diff --git a/.gitignore b/.gitignore
index 5cf2e905fe1b49ff7c6660efdc083c7cf69caf24..8ac21dd6ff8a775c07a2b1d7dd97db147ff5b357 100644
--- a/.gitignore
+++ b/.gitignore
@@ -71,6 +71,9 @@ target/
 # Jupyter Notebook
 .ipynb_checkpoints
 
+# PyCharm
+.idea/
+
 # pyenv
 .python-version
 
diff --git a/flatland/core/env.py b/flatland/core/env.py
index 4a147d067d4510268a431b0e32ea291799ae70a0..2ecee638f1287e0ef27c1b2f405c87b03efcb576 100644
--- a/flatland/core/env.py
+++ b/flatland/core/env.py
@@ -108,7 +108,7 @@ class RailEnv:
         0: do nothing
         1: turn left and move to the next cell
         2: move to the next cell in front of the agent
-        3: turn righ tand move to the next cell
+        3: turn right and move to the next cell
 
     Moving forward in a dead-end cell makes the agent turn 180 degrees and step
     to the cell it came from.
@@ -276,6 +276,7 @@ class RailEnv:
                                             self.rail[pos[0]][pos[1]],
                                             reverse_direction,
                                             reverse_direction)
+
                         if valid_transition:
                             direction = reverse_direction
                             movement = direction
@@ -285,7 +286,11 @@ class RailEnv:
                 # Is it a legal move?  1) transition allows the movement in the
                 # cell,  2) the new cell is not empty (case 0),  3) the cell is
                 # free, i.e., no agent is currently in that cell
-                if self.rail[new_position[0]][new_position[1]] > 0:
+                if new_position[1] >= self.width or new_position[0] >= self.height or\
+                    new_position[0] < 0 or new_position[1] < 0:
+                    new_cell_isValid = False
+
+                elif self.rail[new_position[0]][new_position[1]] > 0:
                     new_cell_isValid = True
                 else:
                     new_cell_isValid = False
diff --git a/flatland/core/transitions.py b/flatland/core/transitions.py
index 467ad67a117b992bb6ab02b6f70bc83da3557081..9c4f05e3bf394cc88b05dae3f08513c70fe52b20 100644
--- a/flatland/core/transitions.py
+++ b/flatland/core/transitions.py
@@ -438,14 +438,15 @@ class RailEnvTransitions(GridTransitions):
     transitions available as a function of the agent's orientation
     (north, east, south, west)
     """
-    transition_list = [int('0000000000000000', 2),
-                       int('1000000000100000', 2),
-                       int('1001001000100000', 2),
-                       int('1000010000100001', 2),
-                       int('1001011000100001', 2),
-                       int('1100110000110011', 2),
-                       int('0101001000000010', 2),
-                       int('0000000000100000', 2)]
+
+    transition_list = [int('0000000000000000', 2),  # empty cell - Case 0
+                       int('1000000000100000', 2),  # Case 1 - straight
+                       int('1001001000100000', 2),  # Case 2 - simple switch
+                       int('1000010000100001', 2),  # Case 3 - diamond drossing
+                       int('1001011000100001', 2),  # Case 4 - single slip switch
+                       int('1100110000110011', 2),  # Case 5 - double slip switch
+                       int('0101001000000010', 2),  # Case 6 - symmetrical switch
+                       int('0010000000000000', 2)]  # Case 7 - dead end
 
     def __init__(self):
         super(RailEnvTransitions, self).__init__(
diff --git a/requirements_dev.txt b/requirements_dev.txt
index 926f63047bb152a1bdbde3b0f370b2a57c3c84f7..70d99c53aead6b2ff46250a662c255bacda70c10 100644
--- a/requirements_dev.txt
+++ b/requirements_dev.txt
@@ -10,3 +10,5 @@ twine==1.12.1
 pytest==3.8.2
 pytest-runner==4.2
 sphinx-rtd-theme==0.4.3
+
+numpy==1.16.2
diff --git a/tests/test_environments.py b/tests/test_environments.py
index ae4d5249e143769f41e607ccd477737ef0e440b9..435002b5af080293f4a739b12f6e5256c8780e78 100644
--- a/tests/test_environments.py
+++ b/tests/test_environments.py
@@ -1,11 +1,94 @@
 #!/usr/bin/env python
 # -*- coding: utf-8 -*-
 
+from flatland.core.env import RailEnv
+from flatland.core.transitions import GridTransitions
+import numpy as np
+import random
+
 """Tests for `flatland` package."""
 
 
-def test_base_environment():
-    """Test example Transition."""
-    a = True
-    b = True
-    assert a == b
+
+def test_rail_environment_single_agent():
+
+    cells = [int('0000000000000000', 2),  # empty cell - Case 0
+                       int('1000000000100000', 2),  # Case 1 - straight
+                       int('1001001000100000', 2),  # Case 2 - simple switch
+                       int('1000010000100001', 2),  # Case 3 - diamond drossing
+                       int('1001011000100001', 2),  # Case 4 - single slip switch
+                       int('1100110000110011', 2),  # Case 5 - double slip switch
+                       int('0101001000000010', 2),  # Case 6 - symmetrical switch
+                       int('0010000000000000', 2)]  # Case 7 - dead end
+
+    # We instantiate the following map on a 3x3 grid
+    #  _  _
+    # / \/ \
+    # | |  |
+    # \_/\_/
+
+    transitions = GridTransitions([], False)
+    vertical_line = cells[1]
+    south_symmetrical_switch = cells[6]
+    north_symmetrical_switch = transitions.rotate_transition(south_symmetrical_switch, 180)
+    south_east_turn = int('0100000000000010', 2)  # Simple turn not in the base transitions ?
+    south_west_turn = transitions.rotate_transition(south_east_turn, 90)
+    # print(bytes(south_west_turn))
+    north_east_turn = transitions.rotate_transition(south_east_turn, 270)
+    north_west_turn = transitions.rotate_transition(south_east_turn, 180)
+
+    rail_map = np.array([[south_east_turn, south_symmetrical_switch, south_west_turn],
+                    [vertical_line, vertical_line, vertical_line],
+                    [north_east_turn, north_symmetrical_switch, north_west_turn]],
+                   dtype=np.uint16)
+
+    rail_env = RailEnv(rail_map, number_of_agents=1)
+    for _ in range(200):
+        _ = rail_env.reset()
+
+        # We do not care about target for the moment
+        rail_env.agents_target[0] = [-1, -1]
+
+        # Check that trains are always initialized at a consistent position / direction.
+        # They should always be able to go somewhere.
+        assert(transitions.get_transitions_from_orientation(
+            rail_map[rail_env.agents_position[0]],
+            rail_env.agents_direction[0]) != (0, 0, 0, 0))
+
+        initial_pos = rail_env.agents_position[0]
+
+        valid_active_actions_done = 0
+        pos = initial_pos
+        while valid_active_actions_done < 6:
+            # We randomly select an action
+            action = np.random.randint(4)
+
+            _, _, _, _ = rail_env.step({0: action})
+
+            prev_pos = pos
+            pos = rail_env.agents_position[0]
+            if prev_pos != pos:
+                valid_active_actions_done += 1
+
+        # After 6 movements on this railway network, the train should be back to its original
+        # position.
+        assert(initial_pos[0] == rail_env.agents_position[0][0])
+
+        # We check that the train always attains its target after some time
+        for _ in range(200):
+            _ = rail_env.reset()
+
+            done = False
+            while not done:
+                # We randomly select an action
+                action = np.random.randint(4)
+
+                _, _, dones, _ = rail_env.step({0: action})
+
+                done = dones['__all__']
+
+
+
+
+
+