If the traffic police want to stop a car that has made a small driving error and order it to stop, and that car disobeys the policeman's order, then the policeman is in a dilemma, the first way is to chase him and stop him; Second, to fine only that car. Now, we can consider how the police will decide if it is an intelligent robot, and the next issue is if, in addition to the robot police, the car also uses artificial intelligence, i.e. it is a self-driving car, in this case, the two robots collide. How will it be together? Naturally, the robot police will face a bigger challenge in making decisions than a human for this type of decision.
The question that arises here is that if a car has a human driver or if it is a self-driving car, the decision of the police will be different, and is there a need to make a different decision for this different dilemma?
Below we have chosen a game in game theory for this topic and then we have expressed a solution for this challenging decision using the HMT method:
![image](data:image/png;base64,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)
Actions of player P1 (police):
C: Only fine the wrong driver.
NC: In addition to the fine, the car will be impounded and directed to the parking lot.
Actions of player P2 (Faulty car (car driver)):
C: Obey the police stop order and respect the police decision.
NC: Ignore the police order to stop and continue on your way.
C-C: In this case, the driver of the offending car will continue his journey again with a fine and a simple warning, this profiling strategy is the best possible situation for the police and a good situation for the driver, although it cannot be said that this is the best situation because he has been fined and It has also spent time being stopped and fined.
C-NC: In this case, the offending car will continue on its way without stopping and without paying attention to the police warning, and will only face the police fine that will reach him later. This profiling strategy is not the best case for the police because the offending car did not comply with his order to stop, but it is the best case for the car because it did not spend time stopping and only received a fine that would have been applied to it if it had been stopped. . Of course, it should be noted that this situation is not the worst situation for the police because the police did not make a mistake in applying the law.
NC-C: If the offending car stops and the police direct the car to the parking lot for a small error, the offending car has received a fine beyond the error committed by Ash, and this profiling strategy will be the worst possible case for him. Of course, this is the worst possible situation for the police, because he made a mistake in applying the law, and this will be the worst situation for the police, and his wrong decision will have psychological and psychological consequences for that driver, as well as bad feedback for society.
NC-NC: If the police give the order to stop the errant car and the car continues on its way regardless, and the police with the help of their colleagues resort to force and stop this car and take it to the parking lot, then this strategy profile for the car It won't be ideal, but the police will achieve acceptable performance in this strategy profile.
The above-designed game presents the general situation of the police encounter with the errant car. Now we want to examine the questions that we raised before, that is, if the police is an intelligent robot and we consider two states for the car, the first state is a car with a human driver and the second state is a self-driving car without human intervention, in these two How will the decision be made? We know that making a decision between a robot and a human, as well as making a decision between two robots against each other, are big challenges that we face in artificial intelligence.
Here we want to use the HMT method for better decision-making in robots.
As we said, there are two situations for the robot police. The first situation is a car with a human driver, and in this situation, the police's intention towards him should be friendly and benevolent, considering the small mistake that happened in driving, because the main goal of the police is to Help the errant driver so that he can drive better and not make the same small mistakes again, so we will need a friendly intention to do this. And as for the second case, in this case, the self-driving smart car has made a small mistake in driving. Although this error is small, such an event is not expected from an intelligent robot, therefore, the robot police must have strict intentions for such a car.
But in the case of cars, there are two cases, in the first case, the car is with a human driver, and due to the small mistake made, in most cases, the driver's intention is friendly towards the traffic police. However, there are cases where a person does not feel good about the police due to various factors. But in the second case, if the errant car is a self-driving smart car, because a robot made such an error, it is possible that the police did not consider the robot as a friend in its operational program. Of course, the possibility can also be considered that the intelligent car robot considers the police as a friend according to its programming, but due to various other reasons, it has made such a mistake in driving.
According to the above explanations, if we want to consider all the mentioned situations based on the intentions of the two players, they can be classified into the following four situations:
I. profit goal-profit goal
II. profit goal- Intent to harm
III. Intent to harm-profit goal
IV. Intent to harm-Intent to harm
First, we use the HMT method for the situation where two players are friendly towards each other, if we use this method to start with the profile strategy (1,1), the result will be as follows:
![](data:image/png;base64,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)
And similarly, for the rest of the modes and starting from the strategy of different profiles, we do this method, the final table of which using the HMT method is as follows:
Starting from (4,3)
|
(4,3)
|
I
|
(4,3)
|
II
|
(4,3)
|
III
|
(4,3)
|
IV
|
Starting from (2,4)
|
(4,3)
|
I
|
(2,4)
|
II
|
(4,3)
|
III
|
(1,1)
|
IV
|
Starting from (1,1)
|
(4,3)
|
I
|
(2,4)
|
II
|
(4,3)
|
III
|
(4,3)
|
IV
|
Starting from (3,2)
|
(4,3)
|
I
|
(2,4)
|
II
|
(4,3)
|
III
|
(1,1)
|
IV
|
The obtained results show the performance of a robot against a human as well as two robots against each other. If a police robot encounters a car with a human driver in the above-mentioned conditions, it should limit itself to fining him, even if the car does not stop. Of course, if the car does not stop, it will be followed up for further investigations, but the police will not take further action. Now, if the police robot encounters a self-driving car, in this case, to fine it, it must stop the car and conduct further investigations by an expert team to pay more attention to the problems that have occurred because of an error, even if it is small, from an intelligent robot cannot be ignored and must be carefully examined. But if the self-driving car does not stop with the command to stop, then this car must be chased and stopped and referred to the parking lot so that detailed checks can be done on it and until the problem is completely solved, that car does not allow traffic.
In another view, if we evaluate this event from the point of view of the intelligent self-driving car robot, which has suffered a small error and has maintained its friendly attitude towards the police, it will stop according to the result obtained in this method. In this case, the problem can be easily solved by the expert team. But if the problem is more than a simple and small problem and the smart car doesn't treat the police as a friend, it won't stop it should face a strong response from the police.