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  • [ROS]一些传感器数据读取融合问题的思考

    思考问题:

    1. 如何实现传感器数据的融合,或者说时间同步? 比如里程计读数和雷达数据融合?

    void SlamGMapping::startLiveSlam()
    {
      entropy_publisher_ = private_nh_.advertise<std_msgs::Float64>("entropy", 1, true);
      sst_ = node_.advertise<nav_msgs::OccupancyGrid>("map", 1, true);
      sstm_ = node_.advertise<nav_msgs::MapMetaData>("map_metadata", 1, true);
      ss_ = node_.advertiseService("dynamic_map", &SlamGMapping::mapCallback, this);
      scan_filter_sub_ = new message_filters::Subscriber<sensor_msgs::LaserScan>(node_, "scan", 5);
      scan_filter_ = new tf::MessageFilter<sensor_msgs::LaserScan>(*scan_filter_sub_, tf_, odom_frame_, 5);
      scan_filter_->registerCallback(boost::bind(&SlamGMapping::laserCallback, this, _1));
    
      transform_thread_ = new boost::thread(boost::bind(&SlamGMapping::publishLoop, this, transform_publish_period_));
    }
    

    ROS中message_filters 和 tf::MessageFilter 需要关注一下。

      message_filters is a utility library for use with roscpp and rospy. It collects commonly used message "filtering" algorithms into a common space. A message filter is defined as something which a message arrives into and may or may not be spit back out of at a later point in time. 

      An example is the time synchronizer, which takes in messages of different types from multiple sources, and outputs them only if it has received a message on each of those sources with the same timestamp. 

      以下为MessageFilter泛型类执行的基本流程。

     /**
       * rief Connect this filter's input to another filter's output.  If this filter is already connected, disconnects first.
       */
      template<class F>  void connectInput(F& f)
      {
        message_connection_.disconnect();
        message_connection_ = f.registerCallback(&MessageFilter::incomingMessage, this);
      }
    
     void incomingMessage(const ros::MessageEvent<M const>& evt)
      {
        add(evt);
      }
    
      /**
       * rief Manually add a message into this filter.
       * 
    ote If the message (or any other messages in the queue) are immediately transformable this will immediately call through to the output callback, possibly
       * multiple times
       */
      void add(const MConstPtr& message)
      {
        boost::shared_ptr<std::map<std::string, std::string> > header(new std::map<std::string, std::string>);
        (*header)["callerid"] = "unknown";
        add(MEvent(message, header, ros::Time::now()));
      }
    
      1 void add(const MEvent& evt)
      2   {
      3     if (target_frames_.empty())
      4     {
      5       return;
      6     }
      7 
      8     namespace mt = ros::message_traits;
      9     const MConstPtr& message = evt.getMessage();
     10     std::string frame_id = stripSlash(mt::FrameId<M>::value(*message));
     11     ros::Time stamp = mt::TimeStamp<M>::value(*message);
     12 
     13     if (frame_id.empty())
     14     {
     15       messageDropped(evt, filter_failure_reasons::EmptyFrameID);
     16       return;
     17     }
     18 
     19     // iterate through the target frames and add requests for each of them
     20     MessageInfo info;
     21     info.handles.reserve(expected_success_count_);
     22     {
     23       V_string target_frames_copy;
     24       // Copy target_frames_ to avoid deadlock from #79
     25       {
     26         boost::mutex::scoped_lock frames_lock(target_frames_mutex_);
     27         target_frames_copy = target_frames_;
     28       }
     29 
     30       V_string::iterator it = target_frames_copy.begin();
     31       V_string::iterator end = target_frames_copy.end();
     32       for (; it != end; ++it)
     33       {
     34         const std::string& target_frame = *it;
     35         tf2::TransformableRequestHandle handle = bc_.addTransformableRequest(callback_handle_, target_frame, frame_id, stamp);
     36         if (handle == 0xffffffffffffffffULL) // never transformable
     37         {
     38           messageDropped(evt, filter_failure_reasons::OutTheBack);
     39           return;
     40         }
     41         else if (handle == 0)
     42         {
     43           ++info.success_count;
     44         }
     45         else
     46         {
     47           info.handles.push_back(handle);
     48         }
     49 
     50         if (!time_tolerance_.isZero())
     51         {
     52           handle = bc_.addTransformableRequest(callback_handle_, target_frame, frame_id, stamp + time_tolerance_);
     53           if (handle == 0xffffffffffffffffULL) // never transformable
     54           {
     55             messageDropped(evt, filter_failure_reasons::OutTheBack);
     56             return;
     57           }
     58           else if (handle == 0)
     59           {
     60             ++info.success_count;
     61           }
     62           else
     63           {
     64             info.handles.push_back(handle);
     65           }
     66         }
     67       }
     68     }
     69 
     70 
     71     // We can transform already
     72     if (info.success_count == expected_success_count_)
     73     {
     74       messageReady(evt);
     75     }
     76     else
     77     {
     78       // If this message is about to push us past our queue size, erase the oldest message
     79       if (queue_size_ != 0 && message_count_ + 1 > queue_size_)
     80       {
     81         // While we're using the reference keep a shared lock on the messages.
     82         boost::shared_lock< boost::shared_mutex > shared_lock(messages_mutex_);
     83 
     84         ++dropped_message_count_;
     85         const MessageInfo& front = messages_.front();
     86         TF2_ROS_MESSAGEFILTER_DEBUG("Removed oldest message because buffer is full, count now %d (frame_id=%s, stamp=%f)", message_count_,
     87                                 (mt::FrameId<M>::value(*front.event.getMessage())).c_str(), mt::TimeStamp<M>::value(*front.event.getMessage()).toSec());
     88 
     89         V_TransformableRequestHandle::const_iterator it = front.handles.begin();
     90         V_TransformableRequestHandle::const_iterator end = front.handles.end();
     91         for (; it != end; ++it)
     92         {
     93           bc_.cancelTransformableRequest(*it);
     94         }
     95 
     96         messageDropped(front.event, filter_failure_reasons::Unknown);
     97         // Unlock the shared lock and get a unique lock. Upgradeable lock is used in transformable.
     98         // There can only be one upgrade lock. It's important the cancelTransformableRequest not deadlock with transformable.
     99         // They both require the transformable_requests_mutex_ in BufferCore.
    100         shared_lock.unlock();
    101         // There is a very slight race condition if an older message arrives in this gap.
    102         boost::unique_lock< boost::shared_mutex > unique_lock(messages_mutex_);
    103         messages_.pop_front();
    104          --message_count_;
    105       }
    106 
    107       // Add the message to our list
    108       info.event = evt;
    109       // Lock access to the messages_ before modifying them.
    110       boost::unique_lock< boost::shared_mutex > unique_lock(messages_mutex_);
    111       messages_.push_back(info);
    112       ++message_count_;
    113     }
    114 
    115     TF2_ROS_MESSAGEFILTER_DEBUG("Added message in frame %s at time %.3f, count now %d", frame_id.c_str(), stamp.toSec(), message_count_);
    116 
    117     ++incoming_message_count_;
    118   }

     完整的类代码:http://docs.ros.org/api/tf/html/c++/message__filter_8h_source.html

     1 /*
        2  * Copyright (c) 2008, Willow Garage, Inc.
        3  * All rights reserved.
        4  *
        5  * Redistribution and use in source and binary forms, with or without
        6  * modification, are permitted provided that the following conditions are met:
        7  *
        8  *     * Redistributions of source code must retain the above copyright
        9  *       notice, this list of conditions and the following disclaimer.
       10  *     * Redistributions in binary form must reproduce the above copyright
       11  *       notice, this list of conditions and the following disclaimer in the
       12  *       documentation and/or other materials provided with the distribution.
       13  *     * Neither the name of the Willow Garage, Inc. nor the names of its
       14  *       contributors may be used to endorse or promote products derived from
       15  *       this software without specific prior written permission.
       16  *
       17  * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
       18  * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
       19  * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
       20  * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
       21  * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
       22  * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
       23  * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
       24  * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
       25  * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
       26  * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
       27  * POSSIBILITY OF SUCH DAMAGE.
       28  */
       29 
       32 #ifndef TF_MESSAGE_FILTER_H
       33 #define TF_MESSAGE_FILTER_H
       34 
       35 #include <ros/ros.h>
       36 #include <tf/transform_listener.h>
       37 #include <tf/tfMessage.h>
       38 
       39 #include <string>
       40 #include <list>
       41 #include <vector>
       42 #include <boost/function.hpp>
       43 #include <boost/bind.hpp>
       44 #include <boost/shared_ptr.hpp>
       45 #include <boost/weak_ptr.hpp>
       46 #include <boost/thread.hpp>
       47 #include <boost/signals2.hpp>
       48 
       49 #include <ros/callback_queue.h>
       50 
       51 #include <message_filters/connection.h>
       52 #include <message_filters/simple_filter.h>
       53 
       54 #define TF_MESSAGEFILTER_DEBUG(fmt, ...) 
       55   ROS_DEBUG_NAMED("message_filter", "MessageFilter [target=%s]: " fmt, getTargetFramesString().c_str(), __VA_ARGS__)
       56 
       57 #define TF_MESSAGEFILTER_WARN(fmt, ...) 
       58   ROS_WARN_NAMED("message_filter", "MessageFilter [target=%s]: " fmt, getTargetFramesString().c_str(), __VA_ARGS__)
       59 
       60 namespace tf
       61 {
       62 
       63 namespace filter_failure_reasons
       64 {
       65 enum FilterFailureReason
       66 {
       68   Unknown,
       70   OutTheBack,
       72   EmptyFrameID,
       73 };
       74 }
       75 typedef filter_failure_reasons::FilterFailureReason FilterFailureReason;
       76 
       77 class MessageFilterBase
       78 {
       79 public:
       80   virtual ~MessageFilterBase(){}
       81   virtual void clear() = 0;
       82   virtual void setTargetFrame(const std::string& target_frame) = 0;
       83   virtual void setTargetFrames(const std::vector<std::string>& target_frames) = 0;
       84   virtual void setTolerance(const ros::Duration& tolerance) = 0;
       85   virtual void setQueueSize( uint32_t new_queue_size ) = 0;
       86   virtual uint32_t getQueueSize() = 0;
       87 };
       88 
      105 template<class M>
      106 class MessageFilter : public MessageFilterBase, public message_filters::SimpleFilter<M>
      107 {
      108 public:
      109   typedef boost::shared_ptr<M const> MConstPtr;
      110   typedef ros::MessageEvent<M const> MEvent;
      111   typedef boost::function<void(const MConstPtr&, FilterFailureReason)> FailureCallback;
      112   typedef boost::signals2::signal<void(const MConstPtr&, FilterFailureReason)> FailureSignal;
      113 
      123   MessageFilter(Transformer& tf, const std::string& target_frame, uint32_t queue_size, ros::NodeHandle nh = ros::NodeHandle(), ros::Duration max_rate = ros::Duration(0.01))
      124   : tf_(tf)
      125   , nh_(nh)
      126   , max_rate_(max_rate)
      127   , queue_size_(queue_size)
      128   {
      129     init();
      130 
      131     setTargetFrame(target_frame);
      132   }
      133 
      144   template<class F>
      145   MessageFilter(F& f, Transformer& tf, const std::string& target_frame, uint32_t queue_size, ros::NodeHandle nh = ros::NodeHandle(), ros::Duration max_rate = ros::Duration(0.01))
      146   : tf_(tf)
      147   , nh_(nh)
      148   , max_rate_(max_rate)
      149   , queue_size_(queue_size)
      150   {
      151     init();
      152 
      153     setTargetFrame(target_frame);
      154 
      155     connectInput(f);
      156   }
      157 
      161   template<class F>
      162   void connectInput(F& f)
      163   {
      164     message_connection_.disconnect();
      165     message_connection_ = f.registerCallback(&MessageFilter::incomingMessage, this);
      166   }
      167 
      171   ~MessageFilter()
      172   {
      173     // Explicitly stop callbacks; they could execute after we're destroyed
      174     max_rate_timer_.stop();
      175     message_connection_.disconnect();
      176     tf_.removeTransformsChangedListener(tf_connection_);
      177 
      178     clear();
      179 
      180     TF_MESSAGEFILTER_DEBUG("Successful Transforms: %llu, Failed Transforms: %llu, Discarded due to age: %llu, Transform messages received: %llu, Messages received: %llu, Total dropped: %llu",
      181                            (long long unsigned int)successful_transform_count_, (long long unsigned int)failed_transform_count_, 
      182                            (long long unsigned int)failed_out_the_back_count_, (long long unsigned int)transform_message_count_, 
      183                            (long long unsigned int)incoming_message_count_, (long long unsigned int)dropped_message_count_);
      184 
      185   }
      186 
      190   void setTargetFrame(const std::string& target_frame)
      191   {
      192     std::vector<std::string> frames;
      193     frames.push_back(target_frame);
      194     setTargetFrames(frames);
      195   }
      196 
      200   void setTargetFrames(const std::vector<std::string>& target_frames)
      201   {
      202     boost::mutex::scoped_lock list_lock(messages_mutex_);
      203     boost::mutex::scoped_lock string_lock(target_frames_string_mutex_);
      204 
      205     target_frames_ = target_frames;
      206 
      207     std::stringstream ss;
      208     for (std::vector<std::string>::iterator it = target_frames_.begin(); it != target_frames_.end(); ++it)
      209     {
      210       ss << *it << " ";
      211     }
      212     target_frames_string_ = ss.str();
      213   }
      217   std::string getTargetFramesString()
      218   {
      219     boost::mutex::scoped_lock lock(target_frames_string_mutex_);
      220     return target_frames_string_;
      221   };
      222 
      226   void setTolerance(const ros::Duration& tolerance)
      227   {
      228     time_tolerance_ = tolerance;
      229   }
      230 
      234   void clear()
      235   {
      236     boost::mutex::scoped_lock lock(messages_mutex_);
      237 
      238     TF_MESSAGEFILTER_DEBUG("%s", "Cleared");
      239 
      240     messages_.clear();
      241     message_count_ = 0;
      242 
      243     warned_about_unresolved_name_ = false;
      244     warned_about_empty_frame_id_ = false;
      245   }
      246 
      247   void add(const MEvent& evt)
      248   {
      249     boost::mutex::scoped_lock lock(messages_mutex_);
      250 
      251     testMessages();
      252 
      253     if (!testMessage(evt))
      254     {
      255       // If this message is about to push us past our queue size, erase the oldest message
      256       if (queue_size_ != 0 && message_count_ + 1 > queue_size_)
      257       {
      258         ++dropped_message_count_;
      259         const MEvent& front = messages_.front();
      260         TF_MESSAGEFILTER_DEBUG(
      261               "Removed oldest message because buffer is full, count now %d (frame_id=%s, stamp=%f)",
      262               message_count_,
      263               ros::message_traits::FrameId<M>::value(*front.getMessage()).c_str(),
      264               ros::message_traits::TimeStamp<M>::value(*front.getMessage()).toSec());
      265         signalFailure(messages_.front(), filter_failure_reasons::Unknown);
      266 
      267         messages_.pop_front();
      268         --message_count_;
      269       }
      270 
      271       // Add the message to our list
      272       messages_.push_back(evt);
      273       ++message_count_;
      274     }
      275 
      276     TF_MESSAGEFILTER_DEBUG(
      277           "Added message in frame %s at time %.3f, count now %d",
      278           ros::message_traits::FrameId<M>::value(*evt.getMessage()).c_str(),
      279           ros::message_traits::TimeStamp<M>::value(*evt.getMessage()).toSec(),
      280           message_count_);
      281 
      282     ++incoming_message_count_;
      283   }
      284 
      290   void add(const MConstPtr& message)
      291   {
      292     
      293     boost::shared_ptr<std::map<std::string, std::string> > header(new std::map<std::string, std::string>);
      294     (*header)["callerid"] = "unknown";
      295     add(MEvent(message, header, ros::Time::now()));
      296   }
      297 
      302   message_filters::Connection registerFailureCallback(const FailureCallback& callback)
      303   {
      304     boost::mutex::scoped_lock lock(failure_signal_mutex_);
      305     return message_filters::Connection(boost::bind(&MessageFilter::disconnectFailure, this, _1), failure_signal_.connect(callback));
      306   }
      307 
      308   virtual void setQueueSize( uint32_t new_queue_size )
      309   {
      310     queue_size_ = new_queue_size;
      311   }
      312 
      313   virtual uint32_t getQueueSize()
      314   {
      315     return queue_size_;
      316   }
      317 
      318 private:
      319 
      320   void init()
      321   {
      322     message_count_ = 0;
      323     new_transforms_ = false;
      324     successful_transform_count_ = 0;
      325     failed_transform_count_ = 0;
      326     failed_out_the_back_count_ = 0;
      327     transform_message_count_ = 0;
      328     incoming_message_count_ = 0;
      329     dropped_message_count_ = 0;
      330     time_tolerance_ = ros::Duration(0.0);
      331     warned_about_unresolved_name_ = false;
      332     warned_about_empty_frame_id_ = false;
      333 
      334     tf_connection_ = tf_.addTransformsChangedListener(boost::bind(&MessageFilter::transformsChanged, this));
      335 
      336     max_rate_timer_ = nh_.createTimer(max_rate_, &MessageFilter::maxRateTimerCallback, this);
      337   }
      338 
      339   typedef std::list<MEvent> L_Event;
      340 
      341   bool testMessage(const MEvent& evt)
      342   {
      343     const MConstPtr& message = evt.getMessage();
      344     std::string callerid = evt.getPublisherName();
      345     std::string frame_id = ros::message_traits::FrameId<M>::value(*message);
      346     ros::Time stamp = ros::message_traits::TimeStamp<M>::value(*message);
      347 
      348     //Throw out messages which have an empty frame_id
      349     if (frame_id.empty())
      350     {
      351       if (!warned_about_empty_frame_id_)
      352       {
      353         warned_about_empty_frame_id_ = true;
      354         TF_MESSAGEFILTER_WARN("Discarding message from [%s] due to empty frame_id.  This message will only print once.", callerid.c_str());
      355       }
      356       signalFailure(evt, filter_failure_reasons::EmptyFrameID);
      357       return true;
      358     }
      359 
      360 
      361     //Throw out messages which are too old
      363     for (std::vector<std::string>::iterator target_it = target_frames_.begin(); target_it != target_frames_.end(); ++target_it)
      364     {
      365       const std::string& target_frame = *target_it;
      366 
      367       if (target_frame != frame_id && stamp != ros::Time(0))
      368       {
      369         ros::Time latest_transform_time ;
      370 
      371         tf_.getLatestCommonTime(frame_id, target_frame, latest_transform_time, 0) ;
      372         
      373         if (stamp + tf_.getCacheLength() < latest_transform_time)
      374         {
      375           ++failed_out_the_back_count_;
      376           ++dropped_message_count_;
      377           TF_MESSAGEFILTER_DEBUG(
      378                 "Discarding Message, in frame %s, Out of the back of Cache Time "
      379                 "(stamp: %.3f + cache_length: %.3f < latest_transform_time %.3f. "
      380                 "Message Count now: %d",
      381                 ros::message_traits::FrameId<M>::value(*message).c_str(),
      382                 ros::message_traits::TimeStamp<M>::value(*message).toSec(),
      383                 tf_.getCacheLength().toSec(), latest_transform_time.toSec(), message_count_);
      384 
      385           last_out_the_back_stamp_ = stamp;
      386           last_out_the_back_frame_ = frame_id;
      387 
      388           signalFailure(evt, filter_failure_reasons::OutTheBack);
      389           return true;
      390         }
      391       }
      392 
      393     }
      394 
      395     bool ready = !target_frames_.empty();
      396     for (std::vector<std::string>::iterator target_it = target_frames_.begin(); ready && target_it != target_frames_.end(); ++target_it)
      397     {
      398       std::string& target_frame = *target_it;
      399       if (time_tolerance_ != ros::Duration(0.0))
      400       {
      401         ready = ready && (tf_.canTransform(target_frame, frame_id, stamp) &&
      402                           tf_.canTransform(target_frame, frame_id, stamp + time_tolerance_) );
      403       }
      404       else
      405       {
      406         ready = ready && tf_.canTransform(target_frame, frame_id, stamp);
      407       }
      408     }
      409 
      410     if (ready)
      411     {
      412       TF_MESSAGEFILTER_DEBUG("Message ready in frame %s at time %.3f, count now %d", frame_id.c_str(), stamp.toSec(), message_count_);
      413 
      414       ++successful_transform_count_;
      415 
      416       this->signalMessage(evt);
      417     }
      418     else
      419     {
      420       ++failed_transform_count_;
      421     }
      422 
      423     return ready;
      424   }
      425 
      426   void testMessages()
      427   {
      428     if (!messages_.empty() && getTargetFramesString() == " ")
      429     {
      430       ROS_WARN_NAMED("message_notifier", "MessageFilter [target=%s]: empty target frame", getTargetFramesString().c_str());
      431     }
      432 
      433     int i = 0;
      434 
      435     typename L_Event::iterator it = messages_.begin();
      436     for (; it != messages_.end(); ++i)
      437     {
      438       MEvent& evt = *it;
      439 
      440       if (testMessage(evt))
      441       {
      442         --message_count_;
      443         it = messages_.erase(it);
      444       }
      445       else
      446       {
      447         ++it;
      448       }
      449     }
      450   }
      451 
      452   void maxRateTimerCallback(const ros::TimerEvent&)
      453   {
      454     boost::mutex::scoped_lock list_lock(messages_mutex_);
      455     if (new_transforms_)
      456     {
      457       testMessages();
      458       new_transforms_ = false;
      459     }
      460 
      461     checkFailures();
      462   }
      463 
      467   void incomingMessage(const ros::MessageEvent<M const>& evt)
      468   {
      469     add(evt);
      470   }
      471 
      472   void transformsChanged()
      473   {
      474     new_transforms_ = true;
      475 
      476     ++transform_message_count_;
      477   }
      478 
      479   void checkFailures()
      480   {
      481     if (next_failure_warning_.isZero())
      482     {
      483       next_failure_warning_ = ros::Time::now() + ros::Duration(15);
      484     }
      485 
      486     if (ros::Time::now() >= next_failure_warning_)
      487     {
      488       if (incoming_message_count_ - message_count_ == 0)
      489       {
      490         return;
      491       }
      492 
      493       double dropped_pct = (double)dropped_message_count_ / (double)(incoming_message_count_ - message_count_);
      494       if (dropped_pct > 0.95)
      495       {
      496         TF_MESSAGEFILTER_WARN("Dropped %.2f%% of messages so far. Please turn the [%s.message_notifier] rosconsole logger to DEBUG for more information.", dropped_pct*100, ROSCONSOLE_DEFAULT_NAME);
      497         next_failure_warning_ = ros::Time::now() + ros::Duration(60);
      498 
      499         if ((double)failed_out_the_back_count_ / (double)dropped_message_count_ > 0.5)
      500         {
      501           TF_MESSAGEFILTER_WARN("  The majority of dropped messages were due to messages growing older than the TF cache time.  The last message's timestamp was: %f, and the last frame_id was: %s", last_out_the_back_stamp_.toSec(), last_out_the_back_frame_.c_str());
      502         }
      503       }
      504     }
      505   }
      506 
      507   void disconnectFailure(const message_filters::Connection& c)
      508   {
      509     boost::mutex::scoped_lock lock(failure_signal_mutex_);
      510     c.getBoostConnection().disconnect();
      511   }
      512 
      513   void signalFailure(const MEvent& evt, FilterFailureReason reason)
      514   {
      515     boost::mutex::scoped_lock lock(failure_signal_mutex_);
      516     failure_signal_(evt.getMessage(), reason);
      517   }
      518 
      519   Transformer& tf_; 
      520   ros::NodeHandle nh_; 
      521   ros::Duration max_rate_;
      522   ros::Timer max_rate_timer_;
      523   std::vector<std::string> target_frames_; 
      524   std::string target_frames_string_;
      525   boost::mutex target_frames_string_mutex_;
      526   uint32_t queue_size_; 
      527 
      528   L_Event messages_; 
      529   uint32_t message_count_; 
      530   boost::mutex messages_mutex_; 
      531 
      532   bool new_messages_; 
      533   volatile bool new_transforms_; 
      534 
      535   bool warned_about_unresolved_name_;
      536   bool warned_about_empty_frame_id_;
      537 
      538   uint64_t successful_transform_count_;
      539   uint64_t failed_transform_count_;
      540   uint64_t failed_out_the_back_count_;
      541   uint64_t transform_message_count_;
      542   uint64_t incoming_message_count_;
      543   uint64_t dropped_message_count_;
      544 
      545   ros::Time last_out_the_back_stamp_;
      546   std::string last_out_the_back_frame_;
      547 
      548   ros::Time next_failure_warning_;
      549 
      550   ros::Duration time_tolerance_; 
      551 
      552   boost::signals2::connection tf_connection_;
      553   message_filters::Connection message_connection_;
      554 
      555   FailureSignal failure_signal_;
      556   boost::mutex failure_signal_mutex_;
      557 };
      558 
      559 
      560 } // namespace tf
      561 
      562 #endif
      563 
    TF_MESSAGE_FILTER

     1 bool
     2 Buffer::canTransform(const std::string& target_frame, const std::string& source_frame, 
     3                      const ros::Time& time, const ros::Duration timeout, std::string* errstr) const
     4 {
     5   if (!checkAndErrorDedicatedThreadPresent(errstr))
     6     return false;
     7 
     8   // poll for transform if timeout is set
     9   ros::Time start_time = now_fallback_to_wall();
    10   while (now_fallback_to_wall() < start_time + timeout && 
    11          !canTransform(target_frame, source_frame, time) &&
    12          (now_fallback_to_wall()+ros::Duration(3.0) >= start_time) &&  //don't wait when we detect a bag loop
    13          (ros::ok() || !ros::isInitialized())) // Make sure we haven't been stopped (won't work for pytf)
    14     {
    15       sleep_fallback_to_wall(ros::Duration(0.01));
    16     }
    17   bool retval = canTransform(target_frame, source_frame, time, errstr);
    18   conditionally_append_timeout_info(errstr, start_time, timeout);
    19   return retval;
    20 }
    21 
    22 ros::Time now_fallback_to_wall()
    23 {
    24   try
    25   {
    26     return ros::Time::now();
    27   }
    28   catch (ros::TimeNotInitializedException ex)
    29   {
    30     ros::WallTime wt = ros::WallTime::now(); 
    31     return ros::Time(wt.sec, wt.nsec); 
    32   }
    33 }

    #include "tf2_ros/buffer.h"

    2.ROS中的消息发布与订阅机制为啥不需要线程锁?

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  • 原文地址:https://www.cnblogs.com/yhlx125/p/6818148.html
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