car | JavaScript Programming Project | OrangeApple Learning Platform

{"id":26376,"student_id":10,"content":"\nvar road = createSprite(\"bg.png\");\nvar car = createSprite(\"car.png\");\ncar.miles = 0;\nroad.rotationStyle = 'fixed';\ncar.scale = .17;\nroad.scale = 1.4;\ncar.y -= 30;\n\nfunction reset () {\n    road.moveTo(320, 240);\n    car.moveTo(320, 240);\n    car.y -= 30;\n    car.direction = 90;\n    car.sensors.forEach(s =\u003e s.length = 80);\n    car.miles = 0;\n}\n\n\nfunction sigmoid (x) {\n    return (Math.exp(x) - Math.exp(-x)) / (Math.exp(x) + Math.exp(-x));\n}\n\nfunction NN (inputs, weights) {\n    var w = weights;\n    var i = inputs;\n\n    var a = i[0]*w[0] +  i[1]*w[1] +  i[2]*w[2];\n    var b = i[0]*w[3] +  i[1]*w[4] +  i[2]*w[5];\n    var c = i[0]*w[6] +  i[1]*w[7] +  i[2]*w[8];\n    var d = i[0]*w[9] +  i[1]*w[10] + i[2]*w[11];\n    var e = i[0]*w[12] + i[1]*w[13] + i[2]*w[14];\n    var f = i[0]*w[15] + i[1]*w[16] + i[2]*w[17];\n\n    a = sigmoid(a);\n    b = sigmoid(b);\n    c = sigmoid(c);\n    d = sigmoid(d);\n    e = sigmoid(e);\n    f = sigmoid(f);\n\n    var g = a*w[18] + b*w[19] + c*w[20] + d*w[21] + e*w[22] + f*w[23];\n    return sigmoid(g);\n}\n\nfunction sensor (car, direction) {\n    var dot = createSprite('dot.jpg');\n    dot.scale = 2;\n    dot.length = 0;\n    dot.forever(()=\u003e{\n        dot.moveTo(car);\n        dot.direction = car.direction + direction;\n        dot.stepForward(dot.length);\n        pen.color = 'red';\n        pen.drawLine(car.x, car.y, dot.x, dot.y);\n\n        if (dot.touched(road)) {\n            if (dot.length \u003e 0) dot.length-=2;\n        } else {\n            if (dot.length \u003c 200) dot.length++;\n        }\n    });\n    return dot;\n}\n\ncar.sensors = [\n    sensor(car, -45),\n    sensor(car, 0),\n    sensor(car, 45),\n]\n\ncar.getSensorsData = function () {\n    var inputs = [];\n    car.sensors.forEach(s =\u003e inputs.push(s.length));\n    return inputs;\n}\n\nfunction randomDNA () {\n    var dna = [];\n    dna.score = 0;\n    for (var i=0; i\u003c24; i++) dna.push(Math.random()*0.2 - 0.1);\n    return dna;\n}\n\nfunction crossover (a, b) {\n    var newDNA = [];\n    newDNA.score = 0;\n    for (var i=0; i\u003ca.length; i++) {\n        newDNA[i] = Math.random() \u003e 0.5 ? a[i] : b[i];\n\n        if (Math.random() \u003c 0.01) {\n            newDNA[i] = Math.random()*0.2 - 0.1;\n        }\n    }\n    return newDNA;\n}\n\nfunction nextGeneration () {\n    populations.sort((a, b) =\u003e a.score - b.score);\n\n    bestScore = populations[populations.length - 1].score;\n\n    var newPops = [];\n\n    for (var i=0; i\u003c17; i++) {\n        var a = Math.floor(Math.sqrt(Math.random()*400));\n        var b = Math.floor(Math.sqrt(Math.random()*400));\n        newPops.push(crossover(populations[a], populations[b]));\n    }\n    newPops.push(populations.pop());\n    newPops.push(populations.pop());\n    newPops.push(populations.pop());\n\n    newPops.forEach(b =\u003e b.score = 0);\n\n    populations = newPops;\n}\n\nvar count = 0;\nvar running = true;\nvar currentBrain = 0;\nvar populations = [];\nvar bestScore = 0;\nfor (var i=0; i\u003c20; i++) {\n    populations.push(randomDNA());\n}\n\nreset();\n\nforever(()=\u003e{\n\n    if (running) {\n\n        var inputs = car.getSensorsData();\n        var outputs = NN(inputs, populations[currentBrain]);\n\n        car.direction += outputs*3;\n        car.miles++;\n\n        if (car.touched(road)) {\n            running = false;\n        }\n        road.direction = car.direction - 180;\n        road.stepForward(3);\n\n        print(car.miles, 10, 420, 'red');\n        print(inputs, 10, 440, 'red');\n        print(outputs, 10, 460, 'red');\n        for (var i=0; i\u003cpopulations.length; i++) {\n            print(populations[i].score, 10, i*20, 'red');\n        }\n\n    } else {\n        populations[currentBrain].score = car.miles;\n        currentBrain++;\n\n        if (currentBrain \u003c populations.length) {\n            car.brain = populations[currentBrain];\n            reset();  \n        } else {\n            nextGeneration();\n            currentBrain = 0;\n            count++;\n        }\n        running = true;\n    }\n});","created_at":"2018-04-14T13:42:10.351+08:00","updated_at":"2019-11-10T15:23:15.223+08:00","name":"car","language":"javascript","screenshot":{"url":"/uploads/project/screenshot/26376/1f661a05ff0b202ee2480d0e9551979b.jpg"},"parent_id":2,"plugin":"","description":null,"note":null,"status":"public","like_student_ids":[],"is_featured":false,"views":496,"hashid":"36ysd88e","is_content_changed":false,"review_status":"unsubmitted","submitted_at":null,"reviewed_at":null,"advise":null,"is_deleted":false}