Fix bug in simulate noise injection logic.
Noise injection was occurring at every iteration of the physics thread, rather than before every call to `mj_step`, leading to time-step-dependent noise rate. - Moved the logic from main.cc to a `Simulate::` method, called before `mj_step`. - Reduced the maximum time-scale slider value back to 4 seconds (recent increase was due to this bug). PiperOrigin-RevId: 643350296 Change-Id: I96832905e6614f92ac725298b16fcabe64ea1df1
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Copybara-Service
parent
3d63c873aa
commit
6a532fc53e
+3
-28
@@ -329,34 +329,6 @@ void PhysicsLoop(mj::Simulate& sim) {
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const auto elapsedCPU = startCPU - syncCPU;
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double elapsedSim = d->time - syncSim;
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// inject noise
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if (sim.ctrl_noise_std > 0) {
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// convert rate and scale to discrete time (Ornstein–Uhlenbeck)
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mjtNum rate = mju_exp(-m->opt.timestep / sim.ctrl_noise_rate);
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mjtNum scale = sim.ctrl_noise_std * mju_sqrt(1-rate*rate);
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for (int i=0; i<m->nu; i++) {
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mjtNum bottom = 0, top = 0, midpoint = 0, halfrange = 1;
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if (m->actuator_ctrllimited[i]) {
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bottom = m->actuator_ctrlrange[2*i];
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top = m->actuator_ctrlrange[2*i+1];
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midpoint = 0.5 * (top + bottom); // target of exponential decay
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halfrange = 0.5 * (top - bottom); // scales noise
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}
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// exponential convergence to midpoint at ctrl_noise_rate
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d->ctrl[i] = rate * d->ctrl[i] + (1-rate) * midpoint;
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// add noise
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d->ctrl[i] += scale * halfrange * mju_standardNormal(nullptr);
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// clip to range
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if (m->actuator_ctrllimited[i]) {
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d->ctrl[i] = mju_clip(d->ctrl[i], bottom, top);
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}
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}
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}
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// requested slow-down factor
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double slowdown = 100 / sim.percentRealTime[sim.real_time_index];
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@@ -394,6 +366,9 @@ void PhysicsLoop(mj::Simulate& sim) {
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measured = true;
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}
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// inject noise
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sim.InjectNoise();
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// call mj_step
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mj_step(m, d);
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stepped = true;
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@@ -2741,6 +2741,39 @@ void Simulate::AddToHistory() {
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mj_getState(m_, d_, state, mjSTATE_INTEGRATION);
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}
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// inject Brownian noise
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void Simulate::InjectNoise() {
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// no noise, return
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if (ctrl_noise_std <= 0) {
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return;
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}
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// convert rate and scale to discrete time (Ornstein–Uhlenbeck)
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mjtNum rate = mju_exp(-m_->opt.timestep / ctrl_noise_rate);
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mjtNum scale = ctrl_noise_std * mju_sqrt(1-rate*rate);
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for (int i=0; i<m_->nu; i++) {
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mjtNum bottom = 0, top = 0, midpoint = 0, halfrange = 1;
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if (m_->actuator_ctrllimited[i]) {
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bottom = m_->actuator_ctrlrange[2*i];
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top = m_->actuator_ctrlrange[2*i+1];
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midpoint = 0.5 * (top + bottom); // target of exponential decay
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halfrange = 0.5 * (top - bottom); // scales noise
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}
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// exponential convergence to midpoint at ctrl_noise_rate
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d_->ctrl[i] = rate * d_->ctrl[i] + (1-rate) * midpoint;
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// add noise
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d_->ctrl[i] += scale * halfrange * mju_standardNormal(nullptr);
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// clip to range if limited
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if (m_->actuator_ctrllimited[i]) {
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d_->ctrl[i] = mju_clip(d_->ctrl[i], bottom, top);
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}
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}
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}
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void Simulate::UpdateHField(int hfieldid) {
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MutexLock lock(this->mtx);
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if (!m_ || hfieldid < 0 || hfieldid >= m_->nhfield) {
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+4
-1
@@ -86,6 +86,9 @@ class Simulate {
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// add state to history buffer
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void AddToHistory();
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// inject control noise
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void InjectNoise();
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// constants
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static constexpr int kMaxFilenameLength = 1000;
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@@ -294,7 +297,7 @@ class Simulate {
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{mjITEM_BUTTON, "Load key", 3},
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{mjITEM_BUTTON, "Save key", 3},
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{mjITEM_SLIDERNUM, "Noise scale", 5, &this->ctrl_noise_std, "0 1"},
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{mjITEM_SLIDERNUM, "Noise rate", 5, &this->ctrl_noise_rate, "0 20"},
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{mjITEM_SLIDERNUM, "Noise rate", 5, &this->ctrl_noise_rate, "0 4"},
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{mjITEM_SEPARATOR, "History", 1},
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{mjITEM_SLIDERINT, "", 5, &this->scrub_index, "0 0"},
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{mjITEM_END}
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