view org/self_organizing_touch.clj @ 451:0a4362d1f138

finishing up chapter 3.
author Robert McIntyre <rlm@mit.edu>
date Wed, 26 Mar 2014 20:38:17 -0400
parents 5205535237fb
children f339e3d5cc8c
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1 (ns org.aurellem.self-organizing-touch
2 "Using free play to automatically organize touch perception into regions."
3 {:author "Robert McIntyre"}
4 (:use (cortex world util import body sense
5 hearing touch vision proprioception movement
6 test))
7 (:use [clojure set pprint])
8 (:import (com.jme3.math ColorRGBA Vector3f))
9 (:import java.io.File)
10 (:import com.jme3.audio.AudioNode)
11 (:import com.aurellem.capture.RatchetTimer)
12 (:import (com.aurellem.capture Capture IsoTimer))
13 (:import (com.jme3.math Vector3f ColorRGBA)))
15 (use 'org.aurellem.worm-learn)
16 (dorun (cortex.import/mega-import-jme3))
18 ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
19 ;; A demonstration of self organiging touch maps through experience. ;
20 ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
22 (def single-worm-segment-view
23 [(Vector3f. 2.0681207, -6.1406755, 1.6106138)
24 (Quaternion. -0.15558705, 0.843615, -0.3428654, -0.38281822)])
26 (def worm-single-segment-muscle-labels
27 [:lift-1 :lift-2 :roll-1 :roll-2])
29 (defn touch-kinesthetics []
30 [[170 :lift-1 40]
31 [190 :lift-1 20]
32 [206 :lift-1 0]
34 [400 :lift-2 40]
35 [410 :lift-2 0]
37 [570 :lift-2 40]
38 [590 :lift-2 20]
39 [606 :lift-2 0]
41 [800 :lift-1 30]
42 [809 :lift-1 0]
44 [900 :roll-2 40]
45 [905 :roll-2 20]
46 [910 :roll-2 0]
48 [1000 :roll-2 40]
49 [1005 :roll-2 20]
50 [1010 :roll-2 0]
52 [1100 :roll-2 40]
53 [1105 :roll-2 20]
54 [1110 :roll-2 0]
55 ])
57 (defn single-worm-segment []
58 (load-blender-model "Models/worm/worm-single-segment.blend"))
60 (defn worm-segment-defaults []
61 (let [direct-control (worm-direct-control worm-muscle-labels 40)]
62 (merge (worm-world-defaults)
63 {:worm-model single-worm-segment
64 :view single-worm-segment-view
65 :experience-watch nil
66 :motor-control
67 (motor-control-program
68 worm-single-segment-muscle-labels
69 (touch-kinesthetics))
70 :end-frame 1200})))
72 (def full-contact [(float 0.0) (float 0.1)])
74 (defn pure-touch?
75 "This is worm specific code to determine if a large region of touch
76 sensors is either all on or all off."
77 [[coords touch :as touch-data]]
78 (= (set (map first touch)) (set full-contact)))
80 (defn remove-similar
81 [coll]
82 (loop [result () coll (sort-by (comp - count) coll)]
83 (if (empty? coll) result
84 (let [[x & xs] coll
85 c (count x)]
86 (if (some
87 (fn [other-set]
88 (let [oc (count other-set)]
89 (< (- (count (union other-set x)) c) (* oc 0.1))))
90 xs)
91 (recur result xs)
92 (recur (cons x result) xs))))))
94 (def all-touch-coordinates
95 (concat
96 (rect-region [0 15] [7 22])
97 (rect-region [8 0] [14 29])
98 (rect-region [15 15] [22 22])))
100 (defn view-touch-region [coords]
101 (let [touched-region
102 (reduce
103 (fn [m k]
104 (assoc m k [0.0 0.1]))
105 (zipmap all-touch-coordinates (repeat [0.1 0.1])) coords)
106 data
107 [[(vec (keys touched-region)) (vec (vals touched-region))]]
108 touch-display (view-touch)]
109 (dorun (repeatedly 5 #(touch-display data)))))
111 (defn learn-touch-regions []
112 (let [experiences (atom [])
113 world (apply-map
114 worm-world
115 (assoc (worm-segment-defaults)
116 :experiences experiences))]
117 (run-world world)
118 (->>
119 @experiences
120 (drop 175)
121 ;; access the single segment's touch data
122 (map (comp first :touch))
123 ;; only deal with "pure" touch data to determine surfaces
124 (filter pure-touch?)
125 ;; associate coordinates with touch values
126 (map (partial apply zipmap))
127 ;; select those regions where contact is being made
128 (map (partial group-by second))
129 (map #(get % full-contact))
130 (map (partial map first))
131 ;; remove redundant/subset regions
132 (map set)
133 remove-similar)))
135 (defn learn-and-view-touch-regions []
136 (map view-touch-region
137 (learn-touch-regions)))