Therefore, f the gear rato s small, the control block dagram combnng arm lnk, motor actuator and P controller n poston and PI controller n velocty loop at each axs can be represented n Fg.. B. The computaton of the pont-to-pont moton control: In Fg., the moton command of robot arm uses pont-to-pont control scheme wth constant acceleraton /deceleraton trapezod velocty profle. In ths scheme, the desgned parameters are the overall movng dsplacement θ (degree, the maxmum velocty W (degree/s, the acceleraton or deceleraton perod T acc, and the poston command samplng nterval t d. Therefore, based on the trapezod velocty profle, the nstantaneous poston command q at each samplng nterval can be determned by the followng procedure: Step : Computaton of the overall runnng tme. T = AX ( θ /W, θ /W, θ /W, θ /W, θ 5 /W 5, T acc + T acc ( Step : Adjustment of the overall runnng tme to meet the condton of multple of the samplng nterval. N =[T acc /t d ] and N=[T/t d ] ( Where N s the nterpolaton number and [.] refers to Gauss functon wth nteger output value. Therefore, T = N t acc d and T =N t d ( Step : odfcaton of the maxmum velocty L ( θ, θ, θ, θ, θ5 ( W = L /( T T acc ( Step : Calculaton of acceleraton/deceleraton value A = W / T acc (5 Step 5: Calculaton of poston command at md-poston Acceleraton regon: q p = qr + A t (6 where t =n t d, <n N, and q s the ntal poston. r Constant speed regon: q p = qr + W t (7 where t =n t d, <n N, q s the fnal poston at r acceleraton regon and N=N- N. (c Deceleraton regon: q p = qr + ( W t A t (8 where t =n t d, <n N and q s the fnal poston at r constant speed regon. FPGA chp q v + e + + z p p z - Poston velocty controller z controller DC motor and drver th of the arm L s + R a a wth L a b T L - T + J s+ B s Fg. The block dagram of poston controller for th robot arm q q r 98
3 C. Computatonal procedure of the Inverse knematcs of an artculated robot arm Fg. shows the lnk coordnate system of a fve-axs artculated robot usng Denavt-Hartenberg conventon []. The knematc parameters of tsubsh RV- mcro robot arm used n ths paper are lsted n Table I. For the lmt of the paper, the detaled descrpton about the nverse knematcs of the artculated robot s omtted and only the computatonal procedure s shown as follows. The nputs of the followng equatons are space coordnate value x,y,z and the outputs are moton angle at each axs of robot arm. θ =θ = a tan y x (9 Step: 5 [, ] Step: b ± ( x + y b + ( d d z = ( Step: 5 a a θ = cos ( aa Step: ( a + a cosθ ( d d5 z absnθ sn θ = ( b + ( d + d5 z Step5: ( a + a cosθ b a snθ( d d5 z cos θ = ( b + d + d z ( 5 Step6: θ atan [ snθ, cosθ ] = ( Step7: θ = θ θ (5 where a, a 5, d, d 5 are Denavt-Hartenberg parameters. D. The proposed moton control IC for robot arm The nternal archtecture of the moton control IC based on SoPC technology for artculated robot arm s shown n Fg.. The SoPC technology s developed by Altera Corporaton and conssts of a FPGA and a Nos embedded processor. The FPGA chp here adopts Altera Cyclone EPC, whch has,6 LEs, maxmum user I/O pns, total 9,9 RA bts, and a Nos embedded processor whch has a 6-bt or -bt confgurable CPU core, to bytes avalable on chp and maxmum G bytes off-chp memory. In Fg., the moton control IC has two IPs, a Nos embedded processor IP and an applcaton IP. The Nos processor s used to perform the functons of the poston command generaton, nverse knematc computaton and pont-to-pont moton control by software and the flow chart of nterrupt servce routne (ISR for moton control s shown n Fg.. The moton controller s program s coded n C language. The applcaton IP s used to realze the fve-axs poston control by hardware, and ther crcuts nclude a frequency dvder, fve poston/velocty controller crcuts, fve sets of crcut, fve sets of PW crcut and a grpper control crcut. The system frequency (clk, poston control (clk_p and velocty control (clk_s samplng frequency n Fg. are desgned wth 5Hz, 76Hz and 55Hz, respectvely. Fg. 6 s poston/velocty PI controller crcut, whch need 5 sets of multpler, 7 sets of adder/subtracter and 5 sets of D Flp-flop. Fg. 7 s crcut and ts smulated waveform at up-count and down-count condton s shown n Fg. 8. Fg. 9 s a PW crcut and t s desgned wth 8 khz frequency value and.8µs dead-band. The smulated waveforms for PW crcut are shown n Fg.9. The overall crcuts ncluded a Nos embedded processor (5.% and an applcaton IP (.9% n Fg. use 6% utlty (LEs of the Cyclone EPC. d θ y z θ z x y x a a θ z θ y x y y5 z x y x θ z x5 θ 5 z5 Fg. Lnk coordnates of a fve-axs artculated robot TABLE I: Denavt-Hartenberg parameters of the robot arm Inverse nematcs 5 Nos Processor IP Pont to pont moton control θ θ θ θ θ θ 5 q d d ( mm ( mm ( mm ( mm d5 ( 7 mm FPGA-based moton control IC for robot arm Poston command generaton x,y,z θ, θ θ, θ θ 5 q q q q 5 Applcaton IP a ( mm a ( 5 mm a ( 6 mm ( mm ( mm -p -s Sta-J[7..] Poston & velocty -J[7..] controller (J -p -s Sta-J[7..] -J[7..] -p -s Sta-J[7..] -J[7..] -p -s Sta-J[7..] -J[7..] -p -s Sta-J5[7..] -J5[7..] Poston & velocty controller (J Poston & velocty controller (J Poston & velocty controller (J Poston & velocty controller (J5 Grpper-ctrl u-j[..] α α ( π α ( π -J[7..] Frequency -s dvder -p Grpper control PW Generaton Crcut u-j[..] PW Generaton -J[7..] Crcut u-j[..] PW Generaton -J[7..] Crcut u-j[..] PW Generaton -J[7..] Crcut u-j5[..] PW Generaton -J5[7..] Crcut Fg. Internal archtecture of the proposed moton control IC Start of ISR ( each 5Hz Read ncremental poston x,y,z Compute the Inverse knematc equatons n (9~(5 and obtan θ,θ,θ, θ,θ 5 d5 Compute the pont-to-pont moton trajectory by equatons n (~(8 and obtan q,q,q,q,q 5 Send the value of q,q,q,q,q 5 to applcaton IP Return Fg. 5 ISR for moton control of robot arm n Nos ext- GPR GPR Brake-J Brake-J PW-J PW-J PW-J PW-J LS-J PA-J PB-J PZ-J PW-J PW-J PW-J PW-J LS-J PA-J PB-J PZ-J PW-J PW-J PW-J PW-J LS-J PA-J PB-J PZ-J PW-J PW-J PW-J PW-J LS-J PA-J PB-J PZ-J PW-J5 PW-J5 PW-J5 PW-J5 LS-J5 PA-J5 PB-J5 PZ-J5 99
4 Poston &Velocty controller Sta-Jn [7..] _P Poston Loop SUB Err[5..] _P P [5..] ultply Q( Speed_Com [5..] Velocty Loop _S D-FF U [..] _Jn [7..] _S _S D-FF Speed_Com [5..] SUB _S C_Jn[5..] _S rpm[5..] ultply Q( _S SUB _S P[5..] D-FF _S I[5..] ultply _S ultply _S ADD ADD Q( Lmt u_jn [..] Fg. 6 Crcut for Poston and velocty loop n Fg. PA FILTER A D-type FF PHA DLA PHB DECODER DIR PLS COUNTER u PW Generaton Up-down Counter Frequency dvder Comparator clk Edge detect counter Comparator logc PW PW PW PW PB FILTER B D-type FF DLB Dead-band value Fg.7 crcut Fg.9 PW crcut 8kHz Fg.8 Smulated waveforms for crcut up-count down-count.8us Dead tme Fg. Smulated waveforms for PW crcut
5 III. EXPERIENTS AND RESULTS The overall expermental system s depcted n Fg., and t ncludes a FPGA expermental board, fve sets of nverter and a tsubsh ovemaster RV- mcro artculated robot. The servo axs of ths mcro artculated robot has fve degrees of freedom (hand sn t ncluded n ths arm. Each axs s drven by a V dc servo motor wth a reducton gear. The operaton range of robot arm are wrst roll ±8 degrees (J5-axs, wrst ptch ±9 degrees (J-axs, elbow rotaton degrees (J-axs, shoulder rotaton degrees (J-axs and wast rotaton degrees (J-axs. The gear ratos for J to J5 axs of the robot are :, :7, :, :86 and :8, respectvely. The maxmum path velocty s mm/s and the lftng capacty s.kg ncludng hand. The total weght of ths robot arm s 9 kg. The FPGA chp adopts Altera Cyclone EPC whch has,6 LEs, maxmum user I/O pns, total 9,9 RA bts, and a Nos embedded processor can download to ths FPGA chp whch has a 6-bt or -bt confgurable CPU core, to bytes avalable on chp and maxmum G bytes off-chp memory. In mplementaton, the PW swtchng frequency and dead-band of nverter, poston control samplng frequency are desgned wth 8k Hz,.8µs and 76 Hz, respectvely. To confrm the effectveness of the proposed servo control IC, the square-wave poston command wth 6 degrees ampltude and seconds perod s used to test the dynamc response performance of the robot arm. The artculator robot s set to a specfed atttude wth postons of jont to jont 5 be at [9º, º, 6º, 5º, º]. In controller desgn, we use the same controller parameter at each axs of robot arm that the P-gan n poston loop are desgned wth., the P-gan and I-gan n velocty loop are chosen by. and.. The expermental results of step response are shown n Fgs. ~5. The rsng tmes of step response are wth ms, 8ms, 8ms, 5ms and 7 ms for J~J5 axs, respectvely. Fgs. ~5 also show the zero steady-state results. To test the trackng performance of a pont-to-pont moton control at man axs of robot arm, the overall dsplacement command wth acceleraton/deceleraton velocty profle s desgned wth, pulses (89 degree, 5, ( degree pulses and, pulses (7 degree for J, J and J-axs, respectvely. The trackng results correspondng wth the aforementoned nput commands are shown n Fgs. 6~8. It can be seen that no matter what n poston or the velocty trackng, the moton trajectory of robot arm can gves a perfect trackng wth target command n J~J axs. Furthermore, the performance of the crcular trajectory trackng under fve-axs smultaneous moton s tested. In ths experment, the functon about pont-to-pont moton control n Fg. s neglected. The crcular trajectory command wll generate equdstant segmented ponts at center wth (,, mm and radus wth 5 mm, and ts trackng result s shown n Fg. 9. The errors of crcular trajectory trackng are less than.5mm and t shows a good moton trackng result under a prescrbed plannng trajectory. Therefore, from Fgs. ~9, the results demonstrate that the proposed moton control IC for robot arm s effectveness and correctness. IV. CONCLUSIONS An applcaton of SoPC technology usng a FPGA and a Nos embedded processor to the moton control IC for an artculated robot arm s successful developed n ths paper. Ths FPGA-based moton control IC allows a fully dgtal moton control for a fve-axs artculated robot arm, such as nverse knematc computaton, pont-to-pont moton controller, poston and velocty controller, PW generaton and crcuts are all ntegrated and realzed n a sngle FPGA chp. The experments are successfully valdated, and the expermental results show a good performance. Poston (degree Poston (degree Poston (degree Poston (degree J-axs response 8 6 command Tme (s Fg. Poston step response at J-axs of robot arm J-axs Tme (s Fg. Poston step response at J-axs of robot arm J-axs Tme (s Fg. Poston step response at J-axs of robot arm J-axs Tme (s Fg. Poston step response at J-axs of robot arm
6 Poston (degree J5-axs Tme (s Fg. 5 Poston step response at J5-axs of robot arm Poston (pulse Velocty (pulse/sec, 5,, 5,,,, -, -, J-axs Poston command Poston Trackng Tme (s Velocty Profle Velocty Trackng -, Tme (s Fg. 6 Poston and velocty response at J-axs of robot arm Poston (pulse velocty (pulse/sec, 5,, 5,,,, J-axs Poston command Poston Trackng Tme (s Velocty Profle Velocty Trackng -, -, -, Tme (s Fg. 7 Poston and velocty response at J- axs of robot arm Poston (pulse Velocty (pulse/sec, 5,, 5, J-axs Poston command Poston Trackng , Tme (s, Velocty Profle Velocty Trackng, -, -, -, Tme (s Fg. 8 Poston and velocty response at J-axs of robot arm 99 Poston command X-error Z-error - - Y- error Tme (s Fg. 9 Crcular trajectory trackng of robot arm under fve-axs smultaneous moton Poston error (mm Z-axs (mm Y-axs (mm Poston trackng ACNOWLEDGEENTS X-axs (mm Ths work was supported by Natonal Scence Councl of the R.O.C. under grant no. NSC 9--E-8-. REFERENCES []. abuka, P. Glaskowsky and J. randa, crocontroller-based Archtecture for Control of a Sx Jonts Robot Arm, IEEE Trans. on Industral Electroncs, vol. 5, no., 988, pp.7-. [] G. Yasuda, crocontroller Implementaton for Dstrbuted oton Control of oble Robots, n Proceedng of Internatonal workshop on Advanced oton Control,, pp. -9. [] T.S. L, S.J. Chang and Y.X. Chen, Implementaton of Human-lke Drvng Sklls by Autonomous Fuzzy Behavor Control on an FPGA-based Car-lke oble Robot, IEEE Trans. on Industral Electroncs, vol. 5, no. 5,, pp [].A. Hannan Bn Azhar and.r. Dmond, Desgn of an FPGA Based adaptve Neural Controller for Intellgent Robot Navgaton, n Proceedng of the Euromcro Symposum on Dgtal System Desgn,. [5] Y.S. ung, P.G. Huang and C.W. Chen, Development of a SOPC for PS Drves, n Proceedng of the 7 th IEEE Internatonal dwest Symposum on Crcuts and Systems,, vol. II, pp. II-9~II-. [6] SOPC World, Altera Corporaton,. [7] Nos datasheet, Verson., Altera Corporaton,. [8] N. Xu, H. Lu, X. Chen and Z. Zhou, Implementaton of DVB Demultplexer System wth System-on-a-programmable-chp FPGA, n Proceedng of the 5 th Internatonal Conference on ASIC,, vol., pp [9] L.W. Tsa, Robot Analyss-The echancs of Seral and Parallel anpulators, John Wley & Sons, Inc, 999. [] R. Schllng, Fundamentals of Robotcs Analyss and control, Prentce-Hall Internatonal Edtons, 998.
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