系統設計
系統設計 個指南
組建工作站：電腦、觸發器、線纜、安裝以及運作系統所需的零件清單。
System design · Troubleshooting
相機觸發重疊配置：驗證啟動寫入
Diagnose camera trigger overlap configuration that never reaches the device, with scope checks, startup readback and repeatable restart tests.
System design · Explainer
餅乾裂紋檢測：將生產線結果轉化為決策
Build biscuit crack detection decisions from Hough line results, product masks and measurable rules, then validate lighting and reject thresholds.
System design · Troubleshooting
高訓練損失下的異常檢測早停
Diagnose anomaly detection early stopping with high loss, choose the right validation metric, check data leakage, and verify defects on held-out images.
System design · Explainer
視覺伺服相機整合：適配影像輸入
Validate visual servoing camera integration with checks for authorized acquisition, pixel format, calibration, depth, frame freshness and latency.
System design · Troubleshooting
視覺揀選專案切換：診斷歸屬錯誤
Diagnose vision picking project changeover faults with stop acknowledgments, ownership checks and safe, documented recovery procedures.
System design · Troubleshooting
未知像素格式：診斷遺失深度串流
Diagnose unknown pixel format errors when color works but depth is missing, with stream checks, driver evidence and supported software validation.
System design · How-to
在擷取前透過程式重設相機設定
Reset camera settings programmatically before capture using a default user set, an explicit load command, and verified exposure readback.
System design · Troubleshooting
多相機採集凍結：回調和緩衝佇列
Diagnose multi-camera acquisition freezes by tracing trigger edges, callbacks, buffer returns and queue drops, then build matched calibration sets.
System design · Troubleshooting
機器視覺網路擁塞：診斷傳輸故障
Diagnose machine vision network congestion with bandwidth estimates, switch counters and timed tests that separate link faults from endpoint failures.
System design · Troubleshooting
閒置期間後斷開機器視覺回呼
Diagnose a machine vision callback disconnect after idle with timestamped logs, controlled tests, and supported lifetime or reconnection fixes.
System design · Explainer
由操作員按鈕於本地切換視覺配方
Design local vision recipe switching with documented interfaces, controlled stop/load sequencing, readiness checks, timeouts and recovery.
System design · Explainer
即時影像圓形偵測（圓形 Hough 變換）
Live feed circle detection using a circle Hough transform: set radius bounds, control edge contrast, reject false circles and measure latency.
System design · Troubleshooting
GenTL 相機开启失败，尽管已成功发现
Diagnose GenTL camera open failure by refreshing discovery lists, tracking handle lifetimes, and separating open errors from cleanup faults.
System design · Troubleshooting
傳送帶視覺啟動同步故障排除
Diagnose conveyor vision startup synchronization warnings with paired startup tests, encoder checks, trigger timing, filters, and readiness checks.
System design · Troubleshooting
輸送帶視覺場景定時：排除過時拾取數據故障
Trace conveyor vision scene timing through triggers, clocks, encoder counts and controller queues to diagnose stale pick data and verify recovery.
System design · Troubleshooting
自動曝光下的輪廓位置抖動
Diagnose contour position jitter by separating exposure changes, light flicker, noise and pixel quantization, then verify stable measurements.
System design · Explainer
相機校正板平面度：以紙張為基準時
Assess camera calibration target flatness, printing error and corner detection, then choose mounted paper or a rigid target with independent checks.
System design · Explainer
多台機器人取件前的條碼驗證
Design barcode verification before picking with item IDs, encoder tracking, scan deadlines and robot handshakes that reject stale or ambiguous results.
System design · Explainer
機器視覺中的自動光圈、曝光與增益控制
Understand automatic iris, exposure and gain control, check camera and lens support, and set limits for blur, depth of field and noise.
System design · Explainer
用於手眼拾取的視覺伺服迴路設計
Design a visual servoing loop for eye-in-hand picking with detection, tracking, calibration, timing checks, bounded motion and target-loss handling.
System design · Guide
分揀輸送帶相機選擇：像素、速度與模糊
Sorting conveyor camera selection with worked calculations for pixels, belt-speed exposure limits, capture rate, lighting and prototype trade-offs.
System design · Checklist
機器視覺軟體升級驗證檢查表
Plan a machine vision software upgrade with backups, compatibility checks, encoder records and measurable conveyor-tracking acceptance tests.
System design · Troubleshooting
Linux GigE Vision 相機偵測故障排除
Diagnose Linux GigE Vision camera discovery when ping works, separating network paths, GenTL loading, transport services and control ownership.
System design · Explainer
跨幀邊界的線掃描影像重疊
Build line scan image overlap in application memory: size retained rows, separate output height from stride, and prevent missed or duplicate detections.
System design · Explainer
餅乾裂紋檢測：將生產線結果轉化為決策
Build biscuit crack detection decisions from Hough line results, product masks and measurable rules, then validate lighting and reject thresholds.
System design · Troubleshooting
高訓練損失下的異常檢測早停
Diagnose anomaly detection early stopping with high loss, choose the right validation metric, check data leakage, and verify defects on held-out images.
System design · Explainer
視覺伺服相機整合：適配影像輸入
Validate visual servoing camera integration with checks for authorized acquisition, pixel format, calibration, depth, frame freshness and latency.
System design · Troubleshooting
視覺揀選專案切換：診斷歸屬錯誤
Diagnose vision picking project changeover faults with stop acknowledgments, ownership checks and safe, documented recovery procedures.
System design · Troubleshooting
未知像素格式：診斷遺失深度串流
Diagnose unknown pixel format errors when color works but depth is missing, with stream checks, driver evidence and supported software validation.
System design · How-to
在擷取前透過程式重設相機設定
Reset camera settings programmatically before capture using a default user set, an explicit load command, and verified exposure readback.
System design · Troubleshooting
多相機採集凍結：回調和緩衝佇列
Diagnose multi-camera acquisition freezes by tracing trigger edges, callbacks, buffer returns and queue drops, then build matched calibration sets.
System design · Troubleshooting
機器視覺網路擁塞：診斷傳輸故障
Diagnose machine vision network congestion with bandwidth estimates, switch counters and timed tests that separate link faults from endpoint failures.
System design · Troubleshooting
閒置期間後斷開機器視覺回呼
Diagnose a machine vision callback disconnect after idle with timestamped logs, controlled tests, and supported lifetime or reconnection fixes.
System design · Explainer
由操作員按鈕於本地切換視覺配方
Design local vision recipe switching with documented interfaces, controlled stop/load sequencing, readiness checks, timeouts and recovery.
System design · Explainer
即時影像圓形偵測（圓形 Hough 變換）
Live feed circle detection using a circle Hough transform: set radius bounds, control edge contrast, reject false circles and measure latency.
System design · Troubleshooting
GenTL 相機开启失败，尽管已成功发现
Diagnose GenTL camera open failure by refreshing discovery lists, tracking handle lifetimes, and separating open errors from cleanup faults.
System design · Troubleshooting
傳送帶視覺啟動同步故障排除
Diagnose conveyor vision startup synchronization warnings with paired startup tests, encoder checks, trigger timing, filters, and readiness checks.
System design · Troubleshooting
輸送帶視覺場景定時：排除過時拾取數據故障
Trace conveyor vision scene timing through triggers, clocks, encoder counts and controller queues to diagnose stale pick data and verify recovery.
System design · Troubleshooting
自動曝光下的輪廓位置抖動
Diagnose contour position jitter by separating exposure changes, light flicker, noise and pixel quantization, then verify stable measurements.
System design · Explainer
相機校正板平面度：以紙張為基準時
Assess camera calibration target flatness, printing error and corner detection, then choose mounted paper or a rigid target with independent checks.
System design · Explainer
多台機器人取件前的條碼驗證
Design barcode verification before picking with item IDs, encoder tracking, scan deadlines and robot handshakes that reject stale or ambiguous results.
System design · Explainer
機器視覺中的自動光圈、曝光與增益控制
Understand automatic iris, exposure and gain control, check camera and lens support, and set limits for blur, depth of field and noise.
System design · Explainer
用於手眼拾取的視覺伺服迴路設計
Design a visual servoing loop for eye-in-hand picking with detection, tracking, calibration, timing checks, bounded motion and target-loss handling.
System design · Guide
分揀輸送帶相機選擇：像素、速度與模糊
Sorting conveyor camera selection with worked calculations for pixels, belt-speed exposure limits, capture rate, lighting and prototype trade-offs.
System design · Checklist
機器視覺軟體升級驗證檢查表
Plan a machine vision software upgrade with backups, compatibility checks, encoder records and measurable conveyor-tracking acceptance tests.
System design · Troubleshooting
Linux GigE Vision 相機偵測故障排除
Diagnose Linux GigE Vision camera discovery when ping works, separating network paths, GenTL loading, transport services and control ownership.
System design · Explainer
跨幀邊界的線掃描影像重疊
Build line scan image overlap in application memory: size retained rows, separate output height from stride, and prevent missed or duplicate detections.